2020-10-18 09:17:46,122 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2018.0.1 Product Build 20171007 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.1.0 MMCV: 1.1.4 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+2500945 ------------------------------------------------------------ 2020-10-18 09:17:46,123 - mmaction - INFO - Distributed training: True 2020-10-18 09:17:46,123 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/omniconf/ggig/slowonly_8x8_ggig.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, lateral=False, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), cls_head=dict( type='I3DHead', in_channels=2048, num_classes=200, spatial_type='avg', dropout_ratio=0.5)) omnisource = True train_cfg = None test_cfg = dict(average_clips=None) dataset_type = 'RawframeDataset' data_root = '/mnt/lustre/DATAshare2/kinetics_400_train_320_frames' data_root_val = '/mnt/lustre/DATAshare2/kinetics_400_val_320_frames' ggig_root = 'omnisource/' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_ggig = 'data/omnisource/ggig_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=8, frame_interval=8, num_clips=1), 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='NCTHW'), 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='PseudoClipBuilder', clip_len=8), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, 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='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, 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='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=12, omni_videos_per_gpu=[12, 12], workers_per_gpu=3, 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)], 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=0.3, momentum=0.9, weight_decay=0.0001) # this lr is used for 16 gpu, 2 machine optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='CosineAnnealing', min_lr=0) total_epochs = 256 checkpoint_config = dict(interval=8) workflow = [('train', 8)] evaluation = dict( interval=8, 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/slowonly_8x8_ggig' load_from = None resume_from = None find_unused_parameters = False 2020-10-18 09:18:15,036 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-209, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/slowonly_8x8_ggig 2020-10-18 09:18:15,036 - mmaction - INFO - workflow: [('train', 8)], max: 256 epochs 2020-10-18 09:22:30,257 - mmaction - INFO - Epoch [1][20/396] lr: 3.000e-01, eta: 1 day, 2:07:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.0117, top5_acc: 0.0453, loss_cls: 5.6460, loss: 5.6460, grad_norm: 0.8792, top1_acc/aux0: 0.0170, top5_acc/aux0: 0.0677, loss_cls/aux0: 5.6172, loss/aux0: 5.6172 2020-10-18 09:22:31,165 - mmaction - INFO - Epoch [1][20/396] lr: 3.000e-01, eta: 2 days, 4:11:51, time: 0.926, data_time: 0.001, memory: 8466, top1_acc: 0.0117, top5_acc: 0.0453, loss_cls: 5.6460, loss: 5.6460, grad_norm: 0.8418, top1_acc/aux0: 0.0185, top5_acc/aux0: 0.0706, loss_cls/aux0: 5.5861, loss/aux0: 5.5861 2020-10-18 09:23:07,452 - mmaction - INFO - Epoch [1][40/396] lr: 3.000e-01, eta: 1 day, 15:10:30, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.0151, top5_acc: 0.0789, loss_cls: 5.1114, loss: 5.1114, grad_norm: 0.6961, top1_acc/aux0: 0.0313, top5_acc/aux0: 0.1148, loss_cls/aux0: 5.0056, loss/aux0: 5.0056 2020-10-18 09:23:08,417 - mmaction - INFO - Epoch [1][40/396] lr: 3.000e-01, eta: 2 days, 4:17:09, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.0151, top5_acc: 0.0789, loss_cls: 5.1114, loss: 5.1114, grad_norm: 0.6912, top1_acc/aux0: 0.0307, top5_acc/aux0: 0.1164, loss_cls/aux0: 5.0008, loss/aux0: 5.0008 2020-10-18 09:23:44,915 - mmaction - INFO - Epoch [1][60/396] lr: 3.000e-01, eta: 1 day, 19:37:34, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.0263, top5_acc: 0.1016, loss_cls: 5.0429, loss: 5.0429, grad_norm: 0.6495, top1_acc/aux0: 0.0331, top5_acc/aux0: 0.1260, loss_cls/aux0: 4.9044, loss/aux0: 4.9044 2020-10-18 09:23:45,937 - mmaction - INFO - Epoch [1][60/396] lr: 3.000e-01, eta: 2 days, 4:26:25, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.0263, top5_acc: 0.1016, loss_cls: 5.0429, loss: 5.0429, grad_norm: 0.6523, top1_acc/aux0: 0.0333, top5_acc/aux0: 0.1250, loss_cls/aux0: 4.9050, loss/aux0: 4.9050 2020-10-18 09:24:22,436 - mmaction - INFO - Epoch [1][80/396] lr: 3.000e-01, eta: 1 day, 21:55:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.0266, top5_acc: 0.1063, loss_cls: 4.9836, loss: 4.9836, grad_norm: 0.6189, top1_acc/aux0: 0.0378, top5_acc/aux0: 0.1328, loss_cls/aux0: 4.8810, loss/aux0: 4.8810 2020-10-18 09:24:23,353 - mmaction - INFO - Epoch [1][80/396] lr: 3.000e-01, eta: 2 days, 4:30:44, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.0266, top5_acc: 0.1063, loss_cls: 4.9836, loss: 4.9836, grad_norm: 0.6171, top1_acc/aux0: 0.0385, top5_acc/aux0: 0.1354, loss_cls/aux0: 4.8722, loss/aux0: 4.8722 2020-10-18 09:24:59,669 - mmaction - INFO - Epoch [1][100/396] lr: 3.000e-01, eta: 1 day, 23:13:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.0281, top5_acc: 0.1094, loss_cls: 4.9578, loss: 4.9578, grad_norm: 0.5818, top1_acc/aux0: 0.0391, top5_acc/aux0: 0.1503, loss_cls/aux0: 4.8084, loss/aux0: 4.8084 2020-10-18 09:25:00,620 - mmaction - INFO - Epoch [1][100/396] lr: 3.000e-01, eta: 2 days, 4:28:20, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.0281, top5_acc: 0.1094, loss_cls: 4.9578, loss: 4.9578, grad_norm: 0.5834, top1_acc/aux0: 0.0393, top5_acc/aux0: 0.1482, loss_cls/aux0: 4.8111, loss/aux0: 4.8111 2020-10-18 09:25:37,491 - mmaction - INFO - Epoch [1][120/396] lr: 3.000e-01, eta: 2 days, 0:07:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.0336, top5_acc: 0.1250, loss_cls: 4.9004, loss: 4.9004, grad_norm: 0.5939, top1_acc/aux0: 0.0469, top5_acc/aux0: 0.1641, loss_cls/aux0: 4.7568, loss/aux0: 4.7568 2020-10-18 09:25:38,453 - mmaction - INFO - Epoch [1][120/396] lr: 3.000e-01, eta: 2 days, 4:31:39, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.0336, top5_acc: 0.1250, loss_cls: 4.9004, loss: 4.9004, grad_norm: 0.5964, top1_acc/aux0: 0.0458, top5_acc/aux0: 0.1648, loss_cls/aux0: 4.7589, loss/aux0: 4.7589 2020-10-18 09:26:15,028 - mmaction - INFO - Epoch [1][140/396] lr: 3.000e-01, eta: 2 days, 0:46:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.0331, top5_acc: 0.1286, loss_cls: 4.8795, loss: 4.8795, grad_norm: 0.6147, top1_acc/aux0: 0.0466, top5_acc/aux0: 0.1737, loss_cls/aux0: 4.7215, loss/aux0: 4.7215 2020-10-18 09:26:16,001 - mmaction - INFO - Epoch [1][140/396] lr: 3.000e-01, eta: 2 days, 4:33:14, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.0331, top5_acc: 0.1286, loss_cls: 4.8795, loss: 4.8795, grad_norm: 0.6132, top1_acc/aux0: 0.0456, top5_acc/aux0: 0.1711, loss_cls/aux0: 4.7208, loss/aux0: 4.7208 2020-10-18 09:26:52,475 - mmaction - INFO - Epoch [1][160/396] lr: 3.000e-01, eta: 2 days, 1:15:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.0380, top5_acc: 0.1341, loss_cls: 4.8620, loss: 4.8620, grad_norm: 0.5915, top1_acc/aux0: 0.0513, top5_acc/aux0: 0.1534, loss_cls/aux0: 4.7315, loss/aux0: 4.7315 2020-10-18 09:26:53,477 - mmaction - INFO - Epoch [1][160/396] lr: 3.000e-01, eta: 2 days, 4:33:11, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.0380, top5_acc: 0.1341, loss_cls: 4.8620, loss: 4.8620, grad_norm: 0.5964, top1_acc/aux0: 0.0544, top5_acc/aux0: 0.1589, loss_cls/aux0: 4.7207, loss/aux0: 4.7207 2020-10-18 09:27:30,048 - mmaction - INFO - Epoch [1][180/396] lr: 3.000e-01, eta: 2 days, 1:37:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.0346, top5_acc: 0.1341, loss_cls: 4.8372, loss: 4.8372, grad_norm: 0.5931, top1_acc/aux0: 0.0536, top5_acc/aux0: 0.1872, loss_cls/aux0: 4.6765, loss/aux0: 4.6765 2020-10-18 09:27:30,999 - mmaction - INFO - Epoch [1][180/396] lr: 3.000e-01, eta: 2 days, 4:33:33, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.0346, top5_acc: 0.1341, loss_cls: 4.8372, loss: 4.8372, grad_norm: 0.5892, top1_acc/aux0: 0.0526, top5_acc/aux0: 0.1846, loss_cls/aux0: 4.6810, loss/aux0: 4.6810 2020-10-18 09:28:07,514 - mmaction - INFO - Epoch [1][200/396] lr: 3.000e-01, eta: 2 days, 1:55:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.0388, top5_acc: 0.1461, loss_cls: 4.8325, loss: 4.8325, grad_norm: 0.5869, top1_acc/aux0: 0.0560, top5_acc/aux0: 0.1859, loss_cls/aux0: 4.6438, loss/aux0: 4.6438 2020-10-18 09:28:08,517 - mmaction - INFO - Epoch [1][200/396] lr: 3.000e-01, eta: 2 days, 4:34:05, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.0388, top5_acc: 0.1461, loss_cls: 4.8325, loss: 4.8325, grad_norm: 0.5895, top1_acc/aux0: 0.0570, top5_acc/aux0: 0.1898, loss_cls/aux0: 4.6325, loss/aux0: 4.6325 2020-10-18 09:28:45,180 - mmaction - INFO - Epoch [1][220/396] lr: 3.000e-01, eta: 2 days, 2:10:39, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.0435, top5_acc: 0.1557, loss_cls: 4.7965, loss: 4.7965, grad_norm: 0.6001, top1_acc/aux0: 0.0573, top5_acc/aux0: 0.1997, loss_cls/aux0: 4.6075, loss/aux0: 4.6075 2020-10-18 09:28:46,127 - mmaction - INFO - Epoch [1][220/396] lr: 3.000e-01, eta: 2 days, 4:34:48, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.0435, top5_acc: 0.1557, loss_cls: 4.7965, loss: 4.7965, grad_norm: 0.5987, top1_acc/aux0: 0.0555, top5_acc/aux0: 0.1961, loss_cls/aux0: 4.6124, loss/aux0: 4.6124 2020-10-18 09:29:22,899 - mmaction - INFO - Epoch [1][240/396] lr: 3.000e-01, eta: 2 days, 2:23:42, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.0380, top5_acc: 0.1453, loss_cls: 4.7940, loss: 4.7940, grad_norm: 0.5969, top1_acc/aux0: 0.0654, top5_acc/aux0: 0.2057, loss_cls/aux0: 4.5901, loss/aux0: 4.5901 2020-10-18 09:29:23,851 - mmaction - INFO - Epoch [1][240/396] lr: 3.000e-01, eta: 2 days, 4:35:56, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.0380, top5_acc: 0.1453, loss_cls: 4.7940, loss: 4.7940, grad_norm: 0.5955, top1_acc/aux0: 0.0661, top5_acc/aux0: 0.2063, loss_cls/aux0: 4.5853, loss/aux0: 4.5853 2020-10-18 09:30:00,391 - mmaction - INFO - Epoch [1][260/396] lr: 3.000e-01, eta: 2 days, 2:34:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.0464, top5_acc: 0.1656, loss_cls: 4.7349, loss: 4.7349, grad_norm: 0.6336, top1_acc/aux0: 0.0703, top5_acc/aux0: 0.2216, loss_cls/aux0: 4.4953, loss/aux0: 4.4953 2020-10-18 09:30:01,336 - mmaction - INFO - Epoch [1][260/396] lr: 3.000e-01, eta: 2 days, 4:35:53, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.0464, top5_acc: 0.1656, loss_cls: 4.7349, loss: 4.7349, grad_norm: 0.6376, top1_acc/aux0: 0.0690, top5_acc/aux0: 0.2242, loss_cls/aux0: 4.5002, loss/aux0: 4.5002 2020-10-18 09:30:37,882 - mmaction - INFO - Epoch [1][280/396] lr: 3.000e-01, eta: 2 days, 2:42:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.0445, top5_acc: 0.1607, loss_cls: 4.7233, loss: 4.7233, grad_norm: 0.6307, top1_acc/aux0: 0.0685, top5_acc/aux0: 0.2195, loss_cls/aux0: 4.5362, loss/aux0: 4.5362 2020-10-18 09:30:38,896 - mmaction - INFO - Epoch [1][280/396] lr: 3.000e-01, eta: 2 days, 4:35:03, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.0445, top5_acc: 0.1607, loss_cls: 4.7233, loss: 4.7233, grad_norm: 0.6270, top1_acc/aux0: 0.0701, top5_acc/aux0: 0.2227, loss_cls/aux0: 4.5273, loss/aux0: 4.5273 2020-10-18 09:31:15,771 - mmaction - INFO - Epoch [1][300/396] lr: 3.000e-01, eta: 2 days, 2:50:18, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.0513, top5_acc: 0.1677, loss_cls: 4.6993, loss: 4.6993, grad_norm: 0.6556, top1_acc/aux0: 0.0799, top5_acc/aux0: 0.2380, loss_cls/aux0: 4.4662, loss/aux0: 4.4662 2020-10-18 09:31:16,738 - mmaction - INFO - Epoch [1][300/396] lr: 3.000e-01, eta: 2 days, 4:36:51, time: 0.949, data_time: 0.004, memory: 8466, top1_acc: 0.0513, top5_acc: 0.1677, loss_cls: 4.6993, loss: 4.6993, grad_norm: 0.6543, top1_acc/aux0: 0.0794, top5_acc/aux0: 0.2341, loss_cls/aux0: 4.4743, loss/aux0: 4.4743 2020-10-18 09:31:53,393 - mmaction - INFO - Epoch [1][320/396] lr: 3.000e-01, eta: 2 days, 2:57:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.0565, top5_acc: 0.1872, loss_cls: 4.6529, loss: 4.6529, grad_norm: 0.6641, top1_acc/aux0: 0.0742, top5_acc/aux0: 0.2354, loss_cls/aux0: 4.4608, loss/aux0: 4.4608 2020-10-18 09:31:54,360 - mmaction - INFO - Epoch [1][320/396] lr: 3.000e-01, eta: 2 days, 4:36:40, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.0565, top5_acc: 0.1872, loss_cls: 4.6529, loss: 4.6529, grad_norm: 0.6621, top1_acc/aux0: 0.0755, top5_acc/aux0: 0.2357, loss_cls/aux0: 4.4564, loss/aux0: 4.4564 2020-10-18 09:32:31,029 - mmaction - INFO - Epoch [1][340/396] lr: 3.000e-01, eta: 2 days, 3:03:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.0555, top5_acc: 0.1836, loss_cls: 4.6290, loss: 4.6290, grad_norm: 0.6739, top1_acc/aux0: 0.0812, top5_acc/aux0: 0.2448, loss_cls/aux0: 4.4265, loss/aux0: 4.4265 2020-10-18 09:32:31,986 - mmaction - INFO - Epoch [1][340/396] lr: 3.000e-01, eta: 2 days, 4:36:46, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.0555, top5_acc: 0.1836, loss_cls: 4.6290, loss: 4.6290, grad_norm: 0.6725, top1_acc/aux0: 0.0826, top5_acc/aux0: 0.2474, loss_cls/aux0: 4.4183, loss/aux0: 4.4183 2020-10-18 09:33:08,700 - mmaction - INFO - Epoch [1][360/396] lr: 3.000e-01, eta: 2 days, 3:09:02, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0672, top5_acc: 0.2031, loss_cls: 4.5749, loss: 4.5749, grad_norm: 0.6698, top1_acc/aux0: 0.0846, top5_acc/aux0: 0.2482, loss_cls/aux0: 4.4049, loss/aux0: 4.4049 2020-10-18 09:33:09,673 - mmaction - INFO - Epoch [1][360/396] lr: 3.000e-01, eta: 2 days, 4:37:25, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.0672, top5_acc: 0.2031, loss_cls: 4.5749, loss: 4.5749, grad_norm: 0.6689, top1_acc/aux0: 0.0859, top5_acc/aux0: 0.2497, loss_cls/aux0: 4.3967, loss/aux0: 4.3967 2020-10-18 09:33:46,324 - mmaction - INFO - Epoch [1][380/396] lr: 3.000e-01, eta: 2 days, 3:14:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.0672, top5_acc: 0.2102, loss_cls: 4.5378, loss: 4.5378, grad_norm: 0.6890, top1_acc/aux0: 0.0828, top5_acc/aux0: 0.2464, loss_cls/aux0: 4.3910, loss/aux0: 4.3910 2020-10-18 09:33:47,264 - mmaction - INFO - Epoch [1][380/396] lr: 3.000e-01, eta: 2 days, 4:37:51, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.0672, top5_acc: 0.2102, loss_cls: 4.5378, loss: 4.5378, grad_norm: 0.6968, top1_acc/aux0: 0.0799, top5_acc/aux0: 0.2427, loss_cls/aux0: 4.4086, loss/aux0: 4.4086 2020-10-18 09:38:19,893 - mmaction - INFO - Epoch [2][20/396] lr: 3.000e-01, eta: 2 days, 1:19:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.0711, top5_acc: 0.2286, loss_cls: 4.4851, loss: 4.4851, grad_norm: 0.6872, top1_acc/aux0: 0.0863, top5_acc/aux0: 0.2579, loss_cls/aux0: 4.4039, loss/aux0: 4.4039 2020-10-18 09:38:20,862 - mmaction - INFO - Epoch [2][20/396] lr: 3.000e-01, eta: 2 days, 2:34:47, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.0711, top5_acc: 0.2286, loss_cls: 4.4851, loss: 4.4851, grad_norm: 0.6916, top1_acc/aux0: 0.0857, top5_acc/aux0: 0.2570, loss_cls/aux0: 4.4114, loss/aux0: 4.4114 2020-10-18 09:38:57,373 - mmaction - INFO - Epoch [2][40/396] lr: 3.000e-01, eta: 2 days, 1:27:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.0661, top5_acc: 0.2104, loss_cls: 4.5368, loss: 4.5368, grad_norm: 0.6464, top1_acc/aux0: 0.0880, top5_acc/aux0: 0.2594, loss_cls/aux0: 4.3649, loss/aux0: 4.3649 2020-10-18 09:38:58,325 - mmaction - INFO - Epoch [2][40/396] lr: 3.000e-01, eta: 2 days, 2:39:45, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.0661, top5_acc: 0.2104, loss_cls: 4.5368, loss: 4.5368, grad_norm: 0.6476, top1_acc/aux0: 0.0909, top5_acc/aux0: 0.2622, loss_cls/aux0: 4.3470, loss/aux0: 4.3470 2020-10-18 09:39:34,863 - mmaction - INFO - Epoch [2][60/396] lr: 3.000e-01, eta: 2 days, 1:35:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.0734, top5_acc: 0.2190, loss_cls: 4.4699, loss: 4.4699, grad_norm: 0.6964, top1_acc/aux0: 0.1096, top5_acc/aux0: 0.2846, loss_cls/aux0: 4.2702, loss/aux0: 4.2702 2020-10-18 09:39:35,812 - mmaction - INFO - Epoch [2][60/396] lr: 3.000e-01, eta: 2 days, 2:44:18, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.0734, top5_acc: 0.2190, loss_cls: 4.4699, loss: 4.4699, grad_norm: 0.6969, top1_acc/aux0: 0.1073, top5_acc/aux0: 0.2828, loss_cls/aux0: 4.2763, loss/aux0: 4.2763 2020-10-18 09:40:12,509 - mmaction - INFO - Epoch [2][80/396] lr: 3.000e-01, eta: 2 days, 1:42:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.0745, top5_acc: 0.2404, loss_cls: 4.4160, loss: 4.4160, grad_norm: 0.7027, top1_acc/aux0: 0.1000, top5_acc/aux0: 0.2810, loss_cls/aux0: 4.2776, loss/aux0: 4.2776 2020-10-18 09:40:13,477 - mmaction - INFO - Epoch [2][80/396] lr: 3.000e-01, eta: 2 days, 2:48:55, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.0745, top5_acc: 0.2404, loss_cls: 4.4160, loss: 4.4160, grad_norm: 0.6986, top1_acc/aux0: 0.1008, top5_acc/aux0: 0.2802, loss_cls/aux0: 4.2841, loss/aux0: 4.2841 2020-10-18 09:40:49,989 - mmaction - INFO - Epoch [2][100/396] lr: 3.000e-01, eta: 2 days, 1:48:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.0742, top5_acc: 0.2354, loss_cls: 4.4264, loss: 4.4264, grad_norm: 0.7065, top1_acc/aux0: 0.1013, top5_acc/aux0: 0.2820, loss_cls/aux0: 4.2831, loss/aux0: 4.2831 2020-10-18 09:40:50,949 - mmaction - INFO - Epoch [2][100/396] lr: 3.000e-01, eta: 2 days, 2:52:04, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.0742, top5_acc: 0.2354, loss_cls: 4.4264, loss: 4.4264, grad_norm: 0.7044, top1_acc/aux0: 0.1029, top5_acc/aux0: 0.2844, loss_cls/aux0: 4.2771, loss/aux0: 4.2771 2020-10-18 09:41:27,724 - mmaction - INFO - Epoch [2][120/396] lr: 3.000e-01, eta: 2 days, 1:54:37, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0901, top5_acc: 0.2536, loss_cls: 4.3635, loss: 4.3635, grad_norm: 0.7040, top1_acc/aux0: 0.0974, top5_acc/aux0: 0.2865, loss_cls/aux0: 4.2390, loss/aux0: 4.2390 2020-10-18 09:41:28,689 - mmaction - INFO - Epoch [2][120/396] lr: 3.000e-01, eta: 2 days, 2:56:07, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.0901, top5_acc: 0.2536, loss_cls: 4.3635, loss: 4.3635, grad_norm: 0.7055, top1_acc/aux0: 0.0979, top5_acc/aux0: 0.2875, loss_cls/aux0: 4.2297, loss/aux0: 4.2297 2020-10-18 09:42:05,368 - mmaction - INFO - Epoch [2][140/396] lr: 3.000e-01, eta: 2 days, 2:00:23, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.0753, top5_acc: 0.2385, loss_cls: 4.4075, loss: 4.4075, grad_norm: 0.7082, top1_acc/aux0: 0.1031, top5_acc/aux0: 0.3000, loss_cls/aux0: 4.2400, loss/aux0: 4.2400 2020-10-18 09:42:06,331 - mmaction - INFO - Epoch [2][140/396] lr: 3.000e-01, eta: 2 days, 2:59:18, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.0753, top5_acc: 0.2385, loss_cls: 4.4075, loss: 4.4075, grad_norm: 0.7092, top1_acc/aux0: 0.1010, top5_acc/aux0: 0.2987, loss_cls/aux0: 4.2476, loss/aux0: 4.2476 2020-10-18 09:42:43,214 - mmaction - INFO - Epoch [2][160/396] lr: 3.000e-01, eta: 2 days, 2:06:11, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.0846, top5_acc: 0.2417, loss_cls: 4.3790, loss: 4.3790, grad_norm: 0.7115, top1_acc/aux0: 0.1018, top5_acc/aux0: 0.2987, loss_cls/aux0: 4.2253, loss/aux0: 4.2253 2020-10-18 09:42:44,219 - mmaction - INFO - Epoch [2][160/396] lr: 3.000e-01, eta: 2 days, 3:03:55, time: 0.955, data_time: 0.003, memory: 8466, top1_acc: 0.0846, top5_acc: 0.2417, loss_cls: 4.3790, loss: 4.3790, grad_norm: 0.7089, top1_acc/aux0: 0.1021, top5_acc/aux0: 0.2969, loss_cls/aux0: 4.2249, loss/aux0: 4.2249 2020-10-18 09:43:20,870 - mmaction - INFO - Epoch [2][180/396] lr: 3.000e-01, eta: 2 days, 2:11:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.0956, top5_acc: 0.2505, loss_cls: 4.3443, loss: 4.3443, grad_norm: 0.7137, top1_acc/aux0: 0.1214, top5_acc/aux0: 0.3008, loss_cls/aux0: 4.1679, loss/aux0: 4.1679 2020-10-18 09:43:21,826 - mmaction - INFO - Epoch [2][180/396] lr: 3.000e-01, eta: 2 days, 3:06:18, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.0956, top5_acc: 0.2505, loss_cls: 4.3443, loss: 4.3443, grad_norm: 0.7159, top1_acc/aux0: 0.1219, top5_acc/aux0: 0.3034, loss_cls/aux0: 4.1675, loss/aux0: 4.1675 2020-10-18 09:43:58,313 - mmaction - INFO - Epoch [2][200/396] lr: 3.000e-01, eta: 2 days, 2:15:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.0865, top5_acc: 0.2596, loss_cls: 4.3444, loss: 4.3444, grad_norm: 0.7110, top1_acc/aux0: 0.1117, top5_acc/aux0: 0.3016, loss_cls/aux0: 4.2092, loss/aux0: 4.2092 2020-10-18 09:43:59,255 - mmaction - INFO - Epoch [2][200/396] lr: 3.000e-01, eta: 2 days, 3:08:20, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.0865, top5_acc: 0.2596, loss_cls: 4.3444, loss: 4.3444, grad_norm: 0.7094, top1_acc/aux0: 0.1112, top5_acc/aux0: 0.3026, loss_cls/aux0: 4.2086, loss/aux0: 4.2086 2020-10-18 09:44:35,903 - mmaction - INFO - Epoch [2][220/396] lr: 3.000e-01, eta: 2 days, 2:19:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.0904, top5_acc: 0.2643, loss_cls: 4.3138, loss: 4.3138, grad_norm: 0.7037, top1_acc/aux0: 0.1078, top5_acc/aux0: 0.3120, loss_cls/aux0: 4.1970, loss/aux0: 4.1970 2020-10-18 09:44:36,872 - mmaction - INFO - Epoch [2][220/396] lr: 3.000e-01, eta: 2 days, 3:11:02, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.0904, top5_acc: 0.2643, loss_cls: 4.3138, loss: 4.3138, grad_norm: 0.7062, top1_acc/aux0: 0.1073, top5_acc/aux0: 0.3102, loss_cls/aux0: 4.1998, loss/aux0: 4.1998 2020-10-18 09:45:13,441 - mmaction - INFO - Epoch [2][240/396] lr: 3.000e-01, eta: 2 days, 2:23:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.0898, top5_acc: 0.2659, loss_cls: 4.3174, loss: 4.3174, grad_norm: 0.7286, top1_acc/aux0: 0.1091, top5_acc/aux0: 0.3057, loss_cls/aux0: 4.2105, loss/aux0: 4.2105 2020-10-18 09:45:14,396 - mmaction - INFO - Epoch [2][240/396] lr: 3.000e-01, eta: 2 days, 3:12:58, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.0898, top5_acc: 0.2659, loss_cls: 4.3174, loss: 4.3174, grad_norm: 0.7291, top1_acc/aux0: 0.1094, top5_acc/aux0: 0.3070, loss_cls/aux0: 4.2062, loss/aux0: 4.2062 2020-10-18 09:45:51,074 - mmaction - INFO - Epoch [2][260/396] lr: 3.000e-01, eta: 2 days, 2:26:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0875, top5_acc: 0.2773, loss_cls: 4.2590, loss: 4.2590, grad_norm: 0.7042, top1_acc/aux0: 0.1242, top5_acc/aux0: 0.3167, loss_cls/aux0: 4.1340, loss/aux0: 4.1340 2020-10-18 09:45:52,114 - mmaction - INFO - Epoch [2][260/396] lr: 3.000e-01, eta: 2 days, 3:15:20, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.0875, top5_acc: 0.2773, loss_cls: 4.2590, loss: 4.2590, grad_norm: 0.7025, top1_acc/aux0: 0.1268, top5_acc/aux0: 0.3177, loss_cls/aux0: 4.1241, loss/aux0: 4.1241 2020-10-18 09:46:28,791 - mmaction - INFO - Epoch [2][280/396] lr: 3.000e-01, eta: 2 days, 2:30:33, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.0995, top5_acc: 0.2664, loss_cls: 4.2724, loss: 4.2724, grad_norm: 0.7187, top1_acc/aux0: 0.1284, top5_acc/aux0: 0.3219, loss_cls/aux0: 4.1105, loss/aux0: 4.1105 2020-10-18 09:46:29,745 - mmaction - INFO - Epoch [2][280/396] lr: 3.000e-01, eta: 2 days, 3:17:23, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.0995, top5_acc: 0.2664, loss_cls: 4.2724, loss: 4.2724, grad_norm: 0.7187, top1_acc/aux0: 0.1266, top5_acc/aux0: 0.3208, loss_cls/aux0: 4.1247, loss/aux0: 4.1247 2020-10-18 09:47:06,314 - mmaction - INFO - Epoch [2][300/396] lr: 3.000e-01, eta: 2 days, 2:33:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1055, top5_acc: 0.2823, loss_cls: 4.2294, loss: 4.2294, grad_norm: 0.7361, top1_acc/aux0: 0.1352, top5_acc/aux0: 0.3383, loss_cls/aux0: 4.0514, loss/aux0: 4.0514 2020-10-18 09:47:07,282 - mmaction - INFO - Epoch [2][300/396] lr: 3.000e-01, eta: 2 days, 3:19:04, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.1055, top5_acc: 0.2823, loss_cls: 4.2294, loss: 4.2294, grad_norm: 0.7372, top1_acc/aux0: 0.1362, top5_acc/aux0: 0.3396, loss_cls/aux0: 4.0406, loss/aux0: 4.0406 2020-10-18 09:47:43,937 - mmaction - INFO - Epoch [2][320/396] lr: 3.000e-01, eta: 2 days, 2:36:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1055, top5_acc: 0.2846, loss_cls: 4.2411, loss: 4.2411, grad_norm: 0.7258, top1_acc/aux0: 0.1245, top5_acc/aux0: 0.3250, loss_cls/aux0: 4.1179, loss/aux0: 4.1179 2020-10-18 09:47:44,930 - mmaction - INFO - Epoch [2][320/396] lr: 3.000e-01, eta: 2 days, 3:20:21, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.1055, top5_acc: 0.2846, loss_cls: 4.2411, loss: 4.2411, grad_norm: 0.7266, top1_acc/aux0: 0.1255, top5_acc/aux0: 0.3242, loss_cls/aux0: 4.1196, loss/aux0: 4.1196 2020-10-18 09:48:21,868 - mmaction - INFO - Epoch [2][340/396] lr: 3.000e-01, eta: 2 days, 2:39:19, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.0987, top5_acc: 0.2737, loss_cls: 4.2565, loss: 4.2565, grad_norm: 0.7462, top1_acc/aux0: 0.1354, top5_acc/aux0: 0.3247, loss_cls/aux0: 4.0939, loss/aux0: 4.0939 2020-10-18 09:48:22,830 - mmaction - INFO - Epoch [2][340/396] lr: 3.000e-01, eta: 2 days, 3:22:37, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.0987, top5_acc: 0.2737, loss_cls: 4.2565, loss: 4.2565, grad_norm: 0.7404, top1_acc/aux0: 0.1346, top5_acc/aux0: 0.3281, loss_cls/aux0: 4.0912, loss/aux0: 4.0912 2020-10-18 09:48:59,664 - mmaction - INFO - Epoch [2][360/396] lr: 3.000e-01, eta: 2 days, 2:42:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1016, top5_acc: 0.2880, loss_cls: 4.2357, loss: 4.2357, grad_norm: 0.7210, top1_acc/aux0: 0.1260, top5_acc/aux0: 0.3307, loss_cls/aux0: 4.0969, loss/aux0: 4.0969 2020-10-18 09:49:00,622 - mmaction - INFO - Epoch [2][360/396] lr: 3.000e-01, eta: 2 days, 3:24:06, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.1016, top5_acc: 0.2880, loss_cls: 4.2357, loss: 4.2357, grad_norm: 0.7232, top1_acc/aux0: 0.1237, top5_acc/aux0: 0.3292, loss_cls/aux0: 4.0912, loss/aux0: 4.0912 2020-10-18 09:49:37,368 - mmaction - INFO - Epoch [2][380/396] lr: 3.000e-01, eta: 2 days, 2:44:42, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1057, top5_acc: 0.2940, loss_cls: 4.1834, loss: 4.1834, grad_norm: 0.7502, top1_acc/aux0: 0.1336, top5_acc/aux0: 0.3500, loss_cls/aux0: 4.0316, loss/aux0: 4.0316 2020-10-18 09:49:38,340 - mmaction - INFO - Epoch [2][380/396] lr: 3.000e-01, eta: 2 days, 3:25:30, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.1057, top5_acc: 0.2940, loss_cls: 4.1834, loss: 4.1834, grad_norm: 0.7486, top1_acc/aux0: 0.1333, top5_acc/aux0: 0.3474, loss_cls/aux0: 4.0407, loss/aux0: 4.0407 2020-10-18 09:54:33,385 - mmaction - INFO - Epoch [3][20/396] lr: 3.000e-01, eta: 2 days, 1:46:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.1016, top5_acc: 0.2865, loss_cls: 4.1866, loss: 4.1866, grad_norm: 0.7326, top1_acc/aux0: 0.1280, top5_acc/aux0: 0.3342, loss_cls/aux0: 4.0415, loss/aux0: 4.0415 2020-10-18 09:54:34,299 - mmaction - INFO - Epoch [3][20/396] lr: 3.000e-01, eta: 2 days, 2:24:49, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.1016, top5_acc: 0.2865, loss_cls: 4.1866, loss: 4.1866, grad_norm: 0.7330, top1_acc/aux0: 0.1266, top5_acc/aux0: 0.3336, loss_cls/aux0: 4.0499, loss/aux0: 4.0499 2020-10-18 09:55:10,745 - mmaction - INFO - Epoch [3][40/396] lr: 3.000e-01, eta: 2 days, 1:49:07, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1091, top5_acc: 0.3180, loss_cls: 4.1311, loss: 4.1311, grad_norm: 0.7901, top1_acc/aux0: 0.1414, top5_acc/aux0: 0.3503, loss_cls/aux0: 4.0148, loss/aux0: 4.0148 2020-10-18 09:55:11,701 - mmaction - INFO - Epoch [3][40/396] lr: 3.000e-01, eta: 2 days, 2:26:45, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.1091, top5_acc: 0.3180, loss_cls: 4.1311, loss: 4.1311, grad_norm: 0.7913, top1_acc/aux0: 0.1440, top5_acc/aux0: 0.3495, loss_cls/aux0: 4.0137, loss/aux0: 4.0137 2020-10-18 09:55:48,326 - mmaction - INFO - Epoch [3][60/396] lr: 3.000e-01, eta: 2 days, 1:52:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1154, top5_acc: 0.3016, loss_cls: 4.1507, loss: 4.1507, grad_norm: 0.7445, top1_acc/aux0: 0.1451, top5_acc/aux0: 0.3523, loss_cls/aux0: 4.0127, loss/aux0: 4.0127 2020-10-18 09:55:49,302 - mmaction - INFO - Epoch [3][60/396] lr: 3.000e-01, eta: 2 days, 2:29:01, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.1154, top5_acc: 0.3016, loss_cls: 4.1507, loss: 4.1507, grad_norm: 0.7465, top1_acc/aux0: 0.1448, top5_acc/aux0: 0.3555, loss_cls/aux0: 3.9956, loss/aux0: 3.9956 2020-10-18 09:56:25,997 - mmaction - INFO - Epoch [3][80/396] lr: 3.000e-01, eta: 2 days, 1:55:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.1146, top5_acc: 0.3055, loss_cls: 4.1370, loss: 4.1370, grad_norm: 0.7707, top1_acc/aux0: 0.1391, top5_acc/aux0: 0.3693, loss_cls/aux0: 3.9616, loss/aux0: 3.9616 2020-10-18 09:56:26,920 - mmaction - INFO - Epoch [3][80/396] lr: 3.000e-01, eta: 2 days, 2:31:24, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.1146, top5_acc: 0.3055, loss_cls: 4.1370, loss: 4.1370, grad_norm: 0.7719, top1_acc/aux0: 0.1380, top5_acc/aux0: 0.3688, loss_cls/aux0: 3.9670, loss/aux0: 3.9670 2020-10-18 09:57:03,348 - mmaction - INFO - Epoch [3][100/396] lr: 3.000e-01, eta: 2 days, 1:57:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.1206, top5_acc: 0.3195, loss_cls: 4.1045, loss: 4.1045, grad_norm: 0.7474, top1_acc/aux0: 0.1469, top5_acc/aux0: 0.3633, loss_cls/aux0: 3.9523, loss/aux0: 3.9523 2020-10-18 09:57:04,306 - mmaction - INFO - Epoch [3][100/396] lr: 3.000e-01, eta: 2 days, 2:32:51, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.1206, top5_acc: 0.3195, loss_cls: 4.1045, loss: 4.1045, grad_norm: 0.7487, top1_acc/aux0: 0.1479, top5_acc/aux0: 0.3646, loss_cls/aux0: 3.9493, loss/aux0: 3.9493 2020-10-18 09:57:40,888 - mmaction - INFO - Epoch [3][120/396] lr: 3.000e-01, eta: 2 days, 2:00:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1234, top5_acc: 0.3294, loss_cls: 4.0687, loss: 4.0687, grad_norm: 0.7791, top1_acc/aux0: 0.1365, top5_acc/aux0: 0.3654, loss_cls/aux0: 3.9602, loss/aux0: 3.9602 2020-10-18 09:57:41,860 - mmaction - INFO - Epoch [3][120/396] lr: 3.000e-01, eta: 2 days, 2:34:39, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.1234, top5_acc: 0.3294, loss_cls: 4.0687, loss: 4.0687, grad_norm: 0.7773, top1_acc/aux0: 0.1352, top5_acc/aux0: 0.3635, loss_cls/aux0: 3.9650, loss/aux0: 3.9650 2020-10-18 09:58:18,577 - mmaction - INFO - Epoch [3][140/396] lr: 3.000e-01, eta: 2 days, 2:02:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.1146, top5_acc: 0.3068, loss_cls: 4.1265, loss: 4.1265, grad_norm: 0.7765, top1_acc/aux0: 0.1477, top5_acc/aux0: 0.3732, loss_cls/aux0: 3.9717, loss/aux0: 3.9717 2020-10-18 09:58:19,539 - mmaction - INFO - Epoch [3][140/396] lr: 3.000e-01, eta: 2 days, 2:36:58, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.1146, top5_acc: 0.3068, loss_cls: 4.1265, loss: 4.1265, grad_norm: 0.7726, top1_acc/aux0: 0.1505, top5_acc/aux0: 0.3763, loss_cls/aux0: 3.9592, loss/aux0: 3.9592 2020-10-18 09:58:56,236 - mmaction - INFO - Epoch [3][160/396] lr: 3.000e-01, eta: 2 days, 2:05:26, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.1240, top5_acc: 0.3190, loss_cls: 4.1017, loss: 4.1017, grad_norm: 0.7603, top1_acc/aux0: 0.1333, top5_acc/aux0: 0.3615, loss_cls/aux0: 3.9700, loss/aux0: 3.9700 2020-10-18 09:58:57,243 - mmaction - INFO - Epoch [3][160/396] lr: 3.000e-01, eta: 2 days, 2:38:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.1240, top5_acc: 0.3190, loss_cls: 4.1017, loss: 4.1017, grad_norm: 0.7590, top1_acc/aux0: 0.1320, top5_acc/aux0: 0.3602, loss_cls/aux0: 3.9735, loss/aux0: 3.9735 2020-10-18 09:59:33,827 - mmaction - INFO - Epoch [3][180/396] lr: 3.000e-01, eta: 2 days, 2:07:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1221, top5_acc: 0.3203, loss_cls: 4.0918, loss: 4.0918, grad_norm: 0.7690, top1_acc/aux0: 0.1521, top5_acc/aux0: 0.3831, loss_cls/aux0: 3.9064, loss/aux0: 3.9064 2020-10-18 09:59:34,770 - mmaction - INFO - Epoch [3][180/396] lr: 3.000e-01, eta: 2 days, 2:39:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.1221, top5_acc: 0.3203, loss_cls: 4.0918, loss: 4.0918, grad_norm: 0.7717, top1_acc/aux0: 0.1552, top5_acc/aux0: 0.3872, loss_cls/aux0: 3.8971, loss/aux0: 3.8971 2020-10-18 10:00:13,342 - mmaction - INFO - Epoch [3][200/396] lr: 3.000e-01, eta: 2 days, 2:12:39, time: 1.030, data_time: 0.002, memory: 8466, top1_acc: 0.1253, top5_acc: 0.3289, loss_cls: 4.0727, loss: 4.0727, grad_norm: 0.7610, top1_acc/aux0: 0.1453, top5_acc/aux0: 0.3701, loss_cls/aux0: 3.9225, loss/aux0: 3.9225 2020-10-18 10:00:14,367 - mmaction - INFO - Epoch [3][200/396] lr: 3.000e-01, eta: 2 days, 2:47:36, time: 1.036, data_time: 0.010, memory: 8466, top1_acc: 0.1253, top5_acc: 0.3289, loss_cls: 4.0727, loss: 4.0727, grad_norm: 0.7649, top1_acc/aux0: 0.1438, top5_acc/aux0: 0.3669, loss_cls/aux0: 3.9340, loss/aux0: 3.9340 2020-10-18 10:00:51,014 - mmaction - INFO - Epoch [3][220/396] lr: 3.000e-01, eta: 2 days, 2:17:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1263, top5_acc: 0.3339, loss_cls: 3.9972, loss: 3.9972, grad_norm: 0.7978, top1_acc/aux0: 0.1589, top5_acc/aux0: 0.3953, loss_cls/aux0: 3.8440, loss/aux0: 3.8440 2020-10-18 10:00:51,982 - mmaction - INFO - Epoch [3][220/396] lr: 3.000e-01, eta: 2 days, 2:48:55, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.1263, top5_acc: 0.3339, loss_cls: 3.9972, loss: 3.9972, grad_norm: 0.7961, top1_acc/aux0: 0.1581, top5_acc/aux0: 0.3956, loss_cls/aux0: 3.8369, loss/aux0: 3.8369 2020-10-18 10:01:28,731 - mmaction - INFO - Epoch [3][240/396] lr: 3.000e-01, eta: 2 days, 2:19:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.1245, top5_acc: 0.3253, loss_cls: 4.0545, loss: 4.0545, grad_norm: 0.8057, top1_acc/aux0: 0.1589, top5_acc/aux0: 0.3888, loss_cls/aux0: 3.8169, loss/aux0: 3.8169 2020-10-18 10:01:29,680 - mmaction - INFO - Epoch [3][240/396] lr: 3.000e-01, eta: 2 days, 2:50:28, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.1245, top5_acc: 0.3253, loss_cls: 4.0545, loss: 4.0545, grad_norm: 0.8021, top1_acc/aux0: 0.1586, top5_acc/aux0: 0.3872, loss_cls/aux0: 3.8214, loss/aux0: 3.8214 2020-10-18 10:02:06,460 - mmaction - INFO - Epoch [3][260/396] lr: 3.000e-01, eta: 2 days, 2:21:48, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.1331, top5_acc: 0.3427, loss_cls: 4.0365, loss: 4.0365, grad_norm: 0.8147, top1_acc/aux0: 0.1620, top5_acc/aux0: 0.3872, loss_cls/aux0: 3.8606, loss/aux0: 3.8606 2020-10-18 10:02:07,424 - mmaction - INFO - Epoch [3][260/396] lr: 3.000e-01, eta: 2 days, 2:51:45, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.1331, top5_acc: 0.3427, loss_cls: 4.0365, loss: 4.0365, grad_norm: 0.8139, top1_acc/aux0: 0.1617, top5_acc/aux0: 0.3862, loss_cls/aux0: 3.8710, loss/aux0: 3.8710 2020-10-18 10:02:44,363 - mmaction - INFO - Epoch [3][280/396] lr: 3.000e-01, eta: 2 days, 2:23:56, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.1245, top5_acc: 0.3229, loss_cls: 4.0520, loss: 4.0520, grad_norm: 0.7686, top1_acc/aux0: 0.1682, top5_acc/aux0: 0.3974, loss_cls/aux0: 3.8132, loss/aux0: 3.8132 2020-10-18 10:02:45,344 - mmaction - INFO - Epoch [3][280/396] lr: 3.000e-01, eta: 2 days, 2:53:42, time: 0.955, data_time: 0.001, memory: 8466, top1_acc: 0.1245, top5_acc: 0.3229, loss_cls: 4.0520, loss: 4.0520, grad_norm: 0.7725, top1_acc/aux0: 0.1701, top5_acc/aux0: 0.4003, loss_cls/aux0: 3.8052, loss/aux0: 3.8052 2020-10-18 10:03:22,124 - mmaction - INFO - Epoch [3][300/396] lr: 3.000e-01, eta: 2 days, 2:26:06, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.1258, top5_acc: 0.3292, loss_cls: 4.0279, loss: 4.0279, grad_norm: 0.8073, top1_acc/aux0: 0.1688, top5_acc/aux0: 0.3958, loss_cls/aux0: 3.8390, loss/aux0: 3.8390 2020-10-18 10:03:23,110 - mmaction - INFO - Epoch [3][300/396] lr: 3.000e-01, eta: 2 days, 2:55:05, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.1258, top5_acc: 0.3292, loss_cls: 4.0279, loss: 4.0279, grad_norm: 0.8157, top1_acc/aux0: 0.1672, top5_acc/aux0: 0.3958, loss_cls/aux0: 3.8378, loss/aux0: 3.8378 2020-10-18 10:03:59,676 - mmaction - INFO - Epoch [3][320/396] lr: 3.000e-01, eta: 2 days, 2:27:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1268, top5_acc: 0.3315, loss_cls: 4.0310, loss: 4.0310, grad_norm: 0.7954, top1_acc/aux0: 0.1591, top5_acc/aux0: 0.3893, loss_cls/aux0: 3.8556, loss/aux0: 3.8556 2020-10-18 10:04:00,648 - mmaction - INFO - Epoch [3][320/396] lr: 3.000e-01, eta: 2 days, 2:55:49, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.1268, top5_acc: 0.3315, loss_cls: 4.0310, loss: 4.0310, grad_norm: 0.7953, top1_acc/aux0: 0.1596, top5_acc/aux0: 0.3893, loss_cls/aux0: 3.8589, loss/aux0: 3.8589 2020-10-18 10:04:37,381 - mmaction - INFO - Epoch [3][340/396] lr: 3.000e-01, eta: 2 days, 2:28:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1242, top5_acc: 0.3281, loss_cls: 4.0369, loss: 4.0369, grad_norm: 0.7848, top1_acc/aux0: 0.1805, top5_acc/aux0: 0.4083, loss_cls/aux0: 3.7675, loss/aux0: 3.7675 2020-10-18 10:04:38,344 - mmaction - INFO - Epoch [3][340/396] lr: 3.000e-01, eta: 2 days, 2:56:48, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.1242, top5_acc: 0.3281, loss_cls: 4.0369, loss: 4.0369, grad_norm: 0.7801, top1_acc/aux0: 0.1786, top5_acc/aux0: 0.4070, loss_cls/aux0: 3.7703, loss/aux0: 3.7703 2020-10-18 10:05:14,955 - mmaction - INFO - Epoch [3][360/396] lr: 3.000e-01, eta: 2 days, 2:30:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1292, top5_acc: 0.3469, loss_cls: 3.9820, loss: 3.9820, grad_norm: 0.8311, top1_acc/aux0: 0.1786, top5_acc/aux0: 0.4182, loss_cls/aux0: 3.7604, loss/aux0: 3.7604 2020-10-18 10:05:15,914 - mmaction - INFO - Epoch [3][360/396] lr: 3.000e-01, eta: 2 days, 2:57:37, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.1292, top5_acc: 0.3469, loss_cls: 3.9820, loss: 3.9820, grad_norm: 0.8270, top1_acc/aux0: 0.1807, top5_acc/aux0: 0.4187, loss_cls/aux0: 3.7481, loss/aux0: 3.7481 2020-10-18 10:05:52,569 - mmaction - INFO - Epoch [3][380/396] lr: 3.000e-01, eta: 2 days, 2:31:40, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.1372, top5_acc: 0.3547, loss_cls: 3.9707, loss: 3.9707, grad_norm: 0.8329, top1_acc/aux0: 0.1701, top5_acc/aux0: 0.4096, loss_cls/aux0: 3.7661, loss/aux0: 3.7661 2020-10-18 10:05:53,530 - mmaction - INFO - Epoch [3][380/396] lr: 3.000e-01, eta: 2 days, 2:58:32, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.1372, top5_acc: 0.3547, loss_cls: 3.9707, loss: 3.9707, grad_norm: 0.8321, top1_acc/aux0: 0.1672, top5_acc/aux0: 0.4060, loss_cls/aux0: 3.7793, loss/aux0: 3.7793 2020-10-18 10:10:42,896 - mmaction - INFO - Epoch [4][20/396] lr: 2.999e-01, eta: 2 days, 1:52:07, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1385, top5_acc: 0.3505, loss_cls: 3.9443, loss: 3.9443, grad_norm: 0.8349, top1_acc/aux0: 0.1746, top5_acc/aux0: 0.4161, loss_cls/aux0: 3.7486, loss/aux0: 3.7486 2020-10-18 10:10:43,848 - mmaction - INFO - Epoch [4][20/396] lr: 2.999e-01, eta: 2 days, 2:17:55, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.1385, top5_acc: 0.3505, loss_cls: 3.9443, loss: 3.9443, grad_norm: 0.8317, top1_acc/aux0: 0.1771, top5_acc/aux0: 0.4164, loss_cls/aux0: 3.7383, loss/aux0: 3.7383 2020-10-18 10:11:20,244 - mmaction - INFO - Epoch [4][40/396] lr: 2.999e-01, eta: 2 days, 1:53:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1344, top5_acc: 0.3438, loss_cls: 3.9589, loss: 3.9589, grad_norm: 0.8112, top1_acc/aux0: 0.1734, top5_acc/aux0: 0.4148, loss_cls/aux0: 3.7273, loss/aux0: 3.7273 2020-10-18 10:11:21,209 - mmaction - INFO - Epoch [4][40/396] lr: 2.999e-01, eta: 2 days, 2:19:06, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.1344, top5_acc: 0.3438, loss_cls: 3.9589, loss: 3.9589, grad_norm: 0.8126, top1_acc/aux0: 0.1716, top5_acc/aux0: 0.4141, loss_cls/aux0: 3.7341, loss/aux0: 3.7341 2020-10-18 10:11:57,783 - mmaction - INFO - Epoch [4][60/396] lr: 2.999e-01, eta: 2 days, 1:55:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1396, top5_acc: 0.3531, loss_cls: 3.9638, loss: 3.9638, grad_norm: 0.8202, top1_acc/aux0: 0.1784, top5_acc/aux0: 0.4143, loss_cls/aux0: 3.7422, loss/aux0: 3.7422 2020-10-18 10:11:58,806 - mmaction - INFO - Epoch [4][60/396] lr: 2.999e-01, eta: 2 days, 2:20:30, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.1396, top5_acc: 0.3531, loss_cls: 3.9638, loss: 3.9638, grad_norm: 0.8145, top1_acc/aux0: 0.1784, top5_acc/aux0: 0.4169, loss_cls/aux0: 3.7351, loss/aux0: 3.7351 2020-10-18 10:12:35,490 - mmaction - INFO - Epoch [4][80/396] lr: 2.999e-01, eta: 2 days, 1:56:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1438, top5_acc: 0.3638, loss_cls: 3.9217, loss: 3.9217, grad_norm: 0.8307, top1_acc/aux0: 0.1802, top5_acc/aux0: 0.4154, loss_cls/aux0: 3.7319, loss/aux0: 3.7319 2020-10-18 10:12:36,462 - mmaction - INFO - Epoch [4][80/396] lr: 2.999e-01, eta: 2 days, 2:21:39, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.1438, top5_acc: 0.3638, loss_cls: 3.9217, loss: 3.9217, grad_norm: 0.8302, top1_acc/aux0: 0.1802, top5_acc/aux0: 0.4125, loss_cls/aux0: 3.7468, loss/aux0: 3.7468 2020-10-18 10:13:12,912 - mmaction - INFO - Epoch [4][100/396] lr: 2.999e-01, eta: 2 days, 1:58:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1471, top5_acc: 0.3695, loss_cls: 3.8969, loss: 3.8969, grad_norm: 0.8500, top1_acc/aux0: 0.1906, top5_acc/aux0: 0.4203, loss_cls/aux0: 3.7143, loss/aux0: 3.7143 2020-10-18 10:13:13,895 - mmaction - INFO - Epoch [4][100/396] lr: 2.999e-01, eta: 2 days, 2:22:38, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.1471, top5_acc: 0.3695, loss_cls: 3.8969, loss: 3.8969, grad_norm: 0.8526, top1_acc/aux0: 0.1872, top5_acc/aux0: 0.4214, loss_cls/aux0: 3.7104, loss/aux0: 3.7104 2020-10-18 10:13:50,456 - mmaction - INFO - Epoch [4][120/396] lr: 2.999e-01, eta: 2 days, 1:59:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1490, top5_acc: 0.3596, loss_cls: 3.9321, loss: 3.9321, grad_norm: 0.8357, top1_acc/aux0: 0.1789, top5_acc/aux0: 0.4201, loss_cls/aux0: 3.7377, loss/aux0: 3.7377 2020-10-18 10:13:51,483 - mmaction - INFO - Epoch [4][120/396] lr: 2.999e-01, eta: 2 days, 2:23:51, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.1490, top5_acc: 0.3596, loss_cls: 3.9321, loss: 3.9321, grad_norm: 0.8357, top1_acc/aux0: 0.1836, top5_acc/aux0: 0.4216, loss_cls/aux0: 3.7345, loss/aux0: 3.7345 2020-10-18 10:14:28,044 - mmaction - INFO - Epoch [4][140/396] lr: 2.999e-01, eta: 2 days, 2:01:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.1591, top5_acc: 0.3659, loss_cls: 3.8903, loss: 3.8903, grad_norm: 0.8458, top1_acc/aux0: 0.1742, top5_acc/aux0: 0.4091, loss_cls/aux0: 3.7629, loss/aux0: 3.7629 2020-10-18 10:14:29,013 - mmaction - INFO - Epoch [4][140/396] lr: 2.999e-01, eta: 2 days, 2:25:00, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.1591, top5_acc: 0.3659, loss_cls: 3.8903, loss: 3.8903, grad_norm: 0.8531, top1_acc/aux0: 0.1698, top5_acc/aux0: 0.4057, loss_cls/aux0: 3.7721, loss/aux0: 3.7721 2020-10-18 10:15:05,693 - mmaction - INFO - Epoch [4][160/396] lr: 2.999e-01, eta: 2 days, 2:02:55, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.1471, top5_acc: 0.3586, loss_cls: 3.8674, loss: 3.8674, grad_norm: 0.8486, top1_acc/aux0: 0.1781, top5_acc/aux0: 0.4297, loss_cls/aux0: 3.7035, loss/aux0: 3.7035 2020-10-18 10:15:06,604 - mmaction - INFO - Epoch [4][160/396] lr: 2.999e-01, eta: 2 days, 2:26:17, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.1471, top5_acc: 0.3586, loss_cls: 3.8674, loss: 3.8674, grad_norm: 0.8510, top1_acc/aux0: 0.1810, top5_acc/aux0: 0.4310, loss_cls/aux0: 3.6991, loss/aux0: 3.6991 2020-10-18 10:15:43,342 - mmaction - INFO - Epoch [4][180/396] lr: 2.999e-01, eta: 2 days, 2:04:32, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1372, top5_acc: 0.3570, loss_cls: 3.9145, loss: 3.9145, grad_norm: 0.8655, top1_acc/aux0: 0.1857, top5_acc/aux0: 0.4404, loss_cls/aux0: 3.6428, loss/aux0: 3.6428 2020-10-18 10:15:44,301 - mmaction - INFO - Epoch [4][180/396] lr: 2.999e-01, eta: 2 days, 2:27:38, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.1372, top5_acc: 0.3570, loss_cls: 3.9145, loss: 3.9145, grad_norm: 0.8697, top1_acc/aux0: 0.1859, top5_acc/aux0: 0.4362, loss_cls/aux0: 3.6492, loss/aux0: 3.6492 2020-10-18 10:16:20,922 - mmaction - INFO - Epoch [4][200/396] lr: 2.999e-01, eta: 2 days, 2:05:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1417, top5_acc: 0.3753, loss_cls: 3.8882, loss: 3.8882, grad_norm: 0.8513, top1_acc/aux0: 0.1849, top5_acc/aux0: 0.4344, loss_cls/aux0: 3.6799, loss/aux0: 3.6799 2020-10-18 10:16:21,899 - mmaction - INFO - Epoch [4][200/396] lr: 2.999e-01, eta: 2 days, 2:28:37, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.1417, top5_acc: 0.3753, loss_cls: 3.8882, loss: 3.8882, grad_norm: 0.8553, top1_acc/aux0: 0.1846, top5_acc/aux0: 0.4422, loss_cls/aux0: 3.6629, loss/aux0: 3.6629 2020-10-18 10:16:58,388 - mmaction - INFO - Epoch [4][220/396] lr: 2.999e-01, eta: 2 days, 2:07:11, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1419, top5_acc: 0.3766, loss_cls: 3.8599, loss: 3.8599, grad_norm: 0.8624, top1_acc/aux0: 0.1846, top5_acc/aux0: 0.4305, loss_cls/aux0: 3.7066, loss/aux0: 3.7066 2020-10-18 10:16:59,350 - mmaction - INFO - Epoch [4][220/396] lr: 2.999e-01, eta: 2 days, 2:29:24, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.1419, top5_acc: 0.3766, loss_cls: 3.8599, loss: 3.8599, grad_norm: 0.8616, top1_acc/aux0: 0.1865, top5_acc/aux0: 0.4273, loss_cls/aux0: 3.7140, loss/aux0: 3.7140 2020-10-18 10:17:36,035 - mmaction - INFO - Epoch [4][240/396] lr: 2.999e-01, eta: 2 days, 2:08:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1539, top5_acc: 0.3831, loss_cls: 3.8439, loss: 3.8439, grad_norm: 0.8802, top1_acc/aux0: 0.1964, top5_acc/aux0: 0.4430, loss_cls/aux0: 3.6249, loss/aux0: 3.6249 2020-10-18 10:17:37,000 - mmaction - INFO - Epoch [4][240/396] lr: 2.999e-01, eta: 2 days, 2:30:22, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.1539, top5_acc: 0.3831, loss_cls: 3.8439, loss: 3.8439, grad_norm: 0.8841, top1_acc/aux0: 0.1945, top5_acc/aux0: 0.4419, loss_cls/aux0: 3.6273, loss/aux0: 3.6273 2020-10-18 10:18:13,534 - mmaction - INFO - Epoch [4][260/396] lr: 2.999e-01, eta: 2 days, 2:09:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1497, top5_acc: 0.3687, loss_cls: 3.8741, loss: 3.8741, grad_norm: 0.8620, top1_acc/aux0: 0.1974, top5_acc/aux0: 0.4315, loss_cls/aux0: 3.6717, loss/aux0: 3.6717 2020-10-18 10:18:14,463 - mmaction - INFO - Epoch [4][260/396] lr: 2.999e-01, eta: 2 days, 2:31:06, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.1497, top5_acc: 0.3687, loss_cls: 3.8741, loss: 3.8741, grad_norm: 0.8613, top1_acc/aux0: 0.1961, top5_acc/aux0: 0.4320, loss_cls/aux0: 3.6685, loss/aux0: 3.6685 2020-10-18 10:18:51,256 - mmaction - INFO - Epoch [4][280/396] lr: 2.999e-01, eta: 2 days, 2:10:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.1487, top5_acc: 0.3763, loss_cls: 3.8865, loss: 3.8865, grad_norm: 0.8443, top1_acc/aux0: 0.1938, top5_acc/aux0: 0.4328, loss_cls/aux0: 3.6560, loss/aux0: 3.6560 2020-10-18 10:18:52,188 - mmaction - INFO - Epoch [4][280/396] lr: 2.999e-01, eta: 2 days, 2:31:53, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.1487, top5_acc: 0.3763, loss_cls: 3.8865, loss: 3.8865, grad_norm: 0.8438, top1_acc/aux0: 0.1971, top5_acc/aux0: 0.4341, loss_cls/aux0: 3.6511, loss/aux0: 3.6511 2020-10-18 10:19:28,819 - mmaction - INFO - Epoch [4][300/396] lr: 2.999e-01, eta: 2 days, 2:11:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1500, top5_acc: 0.3841, loss_cls: 3.8736, loss: 3.8736, grad_norm: 0.8642, top1_acc/aux0: 0.1914, top5_acc/aux0: 0.4401, loss_cls/aux0: 3.6478, loss/aux0: 3.6478 2020-10-18 10:19:29,788 - mmaction - INFO - Epoch [4][300/396] lr: 2.999e-01, eta: 2 days, 2:32:37, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.1500, top5_acc: 0.3841, loss_cls: 3.8736, loss: 3.8736, grad_norm: 0.8607, top1_acc/aux0: 0.1930, top5_acc/aux0: 0.4417, loss_cls/aux0: 3.6418, loss/aux0: 3.6418 2020-10-18 10:20:06,422 - mmaction - INFO - Epoch [4][320/396] lr: 2.999e-01, eta: 2 days, 2:12:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1557, top5_acc: 0.3708, loss_cls: 3.8341, loss: 3.8341, grad_norm: 0.8696, top1_acc/aux0: 0.2055, top5_acc/aux0: 0.4435, loss_cls/aux0: 3.6176, loss/aux0: 3.6176 2020-10-18 10:20:07,387 - mmaction - INFO - Epoch [4][320/396] lr: 2.999e-01, eta: 2 days, 2:33:20, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.1557, top5_acc: 0.3708, loss_cls: 3.8341, loss: 3.8341, grad_norm: 0.8695, top1_acc/aux0: 0.2000, top5_acc/aux0: 0.4422, loss_cls/aux0: 3.6246, loss/aux0: 3.6246 2020-10-18 10:20:44,074 - mmaction - INFO - Epoch [4][340/396] lr: 2.999e-01, eta: 2 days, 2:13:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1510, top5_acc: 0.3839, loss_cls: 3.8563, loss: 3.8563, grad_norm: 0.8889, top1_acc/aux0: 0.2034, top5_acc/aux0: 0.4586, loss_cls/aux0: 3.5793, loss/aux0: 3.5793 2020-10-18 10:20:45,040 - mmaction - INFO - Epoch [4][340/396] lr: 2.999e-01, eta: 2 days, 2:33:57, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.1510, top5_acc: 0.3839, loss_cls: 3.8563, loss: 3.8563, grad_norm: 0.8930, top1_acc/aux0: 0.2057, top5_acc/aux0: 0.4591, loss_cls/aux0: 3.5824, loss/aux0: 3.5824 2020-10-18 10:21:21,593 - mmaction - INFO - Epoch [4][360/396] lr: 2.999e-01, eta: 2 days, 2:14:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1654, top5_acc: 0.3935, loss_cls: 3.7642, loss: 3.7642, grad_norm: 0.8862, top1_acc/aux0: 0.1945, top5_acc/aux0: 0.4513, loss_cls/aux0: 3.6368, loss/aux0: 3.6368 2020-10-18 10:21:22,538 - mmaction - INFO - Epoch [4][360/396] lr: 2.999e-01, eta: 2 days, 2:34:22, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.1654, top5_acc: 0.3935, loss_cls: 3.7642, loss: 3.7642, grad_norm: 0.8853, top1_acc/aux0: 0.1948, top5_acc/aux0: 0.4508, loss_cls/aux0: 3.6334, loss/aux0: 3.6334 2020-10-18 10:21:59,203 - mmaction - INFO - Epoch [4][380/396] lr: 2.999e-01, eta: 2 days, 2:15:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.1589, top5_acc: 0.3846, loss_cls: 3.8062, loss: 3.8062, grad_norm: 0.8868, top1_acc/aux0: 0.1984, top5_acc/aux0: 0.4521, loss_cls/aux0: 3.5704, loss/aux0: 3.5704 2020-10-18 10:22:00,166 - mmaction - INFO - Epoch [4][380/396] lr: 2.999e-01, eta: 2 days, 2:35:06, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.1589, top5_acc: 0.3846, loss_cls: 3.8062, loss: 3.8062, grad_norm: 0.8921, top1_acc/aux0: 0.1979, top5_acc/aux0: 0.4521, loss_cls/aux0: 3.5754, loss/aux0: 3.5754 2020-10-18 10:26:28,817 - mmaction - INFO - Epoch [5][20/396] lr: 2.998e-01, eta: 2 days, 1:45:14, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.1690, top5_acc: 0.3932, loss_cls: 3.7665, loss: 3.7665, grad_norm: 0.8843, top1_acc/aux0: 0.2061, top5_acc/aux0: 0.4594, loss_cls/aux0: 3.6023, loss/aux0: 3.6023 2020-10-18 10:26:29,753 - mmaction - INFO - Epoch [5][20/396] lr: 2.998e-01, eta: 2 days, 2:04:33, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.1690, top5_acc: 0.3932, loss_cls: 3.7665, loss: 3.7665, grad_norm: 0.8842, top1_acc/aux0: 0.2073, top5_acc/aux0: 0.4594, loss_cls/aux0: 3.5915, loss/aux0: 3.5915 2020-10-18 10:27:06,262 - mmaction - INFO - Epoch [5][40/396] lr: 2.998e-01, eta: 2 days, 1:46:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1607, top5_acc: 0.3763, loss_cls: 3.8117, loss: 3.8117, grad_norm: 0.8877, top1_acc/aux0: 0.2060, top5_acc/aux0: 0.4474, loss_cls/aux0: 3.5777, loss/aux0: 3.5777 2020-10-18 10:27:07,284 - mmaction - INFO - Epoch [5][40/396] lr: 2.998e-01, eta: 2 days, 2:05:20, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.1607, top5_acc: 0.3763, loss_cls: 3.8117, loss: 3.8117, grad_norm: 0.8893, top1_acc/aux0: 0.2034, top5_acc/aux0: 0.4464, loss_cls/aux0: 3.5901, loss/aux0: 3.5901 2020-10-18 10:27:43,824 - mmaction - INFO - Epoch [5][60/396] lr: 2.998e-01, eta: 2 days, 1:47:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.1578, top5_acc: 0.4013, loss_cls: 3.7904, loss: 3.7904, grad_norm: 0.8719, top1_acc/aux0: 0.2034, top5_acc/aux0: 0.4682, loss_cls/aux0: 3.5550, loss/aux0: 3.5550 2020-10-18 10:27:44,784 - mmaction - INFO - Epoch [5][60/396] lr: 2.998e-01, eta: 2 days, 2:06:14, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.1578, top5_acc: 0.4013, loss_cls: 3.7904, loss: 3.7904, grad_norm: 0.8689, top1_acc/aux0: 0.2070, top5_acc/aux0: 0.4721, loss_cls/aux0: 3.5342, loss/aux0: 3.5342 2020-10-18 10:28:21,445 - mmaction - INFO - Epoch [5][80/396] lr: 2.998e-01, eta: 2 days, 1:48:19, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1688, top5_acc: 0.4023, loss_cls: 3.7416, loss: 3.7416, grad_norm: 0.8885, top1_acc/aux0: 0.2112, top5_acc/aux0: 0.4680, loss_cls/aux0: 3.5276, loss/aux0: 3.5276 2020-10-18 10:28:22,453 - mmaction - INFO - Epoch [5][80/396] lr: 2.998e-01, eta: 2 days, 2:07:09, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.1688, top5_acc: 0.4023, loss_cls: 3.7416, loss: 3.7416, grad_norm: 0.8889, top1_acc/aux0: 0.2096, top5_acc/aux0: 0.4651, loss_cls/aux0: 3.5532, loss/aux0: 3.5532 2020-10-18 10:28:58,949 - mmaction - INFO - Epoch [5][100/396] lr: 2.998e-01, eta: 2 days, 1:49:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.1721, top5_acc: 0.4005, loss_cls: 3.7312, loss: 3.7312, grad_norm: 0.8982, top1_acc/aux0: 0.2099, top5_acc/aux0: 0.4672, loss_cls/aux0: 3.5498, loss/aux0: 3.5498 2020-10-18 10:28:59,913 - mmaction - INFO - Epoch [5][100/396] lr: 2.998e-01, eta: 2 days, 2:07:45, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.1721, top5_acc: 0.4005, loss_cls: 3.7312, loss: 3.7312, grad_norm: 0.8994, top1_acc/aux0: 0.2089, top5_acc/aux0: 0.4643, loss_cls/aux0: 3.5487, loss/aux0: 3.5487 2020-10-18 10:29:36,415 - mmaction - INFO - Epoch [5][120/396] lr: 2.998e-01, eta: 2 days, 1:50:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1674, top5_acc: 0.4102, loss_cls: 3.7053, loss: 3.7053, grad_norm: 0.9070, top1_acc/aux0: 0.2143, top5_acc/aux0: 0.4737, loss_cls/aux0: 3.5100, loss/aux0: 3.5100 2020-10-18 10:29:37,373 - mmaction - INFO - Epoch [5][120/396] lr: 2.998e-01, eta: 2 days, 2:08:24, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.1674, top5_acc: 0.4102, loss_cls: 3.7053, loss: 3.7053, grad_norm: 0.9076, top1_acc/aux0: 0.2167, top5_acc/aux0: 0.4807, loss_cls/aux0: 3.4946, loss/aux0: 3.4946 2020-10-18 10:30:14,158 - mmaction - INFO - Epoch [5][140/396] lr: 2.998e-01, eta: 2 days, 1:51:09, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1737, top5_acc: 0.4003, loss_cls: 3.7621, loss: 3.7621, grad_norm: 0.9228, top1_acc/aux0: 0.2044, top5_acc/aux0: 0.4680, loss_cls/aux0: 3.5269, loss/aux0: 3.5269 2020-10-18 10:30:15,090 - mmaction - INFO - Epoch [5][140/396] lr: 2.998e-01, eta: 2 days, 2:09:23, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.1737, top5_acc: 0.4003, loss_cls: 3.7621, loss: 3.7621, grad_norm: 0.9263, top1_acc/aux0: 0.2021, top5_acc/aux0: 0.4622, loss_cls/aux0: 3.5435, loss/aux0: 3.5435 2020-10-18 10:30:51,751 - mmaction - INFO - Epoch [5][160/396] lr: 2.998e-01, eta: 2 days, 1:52:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1763, top5_acc: 0.4010, loss_cls: 3.7538, loss: 3.7538, grad_norm: 0.9136, top1_acc/aux0: 0.2008, top5_acc/aux0: 0.4565, loss_cls/aux0: 3.5746, loss/aux0: 3.5746 2020-10-18 10:30:52,712 - mmaction - INFO - Epoch [5][160/396] lr: 2.998e-01, eta: 2 days, 2:09:58, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.1763, top5_acc: 0.4010, loss_cls: 3.7538, loss: 3.7538, grad_norm: 0.9098, top1_acc/aux0: 0.2036, top5_acc/aux0: 0.4586, loss_cls/aux0: 3.5633, loss/aux0: 3.5633 2020-10-18 10:31:29,317 - mmaction - INFO - Epoch [5][180/396] lr: 2.998e-01, eta: 2 days, 1:52:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1810, top5_acc: 0.4169, loss_cls: 3.6830, loss: 3.6830, grad_norm: 0.9319, top1_acc/aux0: 0.2250, top5_acc/aux0: 0.4828, loss_cls/aux0: 3.4674, loss/aux0: 3.4674 2020-10-18 10:31:30,273 - mmaction - INFO - Epoch [5][180/396] lr: 2.998e-01, eta: 2 days, 2:10:35, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.1810, top5_acc: 0.4169, loss_cls: 3.6830, loss: 3.6830, grad_norm: 0.9313, top1_acc/aux0: 0.2193, top5_acc/aux0: 0.4810, loss_cls/aux0: 3.4741, loss/aux0: 3.4741 2020-10-18 10:32:06,820 - mmaction - INFO - Epoch [5][200/396] lr: 2.998e-01, eta: 2 days, 1:53:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1716, top5_acc: 0.4005, loss_cls: 3.7521, loss: 3.7521, grad_norm: 0.8890, top1_acc/aux0: 0.2078, top5_acc/aux0: 0.4685, loss_cls/aux0: 3.5071, loss/aux0: 3.5071 2020-10-18 10:32:07,780 - mmaction - INFO - Epoch [5][200/396] lr: 2.998e-01, eta: 2 days, 2:11:10, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.1716, top5_acc: 0.4005, loss_cls: 3.7521, loss: 3.7521, grad_norm: 0.8878, top1_acc/aux0: 0.2154, top5_acc/aux0: 0.4724, loss_cls/aux0: 3.4874, loss/aux0: 3.4874 2020-10-18 10:32:44,533 - mmaction - INFO - Epoch [5][220/396] lr: 2.998e-01, eta: 2 days, 1:54:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.1693, top5_acc: 0.4008, loss_cls: 3.7349, loss: 3.7349, grad_norm: 0.9024, top1_acc/aux0: 0.2279, top5_acc/aux0: 0.4818, loss_cls/aux0: 3.4325, loss/aux0: 3.4325 2020-10-18 10:32:45,516 - mmaction - INFO - Epoch [5][220/396] lr: 2.998e-01, eta: 2 days, 2:11:52, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.1693, top5_acc: 0.4008, loss_cls: 3.7349, loss: 3.7349, grad_norm: 0.9020, top1_acc/aux0: 0.2247, top5_acc/aux0: 0.4810, loss_cls/aux0: 3.4332, loss/aux0: 3.4332 2020-10-18 10:33:22,244 - mmaction - INFO - Epoch [5][240/396] lr: 2.998e-01, eta: 2 days, 1:55:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1891, top5_acc: 0.4247, loss_cls: 3.6507, loss: 3.6507, grad_norm: 0.9252, top1_acc/aux0: 0.2232, top5_acc/aux0: 0.4781, loss_cls/aux0: 3.4561, loss/aux0: 3.4561 2020-10-18 10:33:23,229 - mmaction - INFO - Epoch [5][240/396] lr: 2.998e-01, eta: 2 days, 2:12:26, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.1891, top5_acc: 0.4247, loss_cls: 3.6507, loss: 3.6507, grad_norm: 0.9258, top1_acc/aux0: 0.2224, top5_acc/aux0: 0.4760, loss_cls/aux0: 3.4748, loss/aux0: 3.4748 2020-10-18 10:33:59,835 - mmaction - INFO - Epoch [5][260/396] lr: 2.998e-01, eta: 2 days, 1:56:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1753, top5_acc: 0.4151, loss_cls: 3.7287, loss: 3.7287, grad_norm: 0.9050, top1_acc/aux0: 0.2219, top5_acc/aux0: 0.4758, loss_cls/aux0: 3.4470, loss/aux0: 3.4470 2020-10-18 10:34:00,813 - mmaction - INFO - Epoch [5][260/396] lr: 2.998e-01, eta: 2 days, 2:13:01, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.1753, top5_acc: 0.4151, loss_cls: 3.7287, loss: 3.7287, grad_norm: 0.9083, top1_acc/aux0: 0.2232, top5_acc/aux0: 0.4771, loss_cls/aux0: 3.4406, loss/aux0: 3.4406 2020-10-18 10:34:37,624 - mmaction - INFO - Epoch [5][280/396] lr: 2.998e-01, eta: 2 days, 1:56:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1799, top5_acc: 0.4276, loss_cls: 3.6353, loss: 3.6353, grad_norm: 0.9036, top1_acc/aux0: 0.2211, top5_acc/aux0: 0.4932, loss_cls/aux0: 3.4194, loss/aux0: 3.4194 2020-10-18 10:34:38,582 - mmaction - INFO - Epoch [5][280/396] lr: 2.998e-01, eta: 2 days, 2:13:38, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.1799, top5_acc: 0.4276, loss_cls: 3.6353, loss: 3.6353, grad_norm: 0.9019, top1_acc/aux0: 0.2198, top5_acc/aux0: 0.4909, loss_cls/aux0: 3.4221, loss/aux0: 3.4221 2020-10-18 10:35:15,221 - mmaction - INFO - Epoch [5][300/396] lr: 2.998e-01, eta: 2 days, 1:57:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.1776, top5_acc: 0.4036, loss_cls: 3.7230, loss: 3.7230, grad_norm: 0.9402, top1_acc/aux0: 0.2258, top5_acc/aux0: 0.4753, loss_cls/aux0: 3.4328, loss/aux0: 3.4328 2020-10-18 10:35:16,178 - mmaction - INFO - Epoch [5][300/396] lr: 2.998e-01, eta: 2 days, 2:14:01, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.1776, top5_acc: 0.4036, loss_cls: 3.7230, loss: 3.7230, grad_norm: 0.9390, top1_acc/aux0: 0.2294, top5_acc/aux0: 0.4781, loss_cls/aux0: 3.4225, loss/aux0: 3.4225 2020-10-18 10:35:52,937 - mmaction - INFO - Epoch [5][320/396] lr: 2.998e-01, eta: 2 days, 1:58:14, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.1828, top5_acc: 0.4255, loss_cls: 3.6405, loss: 3.6405, grad_norm: 0.9135, top1_acc/aux0: 0.2318, top5_acc/aux0: 0.4844, loss_cls/aux0: 3.4252, loss/aux0: 3.4252 2020-10-18 10:35:53,903 - mmaction - INFO - Epoch [5][320/396] lr: 2.998e-01, eta: 2 days, 2:14:45, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.1828, top5_acc: 0.4255, loss_cls: 3.6405, loss: 3.6405, grad_norm: 0.9127, top1_acc/aux0: 0.2289, top5_acc/aux0: 0.4844, loss_cls/aux0: 3.4314, loss/aux0: 3.4314 2020-10-18 10:36:30,440 - mmaction - INFO - Epoch [5][340/396] lr: 2.998e-01, eta: 2 days, 1:58:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1734, top5_acc: 0.4112, loss_cls: 3.7107, loss: 3.7107, grad_norm: 0.9118, top1_acc/aux0: 0.2221, top5_acc/aux0: 0.4792, loss_cls/aux0: 3.4688, loss/aux0: 3.4688 2020-10-18 10:36:31,395 - mmaction - INFO - Epoch [5][340/396] lr: 2.998e-01, eta: 2 days, 2:15:09, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.1734, top5_acc: 0.4112, loss_cls: 3.7107, loss: 3.7107, grad_norm: 0.9148, top1_acc/aux0: 0.2208, top5_acc/aux0: 0.4766, loss_cls/aux0: 3.4773, loss/aux0: 3.4773 2020-10-18 10:37:08,130 - mmaction - INFO - Epoch [5][360/396] lr: 2.998e-01, eta: 2 days, 1:59:37, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.1857, top5_acc: 0.4299, loss_cls: 3.6380, loss: 3.6380, grad_norm: 0.9206, top1_acc/aux0: 0.2328, top5_acc/aux0: 0.4854, loss_cls/aux0: 3.4320, loss/aux0: 3.4320 2020-10-18 10:37:09,109 - mmaction - INFO - Epoch [5][360/396] lr: 2.998e-01, eta: 2 days, 2:15:47, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.1857, top5_acc: 0.4299, loss_cls: 3.6380, loss: 3.6380, grad_norm: 0.9177, top1_acc/aux0: 0.2352, top5_acc/aux0: 0.4875, loss_cls/aux0: 3.4163, loss/aux0: 3.4163 2020-10-18 10:37:45,703 - mmaction - INFO - Epoch [5][380/396] lr: 2.998e-01, eta: 2 days, 2:00:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1750, top5_acc: 0.4151, loss_cls: 3.6801, loss: 3.6801, grad_norm: 0.9291, top1_acc/aux0: 0.2310, top5_acc/aux0: 0.4927, loss_cls/aux0: 3.4082, loss/aux0: 3.4082 2020-10-18 10:37:46,749 - mmaction - INFO - Epoch [5][380/396] lr: 2.998e-01, eta: 2 days, 2:16:14, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.1750, top5_acc: 0.4151, loss_cls: 3.6801, loss: 3.6801, grad_norm: 0.9253, top1_acc/aux0: 0.2279, top5_acc/aux0: 0.4909, loss_cls/aux0: 3.4241, loss/aux0: 3.4241 2020-10-18 10:42:23,516 - mmaction - INFO - Epoch [6][20/396] lr: 2.997e-01, eta: 2 days, 1:36:15, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.1872, top5_acc: 0.4312, loss_cls: 3.6390, loss: 3.6390, grad_norm: 0.9442, top1_acc/aux0: 0.2352, top5_acc/aux0: 0.4992, loss_cls/aux0: 3.3735, loss/aux0: 3.3735 2020-10-18 10:42:24,482 - mmaction - INFO - Epoch [6][20/396] lr: 2.997e-01, eta: 2 days, 1:51:40, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.1872, top5_acc: 0.4312, loss_cls: 3.6390, loss: 3.6390, grad_norm: 0.9429, top1_acc/aux0: 0.2378, top5_acc/aux0: 0.5031, loss_cls/aux0: 3.3585, loss/aux0: 3.3585 2020-10-18 10:43:00,939 - mmaction - INFO - Epoch [6][40/396] lr: 2.997e-01, eta: 2 days, 1:36:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1888, top5_acc: 0.4380, loss_cls: 3.6308, loss: 3.6308, grad_norm: 0.9318, top1_acc/aux0: 0.2339, top5_acc/aux0: 0.4956, loss_cls/aux0: 3.4097, loss/aux0: 3.4097 2020-10-18 10:43:01,897 - mmaction - INFO - Epoch [6][40/396] lr: 2.997e-01, eta: 2 days, 1:52:16, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.1888, top5_acc: 0.4380, loss_cls: 3.6308, loss: 3.6308, grad_norm: 0.9335, top1_acc/aux0: 0.2313, top5_acc/aux0: 0.4904, loss_cls/aux0: 3.4299, loss/aux0: 3.4299 2020-10-18 10:43:38,429 - mmaction - INFO - Epoch [6][60/396] lr: 2.997e-01, eta: 2 days, 1:37:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1893, top5_acc: 0.4328, loss_cls: 3.6147, loss: 3.6147, grad_norm: 0.9313, top1_acc/aux0: 0.2307, top5_acc/aux0: 0.4904, loss_cls/aux0: 3.3921, loss/aux0: 3.3921 2020-10-18 10:43:39,400 - mmaction - INFO - Epoch [6][60/396] lr: 2.997e-01, eta: 2 days, 1:52:49, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.1893, top5_acc: 0.4328, loss_cls: 3.6147, loss: 3.6147, grad_norm: 0.9324, top1_acc/aux0: 0.2339, top5_acc/aux0: 0.4945, loss_cls/aux0: 3.3763, loss/aux0: 3.3763 2020-10-18 10:44:15,972 - mmaction - INFO - Epoch [6][80/396] lr: 2.997e-01, eta: 2 days, 1:38:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1888, top5_acc: 0.4326, loss_cls: 3.6247, loss: 3.6247, grad_norm: 0.9485, top1_acc/aux0: 0.2448, top5_acc/aux0: 0.5073, loss_cls/aux0: 3.3575, loss/aux0: 3.3575 2020-10-18 10:44:16,926 - mmaction - INFO - Epoch [6][80/396] lr: 2.997e-01, eta: 2 days, 1:53:16, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.1888, top5_acc: 0.4326, loss_cls: 3.6247, loss: 3.6247, grad_norm: 0.9457, top1_acc/aux0: 0.2414, top5_acc/aux0: 0.5016, loss_cls/aux0: 3.3746, loss/aux0: 3.3746 2020-10-18 10:44:53,401 - mmaction - INFO - Epoch [6][100/396] lr: 2.997e-01, eta: 2 days, 1:38:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2031, top5_acc: 0.4492, loss_cls: 3.5745, loss: 3.5745, grad_norm: 0.9507, top1_acc/aux0: 0.2432, top5_acc/aux0: 0.4974, loss_cls/aux0: 3.4063, loss/aux0: 3.4063 2020-10-18 10:44:54,372 - mmaction - INFO - Epoch [6][100/396] lr: 2.997e-01, eta: 2 days, 1:53:35, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.2031, top5_acc: 0.4492, loss_cls: 3.5745, loss: 3.5745, grad_norm: 0.9517, top1_acc/aux0: 0.2451, top5_acc/aux0: 0.5018, loss_cls/aux0: 3.3968, loss/aux0: 3.3968 2020-10-18 10:45:30,988 - mmaction - INFO - Epoch [6][120/396] lr: 2.997e-01, eta: 2 days, 1:39:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.1932, top5_acc: 0.4302, loss_cls: 3.6339, loss: 3.6339, grad_norm: 0.9406, top1_acc/aux0: 0.2388, top5_acc/aux0: 0.5133, loss_cls/aux0: 3.3501, loss/aux0: 3.3501 2020-10-18 10:45:31,995 - mmaction - INFO - Epoch [6][120/396] lr: 2.997e-01, eta: 2 days, 1:54:05, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.1932, top5_acc: 0.4302, loss_cls: 3.6339, loss: 3.6339, grad_norm: 0.9373, top1_acc/aux0: 0.2367, top5_acc/aux0: 0.5125, loss_cls/aux0: 3.3532, loss/aux0: 3.3532 2020-10-18 10:46:08,645 - mmaction - INFO - Epoch [6][140/396] lr: 2.997e-01, eta: 2 days, 1:39:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1945, top5_acc: 0.4279, loss_cls: 3.6235, loss: 3.6235, grad_norm: 0.9359, top1_acc/aux0: 0.2396, top5_acc/aux0: 0.4971, loss_cls/aux0: 3.4008, loss/aux0: 3.4008 2020-10-18 10:46:09,601 - mmaction - INFO - Epoch [6][140/396] lr: 2.997e-01, eta: 2 days, 1:54:40, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.1945, top5_acc: 0.4279, loss_cls: 3.6235, loss: 3.6235, grad_norm: 0.9314, top1_acc/aux0: 0.2406, top5_acc/aux0: 0.4961, loss_cls/aux0: 3.4018, loss/aux0: 3.4018 2020-10-18 10:46:46,286 - mmaction - INFO - Epoch [6][160/396] lr: 2.997e-01, eta: 2 days, 1:40:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.1833, top5_acc: 0.4393, loss_cls: 3.6162, loss: 3.6162, grad_norm: 0.9458, top1_acc/aux0: 0.2313, top5_acc/aux0: 0.5078, loss_cls/aux0: 3.3753, loss/aux0: 3.3753 2020-10-18 10:46:47,207 - mmaction - INFO - Epoch [6][160/396] lr: 2.997e-01, eta: 2 days, 1:55:09, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.1833, top5_acc: 0.4393, loss_cls: 3.6162, loss: 3.6162, grad_norm: 0.9449, top1_acc/aux0: 0.2310, top5_acc/aux0: 0.5083, loss_cls/aux0: 3.3746, loss/aux0: 3.3746 2020-10-18 10:47:23,907 - mmaction - INFO - Epoch [6][180/396] lr: 2.997e-01, eta: 2 days, 1:41:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1883, top5_acc: 0.4294, loss_cls: 3.6166, loss: 3.6166, grad_norm: 0.9624, top1_acc/aux0: 0.2365, top5_acc/aux0: 0.5141, loss_cls/aux0: 3.3591, loss/aux0: 3.3591 2020-10-18 10:47:24,865 - mmaction - INFO - Epoch [6][180/396] lr: 2.997e-01, eta: 2 days, 1:55:33, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.1883, top5_acc: 0.4294, loss_cls: 3.6166, loss: 3.6166, grad_norm: 0.9630, top1_acc/aux0: 0.2346, top5_acc/aux0: 0.5133, loss_cls/aux0: 3.3650, loss/aux0: 3.3650 2020-10-18 10:48:01,534 - mmaction - INFO - Epoch [6][200/396] lr: 2.997e-01, eta: 2 days, 1:41:46, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.1885, top5_acc: 0.4411, loss_cls: 3.5729, loss: 3.5729, grad_norm: 0.9498, top1_acc/aux0: 0.2419, top5_acc/aux0: 0.5229, loss_cls/aux0: 3.3124, loss/aux0: 3.3124 2020-10-18 10:48:02,512 - mmaction - INFO - Epoch [6][200/396] lr: 2.997e-01, eta: 2 days, 1:56:05, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.1885, top5_acc: 0.4411, loss_cls: 3.5729, loss: 3.5729, grad_norm: 0.9479, top1_acc/aux0: 0.2435, top5_acc/aux0: 0.5258, loss_cls/aux0: 3.3064, loss/aux0: 3.3064 2020-10-18 10:48:39,157 - mmaction - INFO - Epoch [6][220/396] lr: 2.997e-01, eta: 2 days, 1:42:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.1911, top5_acc: 0.4385, loss_cls: 3.6168, loss: 3.6168, grad_norm: 0.9412, top1_acc/aux0: 0.2471, top5_acc/aux0: 0.5161, loss_cls/aux0: 3.3592, loss/aux0: 3.3592 2020-10-18 10:48:40,156 - mmaction - INFO - Epoch [6][220/396] lr: 2.997e-01, eta: 2 days, 1:56:33, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.1911, top5_acc: 0.4385, loss_cls: 3.6168, loss: 3.6168, grad_norm: 0.9412, top1_acc/aux0: 0.2492, top5_acc/aux0: 0.5154, loss_cls/aux0: 3.3546, loss/aux0: 3.3546 2020-10-18 10:49:16,836 - mmaction - INFO - Epoch [6][240/396] lr: 2.997e-01, eta: 2 days, 1:42:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.1883, top5_acc: 0.4401, loss_cls: 3.6113, loss: 3.6113, grad_norm: 0.9455, top1_acc/aux0: 0.2464, top5_acc/aux0: 0.5044, loss_cls/aux0: 3.3739, loss/aux0: 3.3739 2020-10-18 10:49:17,824 - mmaction - INFO - Epoch [6][240/396] lr: 2.997e-01, eta: 2 days, 1:56:57, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.1883, top5_acc: 0.4401, loss_cls: 3.6113, loss: 3.6113, grad_norm: 0.9438, top1_acc/aux0: 0.2497, top5_acc/aux0: 0.5065, loss_cls/aux0: 3.3664, loss/aux0: 3.3664 2020-10-18 10:49:54,440 - mmaction - INFO - Epoch [6][260/396] lr: 2.997e-01, eta: 2 days, 1:43:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2013, top5_acc: 0.4424, loss_cls: 3.5939, loss: 3.5939, grad_norm: 0.9938, top1_acc/aux0: 0.2435, top5_acc/aux0: 0.5201, loss_cls/aux0: 3.3219, loss/aux0: 3.3219 2020-10-18 10:49:55,388 - mmaction - INFO - Epoch [6][260/396] lr: 2.997e-01, eta: 2 days, 1:57:09, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.2013, top5_acc: 0.4424, loss_cls: 3.5939, loss: 3.5939, grad_norm: 0.9919, top1_acc/aux0: 0.2383, top5_acc/aux0: 0.5167, loss_cls/aux0: 3.3209, loss/aux0: 3.3209 2020-10-18 10:50:31,958 - mmaction - INFO - Epoch [6][280/396] lr: 2.997e-01, eta: 2 days, 1:43:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.1919, top5_acc: 0.4510, loss_cls: 3.5638, loss: 3.5638, grad_norm: 0.9608, top1_acc/aux0: 0.2523, top5_acc/aux0: 0.5104, loss_cls/aux0: 3.3062, loss/aux0: 3.3062 2020-10-18 10:50:32,928 - mmaction - INFO - Epoch [6][280/396] lr: 2.997e-01, eta: 2 days, 1:57:22, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.1919, top5_acc: 0.4510, loss_cls: 3.5638, loss: 3.5638, grad_norm: 0.9644, top1_acc/aux0: 0.2523, top5_acc/aux0: 0.5112, loss_cls/aux0: 3.3145, loss/aux0: 3.3145 2020-10-18 10:51:09,456 - mmaction - INFO - Epoch [6][300/396] lr: 2.997e-01, eta: 2 days, 1:44:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.1898, top5_acc: 0.4320, loss_cls: 3.6190, loss: 3.6190, grad_norm: 0.9550, top1_acc/aux0: 0.2453, top5_acc/aux0: 0.5216, loss_cls/aux0: 3.2957, loss/aux0: 3.2957 2020-10-18 10:51:10,449 - mmaction - INFO - Epoch [6][300/396] lr: 2.997e-01, eta: 2 days, 1:57:39, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.1898, top5_acc: 0.4320, loss_cls: 3.6190, loss: 3.6190, grad_norm: 0.9555, top1_acc/aux0: 0.2427, top5_acc/aux0: 0.5169, loss_cls/aux0: 3.3091, loss/aux0: 3.3091 2020-10-18 10:51:47,077 - mmaction - INFO - Epoch [6][320/396] lr: 2.997e-01, eta: 2 days, 1:44:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2094, top5_acc: 0.4596, loss_cls: 3.5519, loss: 3.5519, grad_norm: 0.9603, top1_acc/aux0: 0.2484, top5_acc/aux0: 0.5109, loss_cls/aux0: 3.3469, loss/aux0: 3.3469 2020-10-18 10:51:48,022 - mmaction - INFO - Epoch [6][320/396] lr: 2.997e-01, eta: 2 days, 1:58:03, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.2094, top5_acc: 0.4596, loss_cls: 3.5519, loss: 3.5519, grad_norm: 0.9640, top1_acc/aux0: 0.2516, top5_acc/aux0: 0.5143, loss_cls/aux0: 3.3336, loss/aux0: 3.3336 2020-10-18 10:52:24,588 - mmaction - INFO - Epoch [6][340/396] lr: 2.997e-01, eta: 2 days, 1:44:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.1938, top5_acc: 0.4510, loss_cls: 3.5625, loss: 3.5625, grad_norm: 0.9611, top1_acc/aux0: 0.2516, top5_acc/aux0: 0.5203, loss_cls/aux0: 3.2828, loss/aux0: 3.2828 2020-10-18 10:52:25,570 - mmaction - INFO - Epoch [6][340/396] lr: 2.997e-01, eta: 2 days, 1:58:20, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.1938, top5_acc: 0.4510, loss_cls: 3.5625, loss: 3.5625, grad_norm: 0.9585, top1_acc/aux0: 0.2513, top5_acc/aux0: 0.5190, loss_cls/aux0: 3.2821, loss/aux0: 3.2821 2020-10-18 10:53:02,319 - mmaction - INFO - Epoch [6][360/396] lr: 2.997e-01, eta: 2 days, 1:45:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2023, top5_acc: 0.4552, loss_cls: 3.5265, loss: 3.5265, grad_norm: 0.9491, top1_acc/aux0: 0.2570, top5_acc/aux0: 0.5151, loss_cls/aux0: 3.2766, loss/aux0: 3.2766 2020-10-18 10:53:03,270 - mmaction - INFO - Epoch [6][360/396] lr: 2.997e-01, eta: 2 days, 1:58:39, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.2023, top5_acc: 0.4552, loss_cls: 3.5265, loss: 3.5265, grad_norm: 0.9527, top1_acc/aux0: 0.2563, top5_acc/aux0: 0.5159, loss_cls/aux0: 3.2865, loss/aux0: 3.2865 2020-10-18 10:53:39,824 - mmaction - INFO - Epoch [6][380/396] lr: 2.997e-01, eta: 2 days, 1:45:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.1922, top5_acc: 0.4339, loss_cls: 3.5959, loss: 3.5959, grad_norm: 0.9723, top1_acc/aux0: 0.2664, top5_acc/aux0: 0.5206, loss_cls/aux0: 3.2833, loss/aux0: 3.2833 2020-10-18 10:53:40,818 - mmaction - INFO - Epoch [6][380/396] lr: 2.997e-01, eta: 2 days, 1:58:49, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.1922, top5_acc: 0.4339, loss_cls: 3.5959, loss: 3.5959, grad_norm: 0.9728, top1_acc/aux0: 0.2656, top5_acc/aux0: 0.5198, loss_cls/aux0: 3.2848, loss/aux0: 3.2848 2020-10-18 10:58:27,904 - mmaction - INFO - Epoch [7][20/396] lr: 2.996e-01, eta: 2 days, 1:25:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2154, top5_acc: 0.4680, loss_cls: 3.4926, loss: 3.4926, grad_norm: 0.9947, top1_acc/aux0: 0.2407, top5_acc/aux0: 0.5143, loss_cls/aux0: 3.3155, loss/aux0: 3.3155 2020-10-18 10:58:28,871 - mmaction - INFO - Epoch [7][20/396] lr: 2.996e-01, eta: 2 days, 1:38:21, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2154, top5_acc: 0.4680, loss_cls: 3.4926, loss: 3.4926, grad_norm: 0.9894, top1_acc/aux0: 0.2417, top5_acc/aux0: 0.5148, loss_cls/aux0: 3.3145, loss/aux0: 3.3145 2020-10-18 10:59:05,406 - mmaction - INFO - Epoch [7][40/396] lr: 2.996e-01, eta: 2 days, 1:25:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2076, top5_acc: 0.4539, loss_cls: 3.5324, loss: 3.5324, grad_norm: 0.9719, top1_acc/aux0: 0.2583, top5_acc/aux0: 0.5221, loss_cls/aux0: 3.2912, loss/aux0: 3.2912 2020-10-18 10:59:06,401 - mmaction - INFO - Epoch [7][40/396] lr: 2.996e-01, eta: 2 days, 1:38:43, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2076, top5_acc: 0.4539, loss_cls: 3.5324, loss: 3.5324, grad_norm: 0.9731, top1_acc/aux0: 0.2560, top5_acc/aux0: 0.5180, loss_cls/aux0: 3.3032, loss/aux0: 3.3032 2020-10-18 10:59:42,964 - mmaction - INFO - Epoch [7][60/396] lr: 2.996e-01, eta: 2 days, 1:26:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2128, top5_acc: 0.4656, loss_cls: 3.5124, loss: 3.5124, grad_norm: 0.9908, top1_acc/aux0: 0.2474, top5_acc/aux0: 0.5185, loss_cls/aux0: 3.3046, loss/aux0: 3.3046 2020-10-18 10:59:43,930 - mmaction - INFO - Epoch [7][60/396] lr: 2.996e-01, eta: 2 days, 1:39:03, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.2128, top5_acc: 0.4656, loss_cls: 3.5124, loss: 3.5124, grad_norm: 0.9854, top1_acc/aux0: 0.2484, top5_acc/aux0: 0.5208, loss_cls/aux0: 3.2924, loss/aux0: 3.2924 2020-10-18 11:00:20,545 - mmaction - INFO - Epoch [7][80/396] lr: 2.996e-01, eta: 2 days, 1:26:52, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2021, top5_acc: 0.4576, loss_cls: 3.5386, loss: 3.5386, grad_norm: 0.9880, top1_acc/aux0: 0.2544, top5_acc/aux0: 0.5253, loss_cls/aux0: 3.2845, loss/aux0: 3.2845 2020-10-18 11:00:21,504 - mmaction - INFO - Epoch [7][80/396] lr: 2.996e-01, eta: 2 days, 1:39:32, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.2021, top5_acc: 0.4576, loss_cls: 3.5386, loss: 3.5386, grad_norm: 0.9884, top1_acc/aux0: 0.2549, top5_acc/aux0: 0.5268, loss_cls/aux0: 3.2769, loss/aux0: 3.2769 2020-10-18 11:00:57,923 - mmaction - INFO - Epoch [7][100/396] lr: 2.996e-01, eta: 2 days, 1:27:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2029, top5_acc: 0.4513, loss_cls: 3.5380, loss: 3.5380, grad_norm: 0.9701, top1_acc/aux0: 0.2612, top5_acc/aux0: 0.5370, loss_cls/aux0: 3.2097, loss/aux0: 3.2097 2020-10-18 11:00:58,879 - mmaction - INFO - Epoch [7][100/396] lr: 2.996e-01, eta: 2 days, 1:39:46, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.2029, top5_acc: 0.4513, loss_cls: 3.5380, loss: 3.5380, grad_norm: 0.9728, top1_acc/aux0: 0.2628, top5_acc/aux0: 0.5404, loss_cls/aux0: 3.2046, loss/aux0: 3.2046 2020-10-18 11:01:35,510 - mmaction - INFO - Epoch [7][120/396] lr: 2.996e-01, eta: 2 days, 1:27:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2099, top5_acc: 0.4557, loss_cls: 3.5192, loss: 3.5192, grad_norm: 0.9843, top1_acc/aux0: 0.2594, top5_acc/aux0: 0.5310, loss_cls/aux0: 3.2468, loss/aux0: 3.2468 2020-10-18 11:01:36,472 - mmaction - INFO - Epoch [7][120/396] lr: 2.996e-01, eta: 2 days, 1:40:07, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2099, top5_acc: 0.4557, loss_cls: 3.5192, loss: 3.5192, grad_norm: 0.9908, top1_acc/aux0: 0.2578, top5_acc/aux0: 0.5279, loss_cls/aux0: 3.2584, loss/aux0: 3.2584 2020-10-18 11:02:13,094 - mmaction - INFO - Epoch [7][140/396] lr: 2.996e-01, eta: 2 days, 1:28:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2135, top5_acc: 0.4604, loss_cls: 3.4887, loss: 3.4887, grad_norm: 0.9760, top1_acc/aux0: 0.2604, top5_acc/aux0: 0.5221, loss_cls/aux0: 3.2987, loss/aux0: 3.2987 2020-10-18 11:02:14,017 - mmaction - INFO - Epoch [7][140/396] lr: 2.996e-01, eta: 2 days, 1:40:20, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.2135, top5_acc: 0.4604, loss_cls: 3.4887, loss: 3.4887, grad_norm: 0.9742, top1_acc/aux0: 0.2617, top5_acc/aux0: 0.5237, loss_cls/aux0: 3.2889, loss/aux0: 3.2889 2020-10-18 11:02:50,516 - mmaction - INFO - Epoch [7][160/396] lr: 2.996e-01, eta: 2 days, 1:28:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2115, top5_acc: 0.4820, loss_cls: 3.4431, loss: 3.4431, grad_norm: 0.9834, top1_acc/aux0: 0.2602, top5_acc/aux0: 0.5310, loss_cls/aux0: 3.2516, loss/aux0: 3.2516 2020-10-18 11:02:51,460 - mmaction - INFO - Epoch [7][160/396] lr: 2.996e-01, eta: 2 days, 1:40:34, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.2115, top5_acc: 0.4820, loss_cls: 3.4431, loss: 3.4431, grad_norm: 0.9849, top1_acc/aux0: 0.2609, top5_acc/aux0: 0.5302, loss_cls/aux0: 3.2529, loss/aux0: 3.2529 2020-10-18 11:03:28,059 - mmaction - INFO - Epoch [7][180/396] lr: 2.996e-01, eta: 2 days, 1:28:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2068, top5_acc: 0.4635, loss_cls: 3.4893, loss: 3.4893, grad_norm: 1.0012, top1_acc/aux0: 0.2594, top5_acc/aux0: 0.5240, loss_cls/aux0: 3.2414, loss/aux0: 3.2414 2020-10-18 11:03:29,040 - mmaction - INFO - Epoch [7][180/396] lr: 2.996e-01, eta: 2 days, 1:40:47, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.2068, top5_acc: 0.4635, loss_cls: 3.4893, loss: 3.4893, grad_norm: 1.0040, top1_acc/aux0: 0.2573, top5_acc/aux0: 0.5208, loss_cls/aux0: 3.2565, loss/aux0: 3.2565 2020-10-18 11:04:05,620 - mmaction - INFO - Epoch [7][200/396] lr: 2.996e-01, eta: 2 days, 1:29:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2326, top5_acc: 0.4841, loss_cls: 3.4225, loss: 3.4225, grad_norm: 1.0082, top1_acc/aux0: 0.2622, top5_acc/aux0: 0.5383, loss_cls/aux0: 3.2209, loss/aux0: 3.2209 2020-10-18 11:04:06,589 - mmaction - INFO - Epoch [7][200/396] lr: 2.996e-01, eta: 2 days, 1:41:00, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.2326, top5_acc: 0.4841, loss_cls: 3.4225, loss: 3.4225, grad_norm: 1.0133, top1_acc/aux0: 0.2604, top5_acc/aux0: 0.5388, loss_cls/aux0: 3.2248, loss/aux0: 3.2248 2020-10-18 11:04:43,213 - mmaction - INFO - Epoch [7][220/396] lr: 2.996e-01, eta: 2 days, 1:29:21, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2018, top5_acc: 0.4500, loss_cls: 3.5403, loss: 3.5403, grad_norm: 0.9938, top1_acc/aux0: 0.2609, top5_acc/aux0: 0.5292, loss_cls/aux0: 3.2613, loss/aux0: 3.2613 2020-10-18 11:04:44,172 - mmaction - INFO - Epoch [7][220/396] lr: 2.996e-01, eta: 2 days, 1:41:17, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2018, top5_acc: 0.4500, loss_cls: 3.5403, loss: 3.5403, grad_norm: 0.9879, top1_acc/aux0: 0.2643, top5_acc/aux0: 0.5328, loss_cls/aux0: 3.2417, loss/aux0: 3.2417 2020-10-18 11:05:20,768 - mmaction - INFO - Epoch [7][240/396] lr: 2.996e-01, eta: 2 days, 1:29:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2201, top5_acc: 0.4750, loss_cls: 3.4610, loss: 3.4610, grad_norm: 0.9931, top1_acc/aux0: 0.2526, top5_acc/aux0: 0.5266, loss_cls/aux0: 3.2664, loss/aux0: 3.2664 2020-10-18 11:05:21,751 - mmaction - INFO - Epoch [7][240/396] lr: 2.996e-01, eta: 2 days, 1:41:28, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.2201, top5_acc: 0.4750, loss_cls: 3.4610, loss: 3.4610, grad_norm: 0.9898, top1_acc/aux0: 0.2536, top5_acc/aux0: 0.5268, loss_cls/aux0: 3.2634, loss/aux0: 3.2634 2020-10-18 11:05:58,435 - mmaction - INFO - Epoch [7][260/396] lr: 2.996e-01, eta: 2 days, 1:30:01, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2133, top5_acc: 0.4622, loss_cls: 3.4669, loss: 3.4669, grad_norm: 0.9893, top1_acc/aux0: 0.2570, top5_acc/aux0: 0.5362, loss_cls/aux0: 3.2190, loss/aux0: 3.2190 2020-10-18 11:05:59,402 - mmaction - INFO - Epoch [7][260/396] lr: 2.996e-01, eta: 2 days, 1:41:48, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.2133, top5_acc: 0.4622, loss_cls: 3.4669, loss: 3.4669, grad_norm: 0.9891, top1_acc/aux0: 0.2521, top5_acc/aux0: 0.5336, loss_cls/aux0: 3.2344, loss/aux0: 3.2344 2020-10-18 11:06:35,986 - mmaction - INFO - Epoch [7][280/396] lr: 2.996e-01, eta: 2 days, 1:30:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2078, top5_acc: 0.4521, loss_cls: 3.5283, loss: 3.5283, grad_norm: 0.9827, top1_acc/aux0: 0.2516, top5_acc/aux0: 0.5292, loss_cls/aux0: 3.2540, loss/aux0: 3.2540 2020-10-18 11:06:36,940 - mmaction - INFO - Epoch [7][280/396] lr: 2.996e-01, eta: 2 days, 1:41:59, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.2078, top5_acc: 0.4521, loss_cls: 3.5283, loss: 3.5283, grad_norm: 0.9778, top1_acc/aux0: 0.2536, top5_acc/aux0: 0.5271, loss_cls/aux0: 3.2570, loss/aux0: 3.2570 2020-10-18 11:07:13,642 - mmaction - INFO - Epoch [7][300/396] lr: 2.996e-01, eta: 2 days, 1:30:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2099, top5_acc: 0.4750, loss_cls: 3.4713, loss: 3.4713, grad_norm: 1.0095, top1_acc/aux0: 0.2669, top5_acc/aux0: 0.5352, loss_cls/aux0: 3.1817, loss/aux0: 3.1817 2020-10-18 11:07:14,605 - mmaction - INFO - Epoch [7][300/396] lr: 2.996e-01, eta: 2 days, 1:42:11, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.2099, top5_acc: 0.4750, loss_cls: 3.4713, loss: 3.4713, grad_norm: 1.0078, top1_acc/aux0: 0.2682, top5_acc/aux0: 0.5398, loss_cls/aux0: 3.1697, loss/aux0: 3.1697 2020-10-18 11:07:51,305 - mmaction - INFO - Epoch [7][320/396] lr: 2.996e-01, eta: 2 days, 1:30:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2182, top5_acc: 0.4732, loss_cls: 3.4582, loss: 3.4582, grad_norm: 0.9898, top1_acc/aux0: 0.2732, top5_acc/aux0: 0.5484, loss_cls/aux0: 3.1839, loss/aux0: 3.1839 2020-10-18 11:07:52,264 - mmaction - INFO - Epoch [7][320/396] lr: 2.996e-01, eta: 2 days, 1:42:23, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.2182, top5_acc: 0.4732, loss_cls: 3.4582, loss: 3.4582, grad_norm: 0.9861, top1_acc/aux0: 0.2719, top5_acc/aux0: 0.5469, loss_cls/aux0: 3.1931, loss/aux0: 3.1931 2020-10-18 11:08:28,903 - mmaction - INFO - Epoch [7][340/396] lr: 2.996e-01, eta: 2 days, 1:31:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2081, top5_acc: 0.4719, loss_cls: 3.4871, loss: 3.4871, grad_norm: 0.9944, top1_acc/aux0: 0.2708, top5_acc/aux0: 0.5406, loss_cls/aux0: 3.1686, loss/aux0: 3.1686 2020-10-18 11:08:29,832 - mmaction - INFO - Epoch [7][340/396] lr: 2.996e-01, eta: 2 days, 1:42:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.2081, top5_acc: 0.4719, loss_cls: 3.4871, loss: 3.4871, grad_norm: 1.0013, top1_acc/aux0: 0.2687, top5_acc/aux0: 0.5375, loss_cls/aux0: 3.1737, loss/aux0: 3.1737 2020-10-18 11:09:06,552 - mmaction - INFO - Epoch [7][360/396] lr: 2.996e-01, eta: 2 days, 1:31:24, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2169, top5_acc: 0.4677, loss_cls: 3.4658, loss: 3.4658, grad_norm: 1.0089, top1_acc/aux0: 0.2724, top5_acc/aux0: 0.5448, loss_cls/aux0: 3.1988, loss/aux0: 3.1988 2020-10-18 11:09:07,509 - mmaction - INFO - Epoch [7][360/396] lr: 2.996e-01, eta: 2 days, 1:42:44, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.2169, top5_acc: 0.4677, loss_cls: 3.4658, loss: 3.4658, grad_norm: 1.0141, top1_acc/aux0: 0.2742, top5_acc/aux0: 0.5497, loss_cls/aux0: 3.1870, loss/aux0: 3.1870 2020-10-18 11:09:44,047 - mmaction - INFO - Epoch [7][380/396] lr: 2.996e-01, eta: 2 days, 1:31:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2120, top5_acc: 0.4745, loss_cls: 3.4321, loss: 3.4321, grad_norm: 1.0032, top1_acc/aux0: 0.2828, top5_acc/aux0: 0.5542, loss_cls/aux0: 3.1265, loss/aux0: 3.1265 2020-10-18 11:09:45,043 - mmaction - INFO - Epoch [7][380/396] lr: 2.996e-01, eta: 2 days, 1:42:54, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2120, top5_acc: 0.4745, loss_cls: 3.4321, loss: 3.4321, grad_norm: 1.0059, top1_acc/aux0: 0.2859, top5_acc/aux0: 0.5552, loss_cls/aux0: 3.1206, loss/aux0: 3.1206 2020-10-18 11:14:13,816 - mmaction - INFO - Epoch [8][20/396] lr: 2.994e-01, eta: 2 days, 1:14:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.2250, top5_acc: 0.4831, loss_cls: 3.4355, loss: 3.4355, grad_norm: 1.0192, top1_acc/aux0: 0.2695, top5_acc/aux0: 0.5480, loss_cls/aux0: 3.1684, loss/aux0: 3.1684 2020-10-18 11:14:14,747 - mmaction - INFO - Epoch [8][20/396] lr: 2.994e-01, eta: 2 days, 1:25:15, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.2250, top5_acc: 0.4831, loss_cls: 3.4355, loss: 3.4355, grad_norm: 1.0284, top1_acc/aux0: 0.2667, top5_acc/aux0: 0.5461, loss_cls/aux0: 3.1741, loss/aux0: 3.1741 2020-10-18 11:14:51,372 - mmaction - INFO - Epoch [8][40/396] lr: 2.994e-01, eta: 2 days, 1:14:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2164, top5_acc: 0.4693, loss_cls: 3.4933, loss: 3.4933, grad_norm: 0.9934, top1_acc/aux0: 0.2539, top5_acc/aux0: 0.5419, loss_cls/aux0: 3.2236, loss/aux0: 3.2236 2020-10-18 11:14:52,324 - mmaction - INFO - Epoch [8][40/396] lr: 2.994e-01, eta: 2 days, 1:25:32, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2164, top5_acc: 0.4693, loss_cls: 3.4933, loss: 3.4933, grad_norm: 0.9924, top1_acc/aux0: 0.2602, top5_acc/aux0: 0.5479, loss_cls/aux0: 3.1996, loss/aux0: 3.1996 2020-10-18 11:15:28,920 - mmaction - INFO - Epoch [8][60/396] lr: 2.994e-01, eta: 2 days, 1:14:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2227, top5_acc: 0.4828, loss_cls: 3.4135, loss: 3.4135, grad_norm: 1.0140, top1_acc/aux0: 0.2682, top5_acc/aux0: 0.5576, loss_cls/aux0: 3.1438, loss/aux0: 3.1438 2020-10-18 11:15:29,853 - mmaction - INFO - Epoch [8][60/396] lr: 2.994e-01, eta: 2 days, 1:25:54, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.2227, top5_acc: 0.4828, loss_cls: 3.4135, loss: 3.4135, grad_norm: 1.0170, top1_acc/aux0: 0.2656, top5_acc/aux0: 0.5536, loss_cls/aux0: 3.1618, loss/aux0: 3.1618 2020-10-18 11:16:06,442 - mmaction - INFO - Epoch [8][80/396] lr: 2.994e-01, eta: 2 days, 1:15:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2172, top5_acc: 0.4677, loss_cls: 3.4582, loss: 3.4582, grad_norm: 1.0120, top1_acc/aux0: 0.2648, top5_acc/aux0: 0.5424, loss_cls/aux0: 3.1969, loss/aux0: 3.1969 2020-10-18 11:16:07,417 - mmaction - INFO - Epoch [8][80/396] lr: 2.994e-01, eta: 2 days, 1:26:11, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2172, top5_acc: 0.4677, loss_cls: 3.4582, loss: 3.4582, grad_norm: 1.0130, top1_acc/aux0: 0.2667, top5_acc/aux0: 0.5414, loss_cls/aux0: 3.1944, loss/aux0: 3.1944 2020-10-18 11:16:43,929 - mmaction - INFO - Epoch [8][100/396] lr: 2.994e-01, eta: 2 days, 1:15:36, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2156, top5_acc: 0.4846, loss_cls: 3.4247, loss: 3.4247, grad_norm: 1.0277, top1_acc/aux0: 0.2768, top5_acc/aux0: 0.5544, loss_cls/aux0: 3.1711, loss/aux0: 3.1711 2020-10-18 11:16:44,869 - mmaction - INFO - Epoch [8][100/396] lr: 2.994e-01, eta: 2 days, 1:26:16, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.2156, top5_acc: 0.4846, loss_cls: 3.4247, loss: 3.4247, grad_norm: 1.0297, top1_acc/aux0: 0.2737, top5_acc/aux0: 0.5560, loss_cls/aux0: 3.1667, loss/aux0: 3.1667 2020-10-18 11:17:21,696 - mmaction - INFO - Epoch [8][120/396] lr: 2.994e-01, eta: 2 days, 1:15:55, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.2302, top5_acc: 0.4935, loss_cls: 3.3675, loss: 3.3675, grad_norm: 1.0147, top1_acc/aux0: 0.2823, top5_acc/aux0: 0.5602, loss_cls/aux0: 3.1010, loss/aux0: 3.1010 2020-10-18 11:17:22,645 - mmaction - INFO - Epoch [8][120/396] lr: 2.994e-01, eta: 2 days, 1:26:42, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.2302, top5_acc: 0.4935, loss_cls: 3.3675, loss: 3.3675, grad_norm: 1.0174, top1_acc/aux0: 0.2826, top5_acc/aux0: 0.5591, loss_cls/aux0: 3.1059, loss/aux0: 3.1059 2020-10-18 11:17:59,203 - mmaction - INFO - Epoch [8][140/396] lr: 2.994e-01, eta: 2 days, 1:16:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2247, top5_acc: 0.4719, loss_cls: 3.4632, loss: 3.4632, grad_norm: 1.0211, top1_acc/aux0: 0.2667, top5_acc/aux0: 0.5508, loss_cls/aux0: 3.1523, loss/aux0: 3.1523 2020-10-18 11:18:00,206 - mmaction - INFO - Epoch [8][140/396] lr: 2.994e-01, eta: 2 days, 1:26:53, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.2247, top5_acc: 0.4719, loss_cls: 3.4632, loss: 3.4632, grad_norm: 1.0208, top1_acc/aux0: 0.2677, top5_acc/aux0: 0.5503, loss_cls/aux0: 3.1612, loss/aux0: 3.1612 2020-10-18 11:18:36,895 - mmaction - INFO - Epoch [8][160/396] lr: 2.994e-01, eta: 2 days, 1:16:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2232, top5_acc: 0.4867, loss_cls: 3.4003, loss: 3.4003, grad_norm: 1.0009, top1_acc/aux0: 0.2716, top5_acc/aux0: 0.5456, loss_cls/aux0: 3.1944, loss/aux0: 3.1944 2020-10-18 11:18:37,870 - mmaction - INFO - Epoch [8][160/396] lr: 2.994e-01, eta: 2 days, 1:27:03, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.2232, top5_acc: 0.4867, loss_cls: 3.4003, loss: 3.4003, grad_norm: 1.0043, top1_acc/aux0: 0.2703, top5_acc/aux0: 0.5466, loss_cls/aux0: 3.1971, loss/aux0: 3.1971 2020-10-18 11:19:14,663 - mmaction - INFO - Epoch [8][180/396] lr: 2.994e-01, eta: 2 days, 1:16:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2224, top5_acc: 0.4872, loss_cls: 3.3811, loss: 3.3811, grad_norm: 1.0509, top1_acc/aux0: 0.2745, top5_acc/aux0: 0.5487, loss_cls/aux0: 3.1788, loss/aux0: 3.1788 2020-10-18 11:19:15,652 - mmaction - INFO - Epoch [8][180/396] lr: 2.994e-01, eta: 2 days, 1:27:17, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.2224, top5_acc: 0.4872, loss_cls: 3.3811, loss: 3.3811, grad_norm: 1.0430, top1_acc/aux0: 0.2776, top5_acc/aux0: 0.5503, loss_cls/aux0: 3.1641, loss/aux0: 3.1641 2020-10-18 11:19:52,288 - mmaction - INFO - Epoch [8][200/396] lr: 2.994e-01, eta: 2 days, 1:17:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2201, top5_acc: 0.4698, loss_cls: 3.4670, loss: 3.4670, grad_norm: 1.0118, top1_acc/aux0: 0.2794, top5_acc/aux0: 0.5477, loss_cls/aux0: 3.1491, loss/aux0: 3.1491 2020-10-18 11:19:53,251 - mmaction - INFO - Epoch [8][200/396] lr: 2.994e-01, eta: 2 days, 1:27:25, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.2201, top5_acc: 0.4698, loss_cls: 3.4670, loss: 3.4670, grad_norm: 1.0116, top1_acc/aux0: 0.2742, top5_acc/aux0: 0.5443, loss_cls/aux0: 3.1610, loss/aux0: 3.1610 2020-10-18 11:20:29,869 - mmaction - INFO - Epoch [8][220/396] lr: 2.994e-01, eta: 2 days, 1:17:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2224, top5_acc: 0.4766, loss_cls: 3.4133, loss: 3.4133, grad_norm: 1.0320, top1_acc/aux0: 0.2758, top5_acc/aux0: 0.5510, loss_cls/aux0: 3.1280, loss/aux0: 3.1280 2020-10-18 11:20:30,831 - mmaction - INFO - Epoch [8][220/396] lr: 2.994e-01, eta: 2 days, 1:27:35, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2224, top5_acc: 0.4766, loss_cls: 3.4133, loss: 3.4133, grad_norm: 1.0323, top1_acc/aux0: 0.2794, top5_acc/aux0: 0.5547, loss_cls/aux0: 3.1157, loss/aux0: 3.1157 2020-10-18 11:21:07,467 - mmaction - INFO - Epoch [8][240/396] lr: 2.994e-01, eta: 2 days, 1:17:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2263, top5_acc: 0.4885, loss_cls: 3.3875, loss: 3.3875, grad_norm: 1.0293, top1_acc/aux0: 0.2896, top5_acc/aux0: 0.5628, loss_cls/aux0: 3.0765, loss/aux0: 3.0765 2020-10-18 11:21:08,424 - mmaction - INFO - Epoch [8][240/396] lr: 2.994e-01, eta: 2 days, 1:27:48, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.2263, top5_acc: 0.4885, loss_cls: 3.3875, loss: 3.3875, grad_norm: 1.0198, top1_acc/aux0: 0.2911, top5_acc/aux0: 0.5625, loss_cls/aux0: 3.0701, loss/aux0: 3.0701 2020-10-18 11:21:44,926 - mmaction - INFO - Epoch [8][260/396] lr: 2.994e-01, eta: 2 days, 1:17:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2359, top5_acc: 0.4930, loss_cls: 3.3679, loss: 3.3679, grad_norm: 1.0162, top1_acc/aux0: 0.2828, top5_acc/aux0: 0.5664, loss_cls/aux0: 3.1211, loss/aux0: 3.1211 2020-10-18 11:21:45,869 - mmaction - INFO - Epoch [8][260/396] lr: 2.994e-01, eta: 2 days, 1:27:56, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2359, top5_acc: 0.4930, loss_cls: 3.3679, loss: 3.3679, grad_norm: 1.0152, top1_acc/aux0: 0.2807, top5_acc/aux0: 0.5667, loss_cls/aux0: 3.1294, loss/aux0: 3.1294 2020-10-18 11:22:22,615 - mmaction - INFO - Epoch [8][280/396] lr: 2.994e-01, eta: 2 days, 1:18:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2359, top5_acc: 0.4885, loss_cls: 3.3888, loss: 3.3888, grad_norm: 1.0447, top1_acc/aux0: 0.2862, top5_acc/aux0: 0.5703, loss_cls/aux0: 3.0695, loss/aux0: 3.0695 2020-10-18 11:22:23,584 - mmaction - INFO - Epoch [8][280/396] lr: 2.994e-01, eta: 2 days, 1:28:08, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.2359, top5_acc: 0.4885, loss_cls: 3.3888, loss: 3.3888, grad_norm: 1.0429, top1_acc/aux0: 0.2885, top5_acc/aux0: 0.5693, loss_cls/aux0: 3.0620, loss/aux0: 3.0620 2020-10-18 11:23:00,150 - mmaction - INFO - Epoch [8][300/396] lr: 2.994e-01, eta: 2 days, 1:18:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2221, top5_acc: 0.4732, loss_cls: 3.4320, loss: 3.4320, grad_norm: 1.0169, top1_acc/aux0: 0.2893, top5_acc/aux0: 0.5589, loss_cls/aux0: 3.0788, loss/aux0: 3.0788 2020-10-18 11:23:01,095 - mmaction - INFO - Epoch [8][300/396] lr: 2.994e-01, eta: 2 days, 1:28:14, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.2221, top5_acc: 0.4732, loss_cls: 3.4320, loss: 3.4320, grad_norm: 1.0167, top1_acc/aux0: 0.2872, top5_acc/aux0: 0.5607, loss_cls/aux0: 3.0858, loss/aux0: 3.0858 2020-10-18 11:23:37,737 - mmaction - INFO - Epoch [8][320/396] lr: 2.994e-01, eta: 2 days, 1:18:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2383, top5_acc: 0.4901, loss_cls: 3.3879, loss: 3.3879, grad_norm: 1.0262, top1_acc/aux0: 0.2839, top5_acc/aux0: 0.5638, loss_cls/aux0: 3.1112, loss/aux0: 3.1112 2020-10-18 11:23:38,664 - mmaction - INFO - Epoch [8][320/396] lr: 2.994e-01, eta: 2 days, 1:28:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.2383, top5_acc: 0.4901, loss_cls: 3.3879, loss: 3.3879, grad_norm: 1.0287, top1_acc/aux0: 0.2865, top5_acc/aux0: 0.5609, loss_cls/aux0: 3.1115, loss/aux0: 3.1115 2020-10-18 11:24:15,415 - mmaction - INFO - Epoch [8][340/396] lr: 2.994e-01, eta: 2 days, 1:18:32, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2359, top5_acc: 0.4914, loss_cls: 3.3843, loss: 3.3843, grad_norm: 1.0144, top1_acc/aux0: 0.2862, top5_acc/aux0: 0.5495, loss_cls/aux0: 3.1250, loss/aux0: 3.1250 2020-10-18 11:24:16,370 - mmaction - INFO - Epoch [8][340/396] lr: 2.994e-01, eta: 2 days, 1:28:29, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.2359, top5_acc: 0.4914, loss_cls: 3.3843, loss: 3.3843, grad_norm: 1.0145, top1_acc/aux0: 0.2846, top5_acc/aux0: 0.5484, loss_cls/aux0: 3.1308, loss/aux0: 3.1308 2020-10-18 11:24:53,050 - mmaction - INFO - Epoch [8][360/396] lr: 2.994e-01, eta: 2 days, 1:18:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2276, top5_acc: 0.4992, loss_cls: 3.3569, loss: 3.3569, grad_norm: 1.0181, top1_acc/aux0: 0.2820, top5_acc/aux0: 0.5378, loss_cls/aux0: 3.1801, loss/aux0: 3.1801 2020-10-18 11:24:53,999 - mmaction - INFO - Epoch [8][360/396] lr: 2.994e-01, eta: 2 days, 1:28:36, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2276, top5_acc: 0.4992, loss_cls: 3.3569, loss: 3.3569, grad_norm: 1.0168, top1_acc/aux0: 0.2828, top5_acc/aux0: 0.5380, loss_cls/aux0: 3.1767, loss/aux0: 3.1767 2020-10-18 11:25:30,671 - mmaction - INFO - Epoch [8][380/396] lr: 2.994e-01, eta: 2 days, 1:18:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2260, top5_acc: 0.4802, loss_cls: 3.4103, loss: 3.4103, grad_norm: 1.0212, top1_acc/aux0: 0.2893, top5_acc/aux0: 0.5544, loss_cls/aux0: 3.1156, loss/aux0: 3.1156 2020-10-18 11:25:31,640 - mmaction - INFO - Epoch [8][380/396] lr: 2.994e-01, eta: 2 days, 1:28:45, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.2260, top5_acc: 0.4802, loss_cls: 3.4103, loss: 3.4103, grad_norm: 1.0229, top1_acc/aux0: 0.2865, top5_acc/aux0: 0.5547, loss_cls/aux0: 3.1140, loss/aux0: 3.1140 2020-10-18 11:26:03,940 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-18 11:27:45,131 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 11:27:45,264 - mmaction - INFO - top1_acc 0.2970 top5_acc 0.5767 2020-10-18 11:27:45,264 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 11:27:45,301 - mmaction - INFO - mean_acc 0.2964 2020-10-18 11:27:45,301 - mmaction - INFO - Now best checkpoint is epoch_8.pth 2020-10-18 11:27:45,321 - mmaction - INFO - Epoch(val) [8][396] top1_acc: 0.2970, top5_acc: 0.5767, mean_class_accuracy: 0.2964 2020-10-18 11:32:03,637 - mmaction - INFO - Epoch [9][20/396] lr: 2.993e-01, eta: 2 days, 1:03:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2362, top5_acc: 0.4927, loss_cls: 3.3849, loss: 3.3849, grad_norm: 1.0204, top1_acc/aux0: 0.2867, top5_acc/aux0: 0.5652, loss_cls/aux0: 3.0833, loss/aux0: 3.0833 2020-10-18 11:32:04,600 - mmaction - INFO - Epoch [9][20/396] lr: 2.993e-01, eta: 2 days, 1:13:18, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.2362, top5_acc: 0.4927, loss_cls: 3.3849, loss: 3.3849, grad_norm: 1.0192, top1_acc/aux0: 0.2872, top5_acc/aux0: 0.5633, loss_cls/aux0: 3.0853, loss/aux0: 3.0853 2020-10-18 11:32:41,301 - mmaction - INFO - Epoch [9][40/396] lr: 2.993e-01, eta: 2 days, 1:03:59, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.2393, top5_acc: 0.5055, loss_cls: 3.3269, loss: 3.3269, grad_norm: 1.0410, top1_acc/aux0: 0.2812, top5_acc/aux0: 0.5560, loss_cls/aux0: 3.0971, loss/aux0: 3.0971 2020-10-18 11:32:42,260 - mmaction - INFO - Epoch [9][40/396] lr: 2.993e-01, eta: 2 days, 1:13:39, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.2393, top5_acc: 0.5055, loss_cls: 3.3269, loss: 3.3269, grad_norm: 1.0412, top1_acc/aux0: 0.2815, top5_acc/aux0: 0.5573, loss_cls/aux0: 3.0948, loss/aux0: 3.0948 2020-10-18 11:33:18,699 - mmaction - INFO - Epoch [9][60/396] lr: 2.993e-01, eta: 2 days, 1:04:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2396, top5_acc: 0.5018, loss_cls: 3.3420, loss: 3.3420, grad_norm: 1.0428, top1_acc/aux0: 0.2786, top5_acc/aux0: 0.5526, loss_cls/aux0: 3.1224, loss/aux0: 3.1224 2020-10-18 11:33:19,674 - mmaction - INFO - Epoch [9][60/396] lr: 2.993e-01, eta: 2 days, 1:13:41, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.2396, top5_acc: 0.5018, loss_cls: 3.3420, loss: 3.3420, grad_norm: 1.0396, top1_acc/aux0: 0.2792, top5_acc/aux0: 0.5542, loss_cls/aux0: 3.1225, loss/aux0: 3.1225 2020-10-18 11:33:56,199 - mmaction - INFO - Epoch [9][80/396] lr: 2.993e-01, eta: 2 days, 1:04:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2339, top5_acc: 0.4898, loss_cls: 3.3667, loss: 3.3667, grad_norm: 1.0570, top1_acc/aux0: 0.3094, top5_acc/aux0: 0.5753, loss_cls/aux0: 3.0261, loss/aux0: 3.0261 2020-10-18 11:33:57,127 - mmaction - INFO - Epoch [9][80/396] lr: 2.993e-01, eta: 2 days, 1:13:48, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.2339, top5_acc: 0.4898, loss_cls: 3.3667, loss: 3.3667, grad_norm: 1.0574, top1_acc/aux0: 0.3065, top5_acc/aux0: 0.5753, loss_cls/aux0: 3.0292, loss/aux0: 3.0292 2020-10-18 11:34:33,646 - mmaction - INFO - Epoch [9][100/396] lr: 2.993e-01, eta: 2 days, 1:04:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2286, top5_acc: 0.4888, loss_cls: 3.3809, loss: 3.3809, grad_norm: 1.0231, top1_acc/aux0: 0.2839, top5_acc/aux0: 0.5687, loss_cls/aux0: 3.0696, loss/aux0: 3.0696 2020-10-18 11:34:34,613 - mmaction - INFO - Epoch [9][100/396] lr: 2.993e-01, eta: 2 days, 1:13:48, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.2286, top5_acc: 0.4888, loss_cls: 3.3809, loss: 3.3809, grad_norm: 1.0216, top1_acc/aux0: 0.2875, top5_acc/aux0: 0.5706, loss_cls/aux0: 3.0617, loss/aux0: 3.0617 2020-10-18 11:35:11,223 - mmaction - INFO - Epoch [9][120/396] lr: 2.993e-01, eta: 2 days, 1:04:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2383, top5_acc: 0.5060, loss_cls: 3.3326, loss: 3.3326, grad_norm: 1.0505, top1_acc/aux0: 0.2924, top5_acc/aux0: 0.5602, loss_cls/aux0: 3.1117, loss/aux0: 3.1117 2020-10-18 11:35:12,192 - mmaction - INFO - Epoch [9][120/396] lr: 2.993e-01, eta: 2 days, 1:13:53, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.2383, top5_acc: 0.5060, loss_cls: 3.3326, loss: 3.3326, grad_norm: 1.0502, top1_acc/aux0: 0.2919, top5_acc/aux0: 0.5594, loss_cls/aux0: 3.1077, loss/aux0: 3.1077 2020-10-18 11:35:48,770 - mmaction - INFO - Epoch [9][140/396] lr: 2.993e-01, eta: 2 days, 1:04:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2286, top5_acc: 0.4828, loss_cls: 3.3619, loss: 3.3619, grad_norm: 1.0444, top1_acc/aux0: 0.2859, top5_acc/aux0: 0.5648, loss_cls/aux0: 3.0613, loss/aux0: 3.0613 2020-10-18 11:35:49,743 - mmaction - INFO - Epoch [9][140/396] lr: 2.993e-01, eta: 2 days, 1:13:58, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.2286, top5_acc: 0.4828, loss_cls: 3.3619, loss: 3.3619, grad_norm: 1.0460, top1_acc/aux0: 0.2854, top5_acc/aux0: 0.5643, loss_cls/aux0: 3.0710, loss/aux0: 3.0710 2020-10-18 11:36:26,476 - mmaction - INFO - Epoch [9][160/396] lr: 2.993e-01, eta: 2 days, 1:04:54, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2320, top5_acc: 0.4927, loss_cls: 3.3532, loss: 3.3532, grad_norm: 1.0579, top1_acc/aux0: 0.3036, top5_acc/aux0: 0.5771, loss_cls/aux0: 3.0499, loss/aux0: 3.0499 2020-10-18 11:36:27,444 - mmaction - INFO - Epoch [9][160/396] lr: 2.993e-01, eta: 2 days, 1:14:11, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.2320, top5_acc: 0.4927, loss_cls: 3.3532, loss: 3.3532, grad_norm: 1.0554, top1_acc/aux0: 0.3039, top5_acc/aux0: 0.5776, loss_cls/aux0: 3.0385, loss/aux0: 3.0385 2020-10-18 11:37:04,157 - mmaction - INFO - Epoch [9][180/396] lr: 2.993e-01, eta: 2 days, 1:05:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2349, top5_acc: 0.4924, loss_cls: 3.3464, loss: 3.3464, grad_norm: 1.0503, top1_acc/aux0: 0.2878, top5_acc/aux0: 0.5633, loss_cls/aux0: 3.0716, loss/aux0: 3.0716 2020-10-18 11:37:05,114 - mmaction - INFO - Epoch [9][180/396] lr: 2.993e-01, eta: 2 days, 1:14:21, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.2349, top5_acc: 0.4924, loss_cls: 3.3464, loss: 3.3464, grad_norm: 1.0498, top1_acc/aux0: 0.2849, top5_acc/aux0: 0.5617, loss_cls/aux0: 3.0796, loss/aux0: 3.0796 2020-10-18 11:37:41,720 - mmaction - INFO - Epoch [9][200/396] lr: 2.993e-01, eta: 2 days, 1:05:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2484, top5_acc: 0.5083, loss_cls: 3.2791, loss: 3.2791, grad_norm: 1.0389, top1_acc/aux0: 0.2813, top5_acc/aux0: 0.5563, loss_cls/aux0: 3.0976, loss/aux0: 3.0976 2020-10-18 11:37:42,719 - mmaction - INFO - Epoch [9][200/396] lr: 2.993e-01, eta: 2 days, 1:14:27, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2484, top5_acc: 0.5083, loss_cls: 3.2791, loss: 3.2791, grad_norm: 1.0396, top1_acc/aux0: 0.2844, top5_acc/aux0: 0.5583, loss_cls/aux0: 3.0942, loss/aux0: 3.0942 2020-10-18 11:38:19,450 - mmaction - INFO - Epoch [9][220/396] lr: 2.993e-01, eta: 2 days, 1:05:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2419, top5_acc: 0.4927, loss_cls: 3.3698, loss: 3.3698, grad_norm: 1.0336, top1_acc/aux0: 0.2958, top5_acc/aux0: 0.5703, loss_cls/aux0: 3.0551, loss/aux0: 3.0551 2020-10-18 11:38:20,416 - mmaction - INFO - Epoch [9][220/396] lr: 2.993e-01, eta: 2 days, 1:14:34, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2419, top5_acc: 0.4927, loss_cls: 3.3698, loss: 3.3698, grad_norm: 1.0353, top1_acc/aux0: 0.2937, top5_acc/aux0: 0.5674, loss_cls/aux0: 3.0582, loss/aux0: 3.0582 2020-10-18 11:38:57,043 - mmaction - INFO - Epoch [9][240/396] lr: 2.993e-01, eta: 2 days, 1:05:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2362, top5_acc: 0.5057, loss_cls: 3.3310, loss: 3.3310, grad_norm: 1.0333, top1_acc/aux0: 0.2948, top5_acc/aux0: 0.5716, loss_cls/aux0: 3.0514, loss/aux0: 3.0514 2020-10-18 11:38:58,031 - mmaction - INFO - Epoch [9][240/396] lr: 2.993e-01, eta: 2 days, 1:14:42, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.2362, top5_acc: 0.5057, loss_cls: 3.3310, loss: 3.3310, grad_norm: 1.0336, top1_acc/aux0: 0.2956, top5_acc/aux0: 0.5727, loss_cls/aux0: 3.0542, loss/aux0: 3.0542 2020-10-18 11:39:34,701 - mmaction - INFO - Epoch [9][260/396] lr: 2.993e-01, eta: 2 days, 1:05:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2378, top5_acc: 0.4958, loss_cls: 3.3735, loss: 3.3735, grad_norm: 1.0469, top1_acc/aux0: 0.2914, top5_acc/aux0: 0.5654, loss_cls/aux0: 3.0567, loss/aux0: 3.0567 2020-10-18 11:39:35,650 - mmaction - INFO - Epoch [9][260/396] lr: 2.993e-01, eta: 2 days, 1:14:47, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2378, top5_acc: 0.4958, loss_cls: 3.3735, loss: 3.3735, grad_norm: 1.0509, top1_acc/aux0: 0.2922, top5_acc/aux0: 0.5667, loss_cls/aux0: 3.0529, loss/aux0: 3.0529 2020-10-18 11:40:12,258 - mmaction - INFO - Epoch [9][280/396] lr: 2.993e-01, eta: 2 days, 1:05:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2396, top5_acc: 0.5076, loss_cls: 3.3513, loss: 3.3513, grad_norm: 1.0621, top1_acc/aux0: 0.3013, top5_acc/aux0: 0.5737, loss_cls/aux0: 3.0371, loss/aux0: 3.0371 2020-10-18 11:40:13,224 - mmaction - INFO - Epoch [9][280/396] lr: 2.993e-01, eta: 2 days, 1:14:50, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2396, top5_acc: 0.5076, loss_cls: 3.3513, loss: 3.3513, grad_norm: 1.0566, top1_acc/aux0: 0.3016, top5_acc/aux0: 0.5714, loss_cls/aux0: 3.0430, loss/aux0: 3.0430 2020-10-18 11:40:49,986 - mmaction - INFO - Epoch [9][300/396] lr: 2.993e-01, eta: 2 days, 1:06:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2383, top5_acc: 0.5104, loss_cls: 3.3139, loss: 3.3139, grad_norm: 1.0550, top1_acc/aux0: 0.2891, top5_acc/aux0: 0.5609, loss_cls/aux0: 3.0966, loss/aux0: 3.0966 2020-10-18 11:40:50,942 - mmaction - INFO - Epoch [9][300/396] lr: 2.993e-01, eta: 2 days, 1:14:49, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.2383, top5_acc: 0.5104, loss_cls: 3.3139, loss: 3.3139, grad_norm: 1.0570, top1_acc/aux0: 0.2862, top5_acc/aux0: 0.5591, loss_cls/aux0: 3.1056, loss/aux0: 3.1056 2020-10-18 11:41:27,569 - mmaction - INFO - Epoch [9][320/396] lr: 2.993e-01, eta: 2 days, 1:06:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2411, top5_acc: 0.5073, loss_cls: 3.3108, loss: 3.3108, grad_norm: 1.0330, top1_acc/aux0: 0.3008, top5_acc/aux0: 0.5755, loss_cls/aux0: 3.0421, loss/aux0: 3.0421 2020-10-18 11:41:28,591 - mmaction - INFO - Epoch [9][320/396] lr: 2.993e-01, eta: 2 days, 1:14:52, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.2411, top5_acc: 0.5073, loss_cls: 3.3108, loss: 3.3108, grad_norm: 1.0365, top1_acc/aux0: 0.3016, top5_acc/aux0: 0.5784, loss_cls/aux0: 3.0296, loss/aux0: 3.0296 2020-10-18 11:42:05,319 - mmaction - INFO - Epoch [9][340/396] lr: 2.993e-01, eta: 2 days, 1:06:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2453, top5_acc: 0.5099, loss_cls: 3.3301, loss: 3.3301, grad_norm: 1.0580, top1_acc/aux0: 0.2956, top5_acc/aux0: 0.5721, loss_cls/aux0: 3.0452, loss/aux0: 3.0452 2020-10-18 11:42:06,282 - mmaction - INFO - Epoch [9][340/396] lr: 2.993e-01, eta: 2 days, 1:14:53, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2453, top5_acc: 0.5099, loss_cls: 3.3301, loss: 3.3301, grad_norm: 1.0585, top1_acc/aux0: 0.2995, top5_acc/aux0: 0.5732, loss_cls/aux0: 3.0430, loss/aux0: 3.0430 2020-10-18 11:42:42,982 - mmaction - INFO - Epoch [9][360/396] lr: 2.993e-01, eta: 2 days, 1:06:13, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2341, top5_acc: 0.4945, loss_cls: 3.3553, loss: 3.3553, grad_norm: 1.0395, top1_acc/aux0: 0.3047, top5_acc/aux0: 0.5711, loss_cls/aux0: 3.0416, loss/aux0: 3.0416 2020-10-18 11:42:43,931 - mmaction - INFO - Epoch [9][360/396] lr: 2.993e-01, eta: 2 days, 1:14:54, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2341, top5_acc: 0.4945, loss_cls: 3.3553, loss: 3.3553, grad_norm: 1.0370, top1_acc/aux0: 0.3008, top5_acc/aux0: 0.5695, loss_cls/aux0: 3.0422, loss/aux0: 3.0422 2020-10-18 11:43:20,602 - mmaction - INFO - Epoch [9][380/396] lr: 2.993e-01, eta: 2 days, 1:06:18, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2471, top5_acc: 0.5107, loss_cls: 3.3225, loss: 3.3225, grad_norm: 1.0532, top1_acc/aux0: 0.2990, top5_acc/aux0: 0.5805, loss_cls/aux0: 2.9946, loss/aux0: 2.9946 2020-10-18 11:43:21,556 - mmaction - INFO - Epoch [9][380/396] lr: 2.993e-01, eta: 2 days, 1:14:58, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2471, top5_acc: 0.5107, loss_cls: 3.3225, loss: 3.3225, grad_norm: 1.0545, top1_acc/aux0: 0.3005, top5_acc/aux0: 0.5810, loss_cls/aux0: 2.9972, loss/aux0: 2.9972 2020-10-18 11:47:48,239 - mmaction - INFO - Epoch [10][20/396] lr: 2.991e-01, eta: 2 days, 0:52:38, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.2409, top5_acc: 0.5042, loss_cls: 3.3115, loss: 3.3115, grad_norm: 1.0365, top1_acc/aux0: 0.2936, top5_acc/aux0: 0.5688, loss_cls/aux0: 3.0504, loss/aux0: 3.0504 2020-10-18 11:47:49,197 - mmaction - INFO - Epoch [10][20/396] lr: 2.991e-01, eta: 2 days, 1:01:04, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.2409, top5_acc: 0.5042, loss_cls: 3.3115, loss: 3.3115, grad_norm: 1.0418, top1_acc/aux0: 0.2956, top5_acc/aux0: 0.5703, loss_cls/aux0: 3.0450, loss/aux0: 3.0450 2020-10-18 11:48:25,736 - mmaction - INFO - Epoch [10][40/396] lr: 2.991e-01, eta: 2 days, 0:52:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2576, top5_acc: 0.5164, loss_cls: 3.2736, loss: 3.2736, grad_norm: 1.0566, top1_acc/aux0: 0.3052, top5_acc/aux0: 0.5799, loss_cls/aux0: 3.0106, loss/aux0: 3.0106 2020-10-18 11:48:26,692 - mmaction - INFO - Epoch [10][40/396] lr: 2.991e-01, eta: 2 days, 1:01:03, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.2576, top5_acc: 0.5164, loss_cls: 3.2736, loss: 3.2736, grad_norm: 1.0600, top1_acc/aux0: 0.3036, top5_acc/aux0: 0.5766, loss_cls/aux0: 3.0230, loss/aux0: 3.0230 2020-10-18 11:49:03,363 - mmaction - INFO - Epoch [10][60/396] lr: 2.991e-01, eta: 2 days, 0:52:41, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2323, top5_acc: 0.4917, loss_cls: 3.3409, loss: 3.3409, grad_norm: 1.0485, top1_acc/aux0: 0.3034, top5_acc/aux0: 0.5742, loss_cls/aux0: 3.0453, loss/aux0: 3.0453 2020-10-18 11:49:04,371 - mmaction - INFO - Epoch [10][60/396] lr: 2.991e-01, eta: 2 days, 1:01:10, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.2323, top5_acc: 0.4917, loss_cls: 3.3409, loss: 3.3409, grad_norm: 1.0468, top1_acc/aux0: 0.3049, top5_acc/aux0: 0.5758, loss_cls/aux0: 3.0334, loss/aux0: 3.0334 2020-10-18 11:49:41,070 - mmaction - INFO - Epoch [10][80/396] lr: 2.991e-01, eta: 2 days, 0:52:53, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.2357, top5_acc: 0.5021, loss_cls: 3.3009, loss: 3.3009, grad_norm: 1.1016, top1_acc/aux0: 0.3031, top5_acc/aux0: 0.5815, loss_cls/aux0: 3.0151, loss/aux0: 3.0151 2020-10-18 11:49:42,020 - mmaction - INFO - Epoch [10][80/396] lr: 2.991e-01, eta: 2 days, 1:01:20, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.2357, top5_acc: 0.5021, loss_cls: 3.3009, loss: 3.3009, grad_norm: 1.1015, top1_acc/aux0: 0.3021, top5_acc/aux0: 0.5797, loss_cls/aux0: 3.0267, loss/aux0: 3.0267 2020-10-18 11:50:18,544 - mmaction - INFO - Epoch [10][100/396] lr: 2.991e-01, eta: 2 days, 0:52:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2430, top5_acc: 0.5169, loss_cls: 3.3022, loss: 3.3022, grad_norm: 1.0794, top1_acc/aux0: 0.3049, top5_acc/aux0: 0.5685, loss_cls/aux0: 3.0240, loss/aux0: 3.0240 2020-10-18 11:50:19,528 - mmaction - INFO - Epoch [10][100/396] lr: 2.991e-01, eta: 2 days, 1:01:15, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.2430, top5_acc: 0.5169, loss_cls: 3.3022, loss: 3.3022, grad_norm: 1.0847, top1_acc/aux0: 0.3039, top5_acc/aux0: 0.5703, loss_cls/aux0: 3.0240, loss/aux0: 3.0240 2020-10-18 11:50:56,148 - mmaction - INFO - Epoch [10][120/396] lr: 2.991e-01, eta: 2 days, 0:53:01, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2380, top5_acc: 0.4971, loss_cls: 3.3386, loss: 3.3386, grad_norm: 1.0390, top1_acc/aux0: 0.3086, top5_acc/aux0: 0.5841, loss_cls/aux0: 2.9949, loss/aux0: 2.9949 2020-10-18 11:50:57,178 - mmaction - INFO - Epoch [10][120/396] lr: 2.991e-01, eta: 2 days, 1:01:22, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.2380, top5_acc: 0.4971, loss_cls: 3.3386, loss: 3.3386, grad_norm: 1.0428, top1_acc/aux0: 0.3089, top5_acc/aux0: 0.5828, loss_cls/aux0: 2.9969, loss/aux0: 2.9969 2020-10-18 11:51:33,805 - mmaction - INFO - Epoch [10][140/396] lr: 2.991e-01, eta: 2 days, 0:53:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2484, top5_acc: 0.5130, loss_cls: 3.2719, loss: 3.2719, grad_norm: 1.0620, top1_acc/aux0: 0.3016, top5_acc/aux0: 0.5846, loss_cls/aux0: 3.0197, loss/aux0: 3.0197 2020-10-18 11:51:34,739 - mmaction - INFO - Epoch [10][140/396] lr: 2.991e-01, eta: 2 days, 1:01:25, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.2484, top5_acc: 0.5130, loss_cls: 3.2719, loss: 3.2719, grad_norm: 1.0604, top1_acc/aux0: 0.3042, top5_acc/aux0: 0.5883, loss_cls/aux0: 3.0026, loss/aux0: 3.0026 2020-10-18 11:52:11,347 - mmaction - INFO - Epoch [10][160/396] lr: 2.991e-01, eta: 2 days, 0:53:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2503, top5_acc: 0.5224, loss_cls: 3.2564, loss: 3.2564, grad_norm: 1.0792, top1_acc/aux0: 0.3052, top5_acc/aux0: 0.6003, loss_cls/aux0: 2.9892, loss/aux0: 2.9892 2020-10-18 11:52:12,298 - mmaction - INFO - Epoch [10][160/396] lr: 2.991e-01, eta: 2 days, 1:01:29, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2503, top5_acc: 0.5224, loss_cls: 3.2564, loss: 3.2564, grad_norm: 1.0788, top1_acc/aux0: 0.3029, top5_acc/aux0: 0.6010, loss_cls/aux0: 2.9971, loss/aux0: 2.9971 2020-10-18 11:52:48,986 - mmaction - INFO - Epoch [10][180/396] lr: 2.991e-01, eta: 2 days, 0:53:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2482, top5_acc: 0.5039, loss_cls: 3.3095, loss: 3.3095, grad_norm: 1.0596, top1_acc/aux0: 0.3133, top5_acc/aux0: 0.5969, loss_cls/aux0: 2.9565, loss/aux0: 2.9565 2020-10-18 11:52:49,984 - mmaction - INFO - Epoch [10][180/396] lr: 2.991e-01, eta: 2 days, 1:01:31, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2482, top5_acc: 0.5039, loss_cls: 3.3095, loss: 3.3095, grad_norm: 1.0558, top1_acc/aux0: 0.3138, top5_acc/aux0: 0.5935, loss_cls/aux0: 2.9553, loss/aux0: 2.9553 2020-10-18 11:53:26,650 - mmaction - INFO - Epoch [10][200/396] lr: 2.991e-01, eta: 2 days, 0:53:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2409, top5_acc: 0.5135, loss_cls: 3.2788, loss: 3.2788, grad_norm: 1.0777, top1_acc/aux0: 0.3099, top5_acc/aux0: 0.5867, loss_cls/aux0: 2.9540, loss/aux0: 2.9540 2020-10-18 11:53:27,607 - mmaction - INFO - Epoch [10][200/396] lr: 2.991e-01, eta: 2 days, 1:01:33, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2409, top5_acc: 0.5135, loss_cls: 3.2788, loss: 3.2788, grad_norm: 1.0775, top1_acc/aux0: 0.3099, top5_acc/aux0: 0.5865, loss_cls/aux0: 2.9547, loss/aux0: 2.9547 2020-10-18 11:54:04,359 - mmaction - INFO - Epoch [10][220/396] lr: 2.991e-01, eta: 2 days, 0:53:30, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2518, top5_acc: 0.5161, loss_cls: 3.2719, loss: 3.2719, grad_norm: 1.0785, top1_acc/aux0: 0.3112, top5_acc/aux0: 0.5875, loss_cls/aux0: 2.9575, loss/aux0: 2.9575 2020-10-18 11:54:05,296 - mmaction - INFO - Epoch [10][220/396] lr: 2.991e-01, eta: 2 days, 1:01:37, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.2518, top5_acc: 0.5161, loss_cls: 3.2719, loss: 3.2719, grad_norm: 1.0813, top1_acc/aux0: 0.3107, top5_acc/aux0: 0.5914, loss_cls/aux0: 2.9600, loss/aux0: 2.9600 2020-10-18 11:54:42,038 - mmaction - INFO - Epoch [10][240/396] lr: 2.991e-01, eta: 2 days, 0:53:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2521, top5_acc: 0.5229, loss_cls: 3.2661, loss: 3.2661, grad_norm: 1.0743, top1_acc/aux0: 0.2977, top5_acc/aux0: 0.5849, loss_cls/aux0: 3.0188, loss/aux0: 3.0188 2020-10-18 11:54:43,010 - mmaction - INFO - Epoch [10][240/396] lr: 2.991e-01, eta: 2 days, 1:01:36, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2521, top5_acc: 0.5229, loss_cls: 3.2661, loss: 3.2661, grad_norm: 1.0726, top1_acc/aux0: 0.2984, top5_acc/aux0: 0.5831, loss_cls/aux0: 3.0168, loss/aux0: 3.0168 2020-10-18 11:55:19,600 - mmaction - INFO - Epoch [10][260/396] lr: 2.991e-01, eta: 2 days, 0:53:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2518, top5_acc: 0.5164, loss_cls: 3.2664, loss: 3.2664, grad_norm: 1.0612, top1_acc/aux0: 0.3141, top5_acc/aux0: 0.5958, loss_cls/aux0: 2.9525, loss/aux0: 2.9525 2020-10-18 11:55:20,560 - mmaction - INFO - Epoch [10][260/396] lr: 2.991e-01, eta: 2 days, 1:01:39, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2518, top5_acc: 0.5164, loss_cls: 3.2664, loss: 3.2664, grad_norm: 1.0583, top1_acc/aux0: 0.3130, top5_acc/aux0: 0.5958, loss_cls/aux0: 2.9485, loss/aux0: 2.9485 2020-10-18 11:55:57,267 - mmaction - INFO - Epoch [10][280/396] lr: 2.991e-01, eta: 2 days, 0:53:43, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2477, top5_acc: 0.5266, loss_cls: 3.2379, loss: 3.2379, grad_norm: 1.0742, top1_acc/aux0: 0.3076, top5_acc/aux0: 0.5878, loss_cls/aux0: 2.9879, loss/aux0: 2.9879 2020-10-18 11:55:58,186 - mmaction - INFO - Epoch [10][280/396] lr: 2.991e-01, eta: 2 days, 1:01:41, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2477, top5_acc: 0.5266, loss_cls: 3.2379, loss: 3.2379, grad_norm: 1.0709, top1_acc/aux0: 0.3086, top5_acc/aux0: 0.5872, loss_cls/aux0: 2.9935, loss/aux0: 2.9935 2020-10-18 11:56:34,805 - mmaction - INFO - Epoch [10][300/396] lr: 2.991e-01, eta: 2 days, 0:53:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2427, top5_acc: 0.4997, loss_cls: 3.3171, loss: 3.3171, grad_norm: 1.0844, top1_acc/aux0: 0.3188, top5_acc/aux0: 0.6083, loss_cls/aux0: 2.9060, loss/aux0: 2.9060 2020-10-18 11:56:35,789 - mmaction - INFO - Epoch [10][300/396] lr: 2.991e-01, eta: 2 days, 1:01:43, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.2427, top5_acc: 0.4997, loss_cls: 3.3171, loss: 3.3171, grad_norm: 1.0831, top1_acc/aux0: 0.3174, top5_acc/aux0: 0.6068, loss_cls/aux0: 2.9087, loss/aux0: 2.9087 2020-10-18 11:57:12,567 - mmaction - INFO - Epoch [10][320/396] lr: 2.991e-01, eta: 2 days, 0:53:53, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2622, top5_acc: 0.5268, loss_cls: 3.2228, loss: 3.2228, grad_norm: 1.0691, top1_acc/aux0: 0.3036, top5_acc/aux0: 0.5831, loss_cls/aux0: 2.9774, loss/aux0: 2.9774 2020-10-18 11:57:13,564 - mmaction - INFO - Epoch [10][320/396] lr: 2.991e-01, eta: 2 days, 1:01:49, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.2622, top5_acc: 0.5268, loss_cls: 3.2228, loss: 3.2228, grad_norm: 1.0742, top1_acc/aux0: 0.3060, top5_acc/aux0: 0.5859, loss_cls/aux0: 2.9667, loss/aux0: 2.9667 2020-10-18 11:57:50,312 - mmaction - INFO - Epoch [10][340/396] lr: 2.991e-01, eta: 2 days, 0:53:59, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2495, top5_acc: 0.5151, loss_cls: 3.2582, loss: 3.2582, grad_norm: 1.0874, top1_acc/aux0: 0.3026, top5_acc/aux0: 0.5930, loss_cls/aux0: 2.9619, loss/aux0: 2.9619 2020-10-18 11:57:51,282 - mmaction - INFO - Epoch [10][340/396] lr: 2.991e-01, eta: 2 days, 1:01:49, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2495, top5_acc: 0.5151, loss_cls: 3.2582, loss: 3.2582, grad_norm: 1.0865, top1_acc/aux0: 0.3031, top5_acc/aux0: 0.5922, loss_cls/aux0: 2.9662, loss/aux0: 2.9662 2020-10-18 11:58:27,865 - mmaction - INFO - Epoch [10][360/396] lr: 2.991e-01, eta: 2 days, 0:53:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2484, top5_acc: 0.5187, loss_cls: 3.2653, loss: 3.2653, grad_norm: 1.1133, top1_acc/aux0: 0.3167, top5_acc/aux0: 0.6021, loss_cls/aux0: 2.9168, loss/aux0: 2.9168 2020-10-18 11:58:28,872 - mmaction - INFO - Epoch [10][360/396] lr: 2.991e-01, eta: 2 days, 1:01:46, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.2484, top5_acc: 0.5187, loss_cls: 3.2653, loss: 3.2653, grad_norm: 1.1142, top1_acc/aux0: 0.3167, top5_acc/aux0: 0.6042, loss_cls/aux0: 2.9088, loss/aux0: 2.9088 2020-10-18 11:59:05,593 - mmaction - INFO - Epoch [10][380/396] lr: 2.991e-01, eta: 2 days, 0:54:03, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2471, top5_acc: 0.5161, loss_cls: 3.2760, loss: 3.2760, grad_norm: 1.0728, top1_acc/aux0: 0.3070, top5_acc/aux0: 0.5841, loss_cls/aux0: 2.9686, loss/aux0: 2.9686 2020-10-18 11:59:06,555 - mmaction - INFO - Epoch [10][380/396] lr: 2.991e-01, eta: 2 days, 1:01:51, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.2471, top5_acc: 0.5161, loss_cls: 3.2760, loss: 3.2760, grad_norm: 1.0729, top1_acc/aux0: 0.3057, top5_acc/aux0: 0.5839, loss_cls/aux0: 2.9716, loss/aux0: 2.9716 2020-10-18 12:03:58,069 - mmaction - INFO - Epoch [11][20/396] lr: 2.989e-01, eta: 2 days, 0:41:46, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2612, top5_acc: 0.5299, loss_cls: 3.2176, loss: 3.2176, grad_norm: 1.0801, top1_acc/aux0: 0.2933, top5_acc/aux0: 0.5795, loss_cls/aux0: 3.0109, loss/aux0: 3.0109 2020-10-18 12:03:59,023 - mmaction - INFO - Epoch [11][20/396] lr: 2.989e-01, eta: 2 days, 0:49:22, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.2612, top5_acc: 0.5299, loss_cls: 3.2176, loss: 3.2176, grad_norm: 1.0818, top1_acc/aux0: 0.2961, top5_acc/aux0: 0.5813, loss_cls/aux0: 3.0026, loss/aux0: 3.0026 2020-10-18 12:04:35,457 - mmaction - INFO - Epoch [11][40/396] lr: 2.989e-01, eta: 2 days, 0:41:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2529, top5_acc: 0.5154, loss_cls: 3.2436, loss: 3.2436, grad_norm: 1.0601, top1_acc/aux0: 0.3112, top5_acc/aux0: 0.5995, loss_cls/aux0: 2.9484, loss/aux0: 2.9484 2020-10-18 12:04:36,415 - mmaction - INFO - Epoch [11][40/396] lr: 2.989e-01, eta: 2 days, 0:49:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.2529, top5_acc: 0.5154, loss_cls: 3.2436, loss: 3.2436, grad_norm: 1.0620, top1_acc/aux0: 0.3109, top5_acc/aux0: 0.6000, loss_cls/aux0: 2.9423, loss/aux0: 2.9423 2020-10-18 12:05:12,967 - mmaction - INFO - Epoch [11][60/396] lr: 2.989e-01, eta: 2 days, 0:41:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2393, top5_acc: 0.5159, loss_cls: 3.3030, loss: 3.3030, grad_norm: 1.0742, top1_acc/aux0: 0.3156, top5_acc/aux0: 0.5937, loss_cls/aux0: 2.9571, loss/aux0: 2.9571 2020-10-18 12:05:13,917 - mmaction - INFO - Epoch [11][60/396] lr: 2.989e-01, eta: 2 days, 0:49:22, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.2393, top5_acc: 0.5159, loss_cls: 3.3030, loss: 3.3030, grad_norm: 1.0713, top1_acc/aux0: 0.3135, top5_acc/aux0: 0.5930, loss_cls/aux0: 2.9661, loss/aux0: 2.9661 2020-10-18 12:05:50,646 - mmaction - INFO - Epoch [11][80/396] lr: 2.989e-01, eta: 2 days, 0:41:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2617, top5_acc: 0.5305, loss_cls: 3.2311, loss: 3.2311, grad_norm: 1.0595, top1_acc/aux0: 0.3315, top5_acc/aux0: 0.5943, loss_cls/aux0: 2.8996, loss/aux0: 2.8996 2020-10-18 12:05:51,633 - mmaction - INFO - Epoch [11][80/396] lr: 2.989e-01, eta: 2 days, 0:49:23, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.2617, top5_acc: 0.5305, loss_cls: 3.2311, loss: 3.2311, grad_norm: 1.0617, top1_acc/aux0: 0.3318, top5_acc/aux0: 0.5935, loss_cls/aux0: 2.9009, loss/aux0: 2.9009 2020-10-18 12:06:28,174 - mmaction - INFO - Epoch [11][100/396] lr: 2.989e-01, eta: 2 days, 0:41:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2687, top5_acc: 0.5417, loss_cls: 3.1726, loss: 3.1726, grad_norm: 1.1055, top1_acc/aux0: 0.3234, top5_acc/aux0: 0.6076, loss_cls/aux0: 2.8864, loss/aux0: 2.8864 2020-10-18 12:06:29,135 - mmaction - INFO - Epoch [11][100/396] lr: 2.989e-01, eta: 2 days, 0:49:20, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.2687, top5_acc: 0.5417, loss_cls: 3.1726, loss: 3.1726, grad_norm: 1.1074, top1_acc/aux0: 0.3190, top5_acc/aux0: 0.6060, loss_cls/aux0: 2.8956, loss/aux0: 2.8956 2020-10-18 12:07:05,735 - mmaction - INFO - Epoch [11][120/396] lr: 2.989e-01, eta: 2 days, 0:41:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2591, top5_acc: 0.5208, loss_cls: 3.2276, loss: 3.2276, grad_norm: 1.0757, top1_acc/aux0: 0.3065, top5_acc/aux0: 0.5799, loss_cls/aux0: 2.9852, loss/aux0: 2.9852 2020-10-18 12:07:06,690 - mmaction - INFO - Epoch [11][120/396] lr: 2.989e-01, eta: 2 days, 0:49:21, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.2591, top5_acc: 0.5208, loss_cls: 3.2276, loss: 3.2276, grad_norm: 1.0788, top1_acc/aux0: 0.3130, top5_acc/aux0: 0.5812, loss_cls/aux0: 2.9705, loss/aux0: 2.9705 2020-10-18 12:07:43,412 - mmaction - INFO - Epoch [11][140/396] lr: 2.989e-01, eta: 2 days, 0:41:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2516, top5_acc: 0.5115, loss_cls: 3.2718, loss: 3.2718, grad_norm: 1.0443, top1_acc/aux0: 0.3247, top5_acc/aux0: 0.5870, loss_cls/aux0: 2.9329, loss/aux0: 2.9329 2020-10-18 12:07:44,391 - mmaction - INFO - Epoch [11][140/396] lr: 2.989e-01, eta: 2 days, 0:49:19, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2516, top5_acc: 0.5115, loss_cls: 3.2718, loss: 3.2718, grad_norm: 1.0484, top1_acc/aux0: 0.3227, top5_acc/aux0: 0.5854, loss_cls/aux0: 2.9471, loss/aux0: 2.9471 2020-10-18 12:08:21,074 - mmaction - INFO - Epoch [11][160/396] lr: 2.989e-01, eta: 2 days, 0:41:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2651, top5_acc: 0.5286, loss_cls: 3.2382, loss: 3.2382, grad_norm: 1.0584, top1_acc/aux0: 0.3221, top5_acc/aux0: 0.5885, loss_cls/aux0: 2.9413, loss/aux0: 2.9413 2020-10-18 12:08:22,026 - mmaction - INFO - Epoch [11][160/396] lr: 2.989e-01, eta: 2 days, 0:49:19, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.2651, top5_acc: 0.5286, loss_cls: 3.2382, loss: 3.2382, grad_norm: 1.0571, top1_acc/aux0: 0.3247, top5_acc/aux0: 0.5914, loss_cls/aux0: 2.9287, loss/aux0: 2.9287 2020-10-18 12:08:58,662 - mmaction - INFO - Epoch [11][180/396] lr: 2.989e-01, eta: 2 days, 0:41:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2445, top5_acc: 0.5177, loss_cls: 3.2661, loss: 3.2661, grad_norm: 1.1015, top1_acc/aux0: 0.3216, top5_acc/aux0: 0.6049, loss_cls/aux0: 2.9070, loss/aux0: 2.9070 2020-10-18 12:08:59,598 - mmaction - INFO - Epoch [11][180/396] lr: 2.989e-01, eta: 2 days, 0:49:17, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.2445, top5_acc: 0.5177, loss_cls: 3.2661, loss: 3.2661, grad_norm: 1.0986, top1_acc/aux0: 0.3203, top5_acc/aux0: 0.6057, loss_cls/aux0: 2.9063, loss/aux0: 2.9063 2020-10-18 12:09:36,212 - mmaction - INFO - Epoch [11][200/396] lr: 2.989e-01, eta: 2 days, 0:41:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2531, top5_acc: 0.5336, loss_cls: 3.2330, loss: 3.2330, grad_norm: 1.0977, top1_acc/aux0: 0.3172, top5_acc/aux0: 0.5961, loss_cls/aux0: 2.9723, loss/aux0: 2.9723 2020-10-18 12:09:37,124 - mmaction - INFO - Epoch [11][200/396] lr: 2.989e-01, eta: 2 days, 0:49:15, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2531, top5_acc: 0.5336, loss_cls: 3.2330, loss: 3.2330, grad_norm: 1.0948, top1_acc/aux0: 0.3174, top5_acc/aux0: 0.5951, loss_cls/aux0: 2.9734, loss/aux0: 2.9734 2020-10-18 12:10:13,673 - mmaction - INFO - Epoch [11][220/396] lr: 2.989e-01, eta: 2 days, 0:41:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2773, top5_acc: 0.5417, loss_cls: 3.1616, loss: 3.1616, grad_norm: 1.0836, top1_acc/aux0: 0.3453, top5_acc/aux0: 0.6159, loss_cls/aux0: 2.8401, loss/aux0: 2.8401 2020-10-18 12:10:14,661 - mmaction - INFO - Epoch [11][220/396] lr: 2.989e-01, eta: 2 days, 0:49:11, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2773, top5_acc: 0.5417, loss_cls: 3.1616, loss: 3.1616, grad_norm: 1.0861, top1_acc/aux0: 0.3427, top5_acc/aux0: 0.6146, loss_cls/aux0: 2.8501, loss/aux0: 2.8501 2020-10-18 12:10:51,442 - mmaction - INFO - Epoch [11][240/396] lr: 2.989e-01, eta: 2 days, 0:41:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2659, top5_acc: 0.5294, loss_cls: 3.2136, loss: 3.2136, grad_norm: 1.1042, top1_acc/aux0: 0.3245, top5_acc/aux0: 0.6029, loss_cls/aux0: 2.9009, loss/aux0: 2.9009 2020-10-18 12:10:52,413 - mmaction - INFO - Epoch [11][240/396] lr: 2.989e-01, eta: 2 days, 0:49:14, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.2659, top5_acc: 0.5294, loss_cls: 3.2136, loss: 3.2136, grad_norm: 1.1030, top1_acc/aux0: 0.3263, top5_acc/aux0: 0.6052, loss_cls/aux0: 2.8868, loss/aux0: 2.8868 2020-10-18 12:11:29,145 - mmaction - INFO - Epoch [11][260/396] lr: 2.989e-01, eta: 2 days, 0:41:59, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2557, top5_acc: 0.5201, loss_cls: 3.2174, loss: 3.2174, grad_norm: 1.0882, top1_acc/aux0: 0.3125, top5_acc/aux0: 0.5953, loss_cls/aux0: 2.9382, loss/aux0: 2.9382 2020-10-18 12:11:30,092 - mmaction - INFO - Epoch [11][260/396] lr: 2.989e-01, eta: 2 days, 0:49:13, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2557, top5_acc: 0.5201, loss_cls: 3.2174, loss: 3.2174, grad_norm: 1.0934, top1_acc/aux0: 0.3107, top5_acc/aux0: 0.5964, loss_cls/aux0: 2.9395, loss/aux0: 2.9395 2020-10-18 12:12:06,692 - mmaction - INFO - Epoch [11][280/396] lr: 2.989e-01, eta: 2 days, 0:41:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2615, top5_acc: 0.5229, loss_cls: 3.2554, loss: 3.2554, grad_norm: 1.0715, top1_acc/aux0: 0.3130, top5_acc/aux0: 0.5935, loss_cls/aux0: 2.9703, loss/aux0: 2.9703 2020-10-18 12:12:07,680 - mmaction - INFO - Epoch [11][280/396] lr: 2.989e-01, eta: 2 days, 0:49:05, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.2615, top5_acc: 0.5229, loss_cls: 3.2554, loss: 3.2554, grad_norm: 1.0765, top1_acc/aux0: 0.3138, top5_acc/aux0: 0.5922, loss_cls/aux0: 2.9769, loss/aux0: 2.9769 2020-10-18 12:12:44,463 - mmaction - INFO - Epoch [11][300/396] lr: 2.989e-01, eta: 2 days, 0:41:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2589, top5_acc: 0.5312, loss_cls: 3.2144, loss: 3.2144, grad_norm: 1.0794, top1_acc/aux0: 0.3310, top5_acc/aux0: 0.6219, loss_cls/aux0: 2.8713, loss/aux0: 2.8713 2020-10-18 12:12:45,440 - mmaction - INFO - Epoch [11][300/396] lr: 2.989e-01, eta: 2 days, 0:49:08, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.2589, top5_acc: 0.5312, loss_cls: 3.2144, loss: 3.2144, grad_norm: 1.0816, top1_acc/aux0: 0.3307, top5_acc/aux0: 0.6208, loss_cls/aux0: 2.8719, loss/aux0: 2.8719 2020-10-18 12:13:22,179 - mmaction - INFO - Epoch [11][320/396] lr: 2.989e-01, eta: 2 days, 0:41:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2594, top5_acc: 0.5302, loss_cls: 3.2153, loss: 3.2153, grad_norm: 1.1148, top1_acc/aux0: 0.3328, top5_acc/aux0: 0.6063, loss_cls/aux0: 2.8997, loss/aux0: 2.8997 2020-10-18 12:13:23,159 - mmaction - INFO - Epoch [11][320/396] lr: 2.989e-01, eta: 2 days, 0:49:04, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2594, top5_acc: 0.5302, loss_cls: 3.2153, loss: 3.2153, grad_norm: 1.1148, top1_acc/aux0: 0.3336, top5_acc/aux0: 0.6055, loss_cls/aux0: 2.8992, loss/aux0: 2.8992 2020-10-18 12:13:59,702 - mmaction - INFO - Epoch [11][340/396] lr: 2.989e-01, eta: 2 days, 0:41:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2628, top5_acc: 0.5307, loss_cls: 3.2063, loss: 3.2063, grad_norm: 1.0748, top1_acc/aux0: 0.3307, top5_acc/aux0: 0.6133, loss_cls/aux0: 2.8678, loss/aux0: 2.8678 2020-10-18 12:14:00,677 - mmaction - INFO - Epoch [11][340/396] lr: 2.989e-01, eta: 2 days, 0:48:54, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.2628, top5_acc: 0.5307, loss_cls: 3.2063, loss: 3.2063, grad_norm: 1.0755, top1_acc/aux0: 0.3307, top5_acc/aux0: 0.6151, loss_cls/aux0: 2.8593, loss/aux0: 2.8593 2020-10-18 12:14:37,382 - mmaction - INFO - Epoch [11][360/396] lr: 2.989e-01, eta: 2 days, 0:41:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2555, top5_acc: 0.5310, loss_cls: 3.2010, loss: 3.2010, grad_norm: 1.1025, top1_acc/aux0: 0.3357, top5_acc/aux0: 0.6057, loss_cls/aux0: 2.8750, loss/aux0: 2.8750 2020-10-18 12:14:38,341 - mmaction - INFO - Epoch [11][360/396] lr: 2.989e-01, eta: 2 days, 0:48:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2555, top5_acc: 0.5310, loss_cls: 3.2010, loss: 3.2010, grad_norm: 1.1033, top1_acc/aux0: 0.3359, top5_acc/aux0: 0.6065, loss_cls/aux0: 2.8745, loss/aux0: 2.8745 2020-10-18 12:15:14,953 - mmaction - INFO - Epoch [11][380/396] lr: 2.989e-01, eta: 2 days, 0:41:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2643, top5_acc: 0.5365, loss_cls: 3.2276, loss: 3.2276, grad_norm: 1.1151, top1_acc/aux0: 0.3307, top5_acc/aux0: 0.6323, loss_cls/aux0: 2.7927, loss/aux0: 2.7927 2020-10-18 12:15:15,904 - mmaction - INFO - Epoch [11][380/396] lr: 2.989e-01, eta: 2 days, 0:48:45, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2643, top5_acc: 0.5365, loss_cls: 3.2276, loss: 3.2276, grad_norm: 1.1159, top1_acc/aux0: 0.3310, top5_acc/aux0: 0.6310, loss_cls/aux0: 2.7923, loss/aux0: 2.7923 2020-10-18 12:20:01,551 - mmaction - INFO - Epoch [12][20/396] lr: 2.986e-01, eta: 2 days, 0:30:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2703, top5_acc: 0.5310, loss_cls: 3.1787, loss: 3.1787, grad_norm: 1.0990, top1_acc/aux0: 0.3207, top5_acc/aux0: 0.6042, loss_cls/aux0: 2.8886, loss/aux0: 2.8886 2020-10-18 12:20:02,526 - mmaction - INFO - Epoch [12][20/396] lr: 2.986e-01, eta: 2 days, 0:37:26, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.2703, top5_acc: 0.5310, loss_cls: 3.1787, loss: 3.1787, grad_norm: 1.0958, top1_acc/aux0: 0.3234, top5_acc/aux0: 0.6060, loss_cls/aux0: 2.8820, loss/aux0: 2.8820 2020-10-18 12:20:38,977 - mmaction - INFO - Epoch [12][40/396] lr: 2.986e-01, eta: 2 days, 0:30:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2604, top5_acc: 0.5388, loss_cls: 3.1954, loss: 3.1954, grad_norm: 1.1155, top1_acc/aux0: 0.3401, top5_acc/aux0: 0.6276, loss_cls/aux0: 2.8148, loss/aux0: 2.8148 2020-10-18 12:20:39,946 - mmaction - INFO - Epoch [12][40/396] lr: 2.986e-01, eta: 2 days, 0:37:22, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.2604, top5_acc: 0.5388, loss_cls: 3.1954, loss: 3.1954, grad_norm: 1.1144, top1_acc/aux0: 0.3346, top5_acc/aux0: 0.6237, loss_cls/aux0: 2.8323, loss/aux0: 2.8323 2020-10-18 12:21:16,410 - mmaction - INFO - Epoch [12][60/396] lr: 2.986e-01, eta: 2 days, 0:30:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2620, top5_acc: 0.5404, loss_cls: 3.1601, loss: 3.1601, grad_norm: 1.0864, top1_acc/aux0: 0.3174, top5_acc/aux0: 0.6065, loss_cls/aux0: 2.9080, loss/aux0: 2.9080 2020-10-18 12:21:17,399 - mmaction - INFO - Epoch [12][60/396] lr: 2.986e-01, eta: 2 days, 0:37:15, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.2620, top5_acc: 0.5404, loss_cls: 3.1601, loss: 3.1601, grad_norm: 1.0800, top1_acc/aux0: 0.3211, top5_acc/aux0: 0.6104, loss_cls/aux0: 2.8951, loss/aux0: 2.8951 2020-10-18 12:21:54,029 - mmaction - INFO - Epoch [12][80/396] lr: 2.986e-01, eta: 2 days, 0:30:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2604, top5_acc: 0.5232, loss_cls: 3.2063, loss: 3.2063, grad_norm: 1.0756, top1_acc/aux0: 0.3219, top5_acc/aux0: 0.6099, loss_cls/aux0: 2.8701, loss/aux0: 2.8701 2020-10-18 12:21:54,966 - mmaction - INFO - Epoch [12][80/396] lr: 2.986e-01, eta: 2 days, 0:37:09, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.2604, top5_acc: 0.5232, loss_cls: 3.2063, loss: 3.2063, grad_norm: 1.0813, top1_acc/aux0: 0.3195, top5_acc/aux0: 0.6076, loss_cls/aux0: 2.8783, loss/aux0: 2.8783 2020-10-18 12:22:31,549 - mmaction - INFO - Epoch [12][100/396] lr: 2.986e-01, eta: 2 days, 0:30:14, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2672, top5_acc: 0.5323, loss_cls: 3.1990, loss: 3.1990, grad_norm: 1.1350, top1_acc/aux0: 0.3250, top5_acc/aux0: 0.6005, loss_cls/aux0: 2.8988, loss/aux0: 2.8988 2020-10-18 12:22:32,521 - mmaction - INFO - Epoch [12][100/396] lr: 2.986e-01, eta: 2 days, 0:37:01, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.2672, top5_acc: 0.5323, loss_cls: 3.1990, loss: 3.1990, grad_norm: 1.1355, top1_acc/aux0: 0.3250, top5_acc/aux0: 0.6003, loss_cls/aux0: 2.8996, loss/aux0: 2.8996 2020-10-18 12:23:09,061 - mmaction - INFO - Epoch [12][120/396] lr: 2.986e-01, eta: 2 days, 0:30:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2706, top5_acc: 0.5612, loss_cls: 3.1064, loss: 3.1064, grad_norm: 1.1204, top1_acc/aux0: 0.3336, top5_acc/aux0: 0.6164, loss_cls/aux0: 2.8445, loss/aux0: 2.8445 2020-10-18 12:23:10,032 - mmaction - INFO - Epoch [12][120/396] lr: 2.986e-01, eta: 2 days, 0:36:59, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.2706, top5_acc: 0.5612, loss_cls: 3.1064, loss: 3.1064, grad_norm: 1.1174, top1_acc/aux0: 0.3359, top5_acc/aux0: 0.6185, loss_cls/aux0: 2.8319, loss/aux0: 2.8319 2020-10-18 12:23:46,604 - mmaction - INFO - Epoch [12][140/396] lr: 2.986e-01, eta: 2 days, 0:30:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2547, top5_acc: 0.5323, loss_cls: 3.1897, loss: 3.1897, grad_norm: 1.1005, top1_acc/aux0: 0.3271, top5_acc/aux0: 0.6099, loss_cls/aux0: 2.8513, loss/aux0: 2.8513 2020-10-18 12:23:47,559 - mmaction - INFO - Epoch [12][140/396] lr: 2.986e-01, eta: 2 days, 0:36:51, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.2547, top5_acc: 0.5323, loss_cls: 3.1897, loss: 3.1897, grad_norm: 1.1005, top1_acc/aux0: 0.3250, top5_acc/aux0: 0.6068, loss_cls/aux0: 2.8530, loss/aux0: 2.8530 2020-10-18 12:24:24,153 - mmaction - INFO - Epoch [12][160/396] lr: 2.986e-01, eta: 2 days, 0:30:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2690, top5_acc: 0.5443, loss_cls: 3.1411, loss: 3.1411, grad_norm: 1.1144, top1_acc/aux0: 0.3305, top5_acc/aux0: 0.6065, loss_cls/aux0: 2.8694, loss/aux0: 2.8694 2020-10-18 12:24:25,119 - mmaction - INFO - Epoch [12][160/396] lr: 2.986e-01, eta: 2 days, 0:36:46, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2690, top5_acc: 0.5443, loss_cls: 3.1411, loss: 3.1411, grad_norm: 1.1216, top1_acc/aux0: 0.3302, top5_acc/aux0: 0.6062, loss_cls/aux0: 2.8781, loss/aux0: 2.8781 2020-10-18 12:25:01,702 - mmaction - INFO - Epoch [12][180/396] lr: 2.986e-01, eta: 2 days, 0:30:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2669, top5_acc: 0.5336, loss_cls: 3.1877, loss: 3.1877, grad_norm: 1.1100, top1_acc/aux0: 0.3281, top5_acc/aux0: 0.6133, loss_cls/aux0: 2.8472, loss/aux0: 2.8472 2020-10-18 12:25:02,654 - mmaction - INFO - Epoch [12][180/396] lr: 2.986e-01, eta: 2 days, 0:36:42, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2669, top5_acc: 0.5336, loss_cls: 3.1877, loss: 3.1877, grad_norm: 1.1123, top1_acc/aux0: 0.3294, top5_acc/aux0: 0.6143, loss_cls/aux0: 2.8414, loss/aux0: 2.8414 2020-10-18 12:25:39,478 - mmaction - INFO - Epoch [12][200/396] lr: 2.986e-01, eta: 2 days, 0:29:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2609, top5_acc: 0.5315, loss_cls: 3.2115, loss: 3.2115, grad_norm: 1.1219, top1_acc/aux0: 0.3365, top5_acc/aux0: 0.6115, loss_cls/aux0: 2.8296, loss/aux0: 2.8296 2020-10-18 12:25:40,498 - mmaction - INFO - Epoch [12][200/396] lr: 2.986e-01, eta: 2 days, 0:36:40, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.2609, top5_acc: 0.5315, loss_cls: 3.2115, loss: 3.2115, grad_norm: 1.1181, top1_acc/aux0: 0.3372, top5_acc/aux0: 0.6143, loss_cls/aux0: 2.8270, loss/aux0: 2.8270 2020-10-18 12:26:17,217 - mmaction - INFO - Epoch [12][220/396] lr: 2.986e-01, eta: 2 days, 0:29:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2807, top5_acc: 0.5401, loss_cls: 3.1546, loss: 3.1546, grad_norm: 1.1027, top1_acc/aux0: 0.3341, top5_acc/aux0: 0.6141, loss_cls/aux0: 2.8741, loss/aux0: 2.8741 2020-10-18 12:26:18,157 - mmaction - INFO - Epoch [12][220/396] lr: 2.986e-01, eta: 2 days, 0:36:36, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2807, top5_acc: 0.5401, loss_cls: 3.1546, loss: 3.1546, grad_norm: 1.1067, top1_acc/aux0: 0.3323, top5_acc/aux0: 0.6099, loss_cls/aux0: 2.8840, loss/aux0: 2.8840 2020-10-18 12:26:54,758 - mmaction - INFO - Epoch [12][240/396] lr: 2.986e-01, eta: 2 days, 0:29:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2698, top5_acc: 0.5292, loss_cls: 3.1914, loss: 3.1914, grad_norm: 1.0976, top1_acc/aux0: 0.3378, top5_acc/aux0: 0.6224, loss_cls/aux0: 2.8071, loss/aux0: 2.8071 2020-10-18 12:26:55,723 - mmaction - INFO - Epoch [12][240/396] lr: 2.986e-01, eta: 2 days, 0:36:28, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.2698, top5_acc: 0.5292, loss_cls: 3.1914, loss: 3.1914, grad_norm: 1.1023, top1_acc/aux0: 0.3404, top5_acc/aux0: 0.6250, loss_cls/aux0: 2.8003, loss/aux0: 2.8003 2020-10-18 12:27:32,424 - mmaction - INFO - Epoch [12][260/396] lr: 2.986e-01, eta: 2 days, 0:29:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2740, top5_acc: 0.5466, loss_cls: 3.1252, loss: 3.1252, grad_norm: 1.0889, top1_acc/aux0: 0.3370, top5_acc/aux0: 0.6068, loss_cls/aux0: 2.8705, loss/aux0: 2.8705 2020-10-18 12:27:33,399 - mmaction - INFO - Epoch [12][260/396] lr: 2.986e-01, eta: 2 days, 0:36:26, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.2740, top5_acc: 0.5466, loss_cls: 3.1252, loss: 3.1252, grad_norm: 1.0906, top1_acc/aux0: 0.3354, top5_acc/aux0: 0.6062, loss_cls/aux0: 2.8738, loss/aux0: 2.8738 2020-10-18 12:28:09,950 - mmaction - INFO - Epoch [12][280/396] lr: 2.986e-01, eta: 2 days, 0:29:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2750, top5_acc: 0.5448, loss_cls: 3.1589, loss: 3.1589, grad_norm: 1.1255, top1_acc/aux0: 0.3422, top5_acc/aux0: 0.6273, loss_cls/aux0: 2.7955, loss/aux0: 2.7955 2020-10-18 12:28:10,941 - mmaction - INFO - Epoch [12][280/396] lr: 2.986e-01, eta: 2 days, 0:36:16, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.2750, top5_acc: 0.5448, loss_cls: 3.1589, loss: 3.1589, grad_norm: 1.1266, top1_acc/aux0: 0.3435, top5_acc/aux0: 0.6284, loss_cls/aux0: 2.7901, loss/aux0: 2.7901 2020-10-18 12:28:47,571 - mmaction - INFO - Epoch [12][300/396] lr: 2.986e-01, eta: 2 days, 0:29:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2732, top5_acc: 0.5445, loss_cls: 3.1465, loss: 3.1465, grad_norm: 1.1289, top1_acc/aux0: 0.3406, top5_acc/aux0: 0.6211, loss_cls/aux0: 2.8298, loss/aux0: 2.8298 2020-10-18 12:28:48,534 - mmaction - INFO - Epoch [12][300/396] lr: 2.986e-01, eta: 2 days, 0:36:11, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.2732, top5_acc: 0.5445, loss_cls: 3.1465, loss: 3.1465, grad_norm: 1.1276, top1_acc/aux0: 0.3414, top5_acc/aux0: 0.6214, loss_cls/aux0: 2.8272, loss/aux0: 2.8272 2020-10-18 12:29:25,205 - mmaction - INFO - Epoch [12][320/396] lr: 2.986e-01, eta: 2 days, 0:29:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2656, top5_acc: 0.5409, loss_cls: 3.1800, loss: 3.1800, grad_norm: 1.1402, top1_acc/aux0: 0.3383, top5_acc/aux0: 0.6174, loss_cls/aux0: 2.7932, loss/aux0: 2.7932 2020-10-18 12:29:26,170 - mmaction - INFO - Epoch [12][320/396] lr: 2.986e-01, eta: 2 days, 0:36:05, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2656, top5_acc: 0.5409, loss_cls: 3.1800, loss: 3.1800, grad_norm: 1.1450, top1_acc/aux0: 0.3372, top5_acc/aux0: 0.6169, loss_cls/aux0: 2.7955, loss/aux0: 2.7955 2020-10-18 12:30:02,855 - mmaction - INFO - Epoch [12][340/396] lr: 2.986e-01, eta: 2 days, 0:29:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2633, top5_acc: 0.5302, loss_cls: 3.2103, loss: 3.2103, grad_norm: 1.1223, top1_acc/aux0: 0.3245, top5_acc/aux0: 0.6010, loss_cls/aux0: 2.9101, loss/aux0: 2.9101 2020-10-18 12:30:03,825 - mmaction - INFO - Epoch [12][340/396] lr: 2.986e-01, eta: 2 days, 0:35:58, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2633, top5_acc: 0.5302, loss_cls: 3.2103, loss: 3.2103, grad_norm: 1.1203, top1_acc/aux0: 0.3234, top5_acc/aux0: 0.6003, loss_cls/aux0: 2.9144, loss/aux0: 2.9144 2020-10-18 12:30:40,423 - mmaction - INFO - Epoch [12][360/396] lr: 2.986e-01, eta: 2 days, 0:29:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2583, top5_acc: 0.5232, loss_cls: 3.2469, loss: 3.2469, grad_norm: 1.1323, top1_acc/aux0: 0.3367, top5_acc/aux0: 0.6068, loss_cls/aux0: 2.8638, loss/aux0: 2.8638 2020-10-18 12:30:41,402 - mmaction - INFO - Epoch [12][360/396] lr: 2.986e-01, eta: 2 days, 0:35:51, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2583, top5_acc: 0.5232, loss_cls: 3.2469, loss: 3.2469, grad_norm: 1.1329, top1_acc/aux0: 0.3359, top5_acc/aux0: 0.6091, loss_cls/aux0: 2.8587, loss/aux0: 2.8587 2020-10-18 12:31:17,997 - mmaction - INFO - Epoch [12][380/396] lr: 2.986e-01, eta: 2 days, 0:29:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2716, top5_acc: 0.5437, loss_cls: 3.1566, loss: 3.1566, grad_norm: 1.1308, top1_acc/aux0: 0.3221, top5_acc/aux0: 0.6117, loss_cls/aux0: 2.8489, loss/aux0: 2.8489 2020-10-18 12:31:18,962 - mmaction - INFO - Epoch [12][380/396] lr: 2.986e-01, eta: 2 days, 0:35:43, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2716, top5_acc: 0.5437, loss_cls: 3.1566, loss: 3.1566, grad_norm: 1.1327, top1_acc/aux0: 0.3255, top5_acc/aux0: 0.6102, loss_cls/aux0: 2.8451, loss/aux0: 2.8451 2020-10-18 12:35:50,338 - mmaction - INFO - Epoch [13][20/396] lr: 2.984e-01, eta: 2 days, 0:18:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2753, top5_acc: 0.5516, loss_cls: 3.1137, loss: 3.1137, grad_norm: 1.1208, top1_acc/aux0: 0.3432, top5_acc/aux0: 0.6203, loss_cls/aux0: 2.8034, loss/aux0: 2.8034 2020-10-18 12:35:51,298 - mmaction - INFO - Epoch [13][20/396] lr: 2.984e-01, eta: 2 days, 0:25:18, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.2753, top5_acc: 0.5516, loss_cls: 3.1137, loss: 3.1137, grad_norm: 1.1268, top1_acc/aux0: 0.3396, top5_acc/aux0: 0.6169, loss_cls/aux0: 2.8211, loss/aux0: 2.8211 2020-10-18 12:36:27,808 - mmaction - INFO - Epoch [13][40/396] lr: 2.984e-01, eta: 2 days, 0:18:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2786, top5_acc: 0.5508, loss_cls: 3.0928, loss: 3.0928, grad_norm: 1.1405, top1_acc/aux0: 0.3174, top5_acc/aux0: 0.6049, loss_cls/aux0: 2.9119, loss/aux0: 2.9119 2020-10-18 12:36:28,766 - mmaction - INFO - Epoch [13][40/396] lr: 2.984e-01, eta: 2 days, 0:25:12, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.2786, top5_acc: 0.5508, loss_cls: 3.0928, loss: 3.0928, grad_norm: 1.1373, top1_acc/aux0: 0.3203, top5_acc/aux0: 0.6076, loss_cls/aux0: 2.8985, loss/aux0: 2.8985 2020-10-18 12:37:05,241 - mmaction - INFO - Epoch [13][60/396] lr: 2.984e-01, eta: 2 days, 0:18:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2815, top5_acc: 0.5471, loss_cls: 3.1078, loss: 3.1078, grad_norm: 1.0969, top1_acc/aux0: 0.3549, top5_acc/aux0: 0.6234, loss_cls/aux0: 2.7759, loss/aux0: 2.7759 2020-10-18 12:37:06,205 - mmaction - INFO - Epoch [13][60/396] lr: 2.984e-01, eta: 2 days, 0:25:01, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.2815, top5_acc: 0.5471, loss_cls: 3.1078, loss: 3.1078, grad_norm: 1.1028, top1_acc/aux0: 0.3552, top5_acc/aux0: 0.6234, loss_cls/aux0: 2.7784, loss/aux0: 2.7784 2020-10-18 12:37:42,706 - mmaction - INFO - Epoch [13][80/396] lr: 2.984e-01, eta: 2 days, 0:18:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2828, top5_acc: 0.5474, loss_cls: 3.1214, loss: 3.1214, grad_norm: 1.1410, top1_acc/aux0: 0.3492, top5_acc/aux0: 0.6299, loss_cls/aux0: 2.7672, loss/aux0: 2.7672 2020-10-18 12:37:43,680 - mmaction - INFO - Epoch [13][80/396] lr: 2.984e-01, eta: 2 days, 0:24:52, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.2828, top5_acc: 0.5474, loss_cls: 3.1214, loss: 3.1214, grad_norm: 1.1391, top1_acc/aux0: 0.3484, top5_acc/aux0: 0.6279, loss_cls/aux0: 2.7752, loss/aux0: 2.7752 2020-10-18 12:38:20,147 - mmaction - INFO - Epoch [13][100/396] lr: 2.984e-01, eta: 2 days, 0:18:27, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.2831, top5_acc: 0.5406, loss_cls: 3.1346, loss: 3.1346, grad_norm: 1.1109, top1_acc/aux0: 0.3250, top5_acc/aux0: 0.6107, loss_cls/aux0: 2.8687, loss/aux0: 2.8687 2020-10-18 12:38:21,097 - mmaction - INFO - Epoch [13][100/396] lr: 2.984e-01, eta: 2 days, 0:24:38, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.2831, top5_acc: 0.5406, loss_cls: 3.1346, loss: 3.1346, grad_norm: 1.1134, top1_acc/aux0: 0.3245, top5_acc/aux0: 0.6107, loss_cls/aux0: 2.8640, loss/aux0: 2.8640 2020-10-18 12:38:57,670 - mmaction - INFO - Epoch [13][120/396] lr: 2.984e-01, eta: 2 days, 0:18:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2841, top5_acc: 0.5492, loss_cls: 3.1295, loss: 3.1295, grad_norm: 1.1237, top1_acc/aux0: 0.3258, top5_acc/aux0: 0.6141, loss_cls/aux0: 2.8621, loss/aux0: 2.8621 2020-10-18 12:38:58,679 - mmaction - INFO - Epoch [13][120/396] lr: 2.984e-01, eta: 2 days, 0:24:31, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2841, top5_acc: 0.5492, loss_cls: 3.1295, loss: 3.1295, grad_norm: 1.1231, top1_acc/aux0: 0.3286, top5_acc/aux0: 0.6180, loss_cls/aux0: 2.8502, loss/aux0: 2.8502 2020-10-18 12:39:35,189 - mmaction - INFO - Epoch [13][140/396] lr: 2.984e-01, eta: 2 days, 0:18:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2740, top5_acc: 0.5469, loss_cls: 3.1683, loss: 3.1683, grad_norm: 1.1388, top1_acc/aux0: 0.3427, top5_acc/aux0: 0.6260, loss_cls/aux0: 2.7990, loss/aux0: 2.7990 2020-10-18 12:39:36,151 - mmaction - INFO - Epoch [13][140/396] lr: 2.984e-01, eta: 2 days, 0:24:22, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.2740, top5_acc: 0.5469, loss_cls: 3.1683, loss: 3.1683, grad_norm: 1.1385, top1_acc/aux0: 0.3383, top5_acc/aux0: 0.6232, loss_cls/aux0: 2.8121, loss/aux0: 2.8121 2020-10-18 12:40:12,967 - mmaction - INFO - Epoch [13][160/396] lr: 2.984e-01, eta: 2 days, 0:18:08, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2732, top5_acc: 0.5510, loss_cls: 3.1245, loss: 3.1245, grad_norm: 1.1404, top1_acc/aux0: 0.3466, top5_acc/aux0: 0.6237, loss_cls/aux0: 2.7889, loss/aux0: 2.7889 2020-10-18 12:40:13,916 - mmaction - INFO - Epoch [13][160/396] lr: 2.984e-01, eta: 2 days, 0:24:20, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.2732, top5_acc: 0.5510, loss_cls: 3.1245, loss: 3.1245, grad_norm: 1.1394, top1_acc/aux0: 0.3518, top5_acc/aux0: 0.6266, loss_cls/aux0: 2.7717, loss/aux0: 2.7717 2020-10-18 12:40:50,630 - mmaction - INFO - Epoch [13][180/396] lr: 2.984e-01, eta: 2 days, 0:18:05, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2792, top5_acc: 0.5497, loss_cls: 3.1485, loss: 3.1485, grad_norm: 1.1348, top1_acc/aux0: 0.3401, top5_acc/aux0: 0.6193, loss_cls/aux0: 2.8235, loss/aux0: 2.8235 2020-10-18 12:40:51,660 - mmaction - INFO - Epoch [13][180/396] lr: 2.984e-01, eta: 2 days, 0:24:15, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.2792, top5_acc: 0.5497, loss_cls: 3.1485, loss: 3.1485, grad_norm: 1.1390, top1_acc/aux0: 0.3393, top5_acc/aux0: 0.6211, loss_cls/aux0: 2.8256, loss/aux0: 2.8256 2020-10-18 12:41:28,309 - mmaction - INFO - Epoch [13][200/396] lr: 2.984e-01, eta: 2 days, 0:18:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2841, top5_acc: 0.5594, loss_cls: 3.0876, loss: 3.0876, grad_norm: 1.1185, top1_acc/aux0: 0.3453, top5_acc/aux0: 0.6146, loss_cls/aux0: 2.8327, loss/aux0: 2.8327 2020-10-18 12:41:29,282 - mmaction - INFO - Epoch [13][200/396] lr: 2.984e-01, eta: 2 days, 0:24:08, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.2841, top5_acc: 0.5594, loss_cls: 3.0876, loss: 3.0876, grad_norm: 1.1225, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6128, loss_cls/aux0: 2.8280, loss/aux0: 2.8280 2020-10-18 12:42:05,917 - mmaction - INFO - Epoch [13][220/396] lr: 2.984e-01, eta: 2 days, 0:17:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2836, top5_acc: 0.5589, loss_cls: 3.0922, loss: 3.0922, grad_norm: 1.1395, top1_acc/aux0: 0.3487, top5_acc/aux0: 0.6336, loss_cls/aux0: 2.8031, loss/aux0: 2.8031 2020-10-18 12:42:06,868 - mmaction - INFO - Epoch [13][220/396] lr: 2.984e-01, eta: 2 days, 0:24:01, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2836, top5_acc: 0.5589, loss_cls: 3.0922, loss: 3.0922, grad_norm: 1.1389, top1_acc/aux0: 0.3466, top5_acc/aux0: 0.6349, loss_cls/aux0: 2.8103, loss/aux0: 2.8103 2020-10-18 12:42:43,409 - mmaction - INFO - Epoch [13][240/396] lr: 2.984e-01, eta: 2 days, 0:17:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2727, top5_acc: 0.5557, loss_cls: 3.1159, loss: 3.1159, grad_norm: 1.1809, top1_acc/aux0: 0.3453, top5_acc/aux0: 0.6401, loss_cls/aux0: 2.7311, loss/aux0: 2.7311 2020-10-18 12:42:44,388 - mmaction - INFO - Epoch [13][240/396] lr: 2.984e-01, eta: 2 days, 0:23:50, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.2727, top5_acc: 0.5557, loss_cls: 3.1159, loss: 3.1159, grad_norm: 1.1776, top1_acc/aux0: 0.3479, top5_acc/aux0: 0.6383, loss_cls/aux0: 2.7328, loss/aux0: 2.7328 2020-10-18 12:43:21,168 - mmaction - INFO - Epoch [13][260/396] lr: 2.984e-01, eta: 2 days, 0:17:42, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2651, top5_acc: 0.5391, loss_cls: 3.1422, loss: 3.1422, grad_norm: 1.1375, top1_acc/aux0: 0.3305, top5_acc/aux0: 0.6190, loss_cls/aux0: 2.8406, loss/aux0: 2.8406 2020-10-18 12:43:22,126 - mmaction - INFO - Epoch [13][260/396] lr: 2.984e-01, eta: 2 days, 0:23:46, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.2651, top5_acc: 0.5391, loss_cls: 3.1422, loss: 3.1422, grad_norm: 1.1335, top1_acc/aux0: 0.3276, top5_acc/aux0: 0.6174, loss_cls/aux0: 2.8352, loss/aux0: 2.8352 2020-10-18 12:43:58,811 - mmaction - INFO - Epoch [13][280/396] lr: 2.984e-01, eta: 2 days, 0:17:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2872, top5_acc: 0.5510, loss_cls: 3.1319, loss: 3.1319, grad_norm: 1.1350, top1_acc/aux0: 0.3398, top5_acc/aux0: 0.6253, loss_cls/aux0: 2.7906, loss/aux0: 2.7906 2020-10-18 12:43:59,809 - mmaction - INFO - Epoch [13][280/396] lr: 2.984e-01, eta: 2 days, 0:23:36, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2872, top5_acc: 0.5510, loss_cls: 3.1319, loss: 3.1319, grad_norm: 1.1347, top1_acc/aux0: 0.3419, top5_acc/aux0: 0.6284, loss_cls/aux0: 2.7882, loss/aux0: 2.7882 2020-10-18 12:44:36,488 - mmaction - INFO - Epoch [13][300/396] lr: 2.984e-01, eta: 2 days, 0:17:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2630, top5_acc: 0.5398, loss_cls: 3.1856, loss: 3.1856, grad_norm: 1.1222, top1_acc/aux0: 0.3461, top5_acc/aux0: 0.6242, loss_cls/aux0: 2.7983, loss/aux0: 2.7983 2020-10-18 12:44:37,464 - mmaction - INFO - Epoch [13][300/396] lr: 2.984e-01, eta: 2 days, 0:23:26, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.2630, top5_acc: 0.5398, loss_cls: 3.1856, loss: 3.1856, grad_norm: 1.1229, top1_acc/aux0: 0.3432, top5_acc/aux0: 0.6198, loss_cls/aux0: 2.8130, loss/aux0: 2.8130 2020-10-18 12:45:14,180 - mmaction - INFO - Epoch [13][320/396] lr: 2.984e-01, eta: 2 days, 0:17:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2844, top5_acc: 0.5594, loss_cls: 3.1275, loss: 3.1275, grad_norm: 1.1204, top1_acc/aux0: 0.3362, top5_acc/aux0: 0.6221, loss_cls/aux0: 2.8007, loss/aux0: 2.8007 2020-10-18 12:45:15,136 - mmaction - INFO - Epoch [13][320/396] lr: 2.984e-01, eta: 2 days, 0:23:18, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2844, top5_acc: 0.5594, loss_cls: 3.1275, loss: 3.1275, grad_norm: 1.1213, top1_acc/aux0: 0.3375, top5_acc/aux0: 0.6258, loss_cls/aux0: 2.7923, loss/aux0: 2.7923 2020-10-18 12:45:51,921 - mmaction - INFO - Epoch [13][340/396] lr: 2.984e-01, eta: 2 days, 0:17:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2742, top5_acc: 0.5513, loss_cls: 3.1251, loss: 3.1251, grad_norm: 1.1253, top1_acc/aux0: 0.3354, top5_acc/aux0: 0.6135, loss_cls/aux0: 2.7861, loss/aux0: 2.7861 2020-10-18 12:45:52,886 - mmaction - INFO - Epoch [13][340/396] lr: 2.984e-01, eta: 2 days, 0:23:10, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.2742, top5_acc: 0.5513, loss_cls: 3.1251, loss: 3.1251, grad_norm: 1.1259, top1_acc/aux0: 0.3378, top5_acc/aux0: 0.6138, loss_cls/aux0: 2.7846, loss/aux0: 2.7846 2020-10-18 12:46:29,500 - mmaction - INFO - Epoch [13][360/396] lr: 2.984e-01, eta: 2 days, 0:17:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2914, top5_acc: 0.5526, loss_cls: 3.1032, loss: 3.1032, grad_norm: 1.1718, top1_acc/aux0: 0.3417, top5_acc/aux0: 0.6271, loss_cls/aux0: 2.7965, loss/aux0: 2.7965 2020-10-18 12:46:30,446 - mmaction - INFO - Epoch [13][360/396] lr: 2.984e-01, eta: 2 days, 0:23:00, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.2914, top5_acc: 0.5526, loss_cls: 3.1032, loss: 3.1032, grad_norm: 1.1671, top1_acc/aux0: 0.3401, top5_acc/aux0: 0.6247, loss_cls/aux0: 2.7989, loss/aux0: 2.7989 2020-10-18 12:47:07,178 - mmaction - INFO - Epoch [13][380/396] lr: 2.984e-01, eta: 2 days, 0:16:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2698, top5_acc: 0.5552, loss_cls: 3.1319, loss: 3.1319, grad_norm: 1.1327, top1_acc/aux0: 0.3469, top5_acc/aux0: 0.6286, loss_cls/aux0: 2.7686, loss/aux0: 2.7686 2020-10-18 12:47:08,196 - mmaction - INFO - Epoch [13][380/396] lr: 2.984e-01, eta: 2 days, 0:22:52, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.2698, top5_acc: 0.5552, loss_cls: 3.1319, loss: 3.1319, grad_norm: 1.1338, top1_acc/aux0: 0.3474, top5_acc/aux0: 0.6299, loss_cls/aux0: 2.7693, loss/aux0: 2.7693 2020-10-18 12:51:36,881 - mmaction - INFO - Epoch [14][20/396] lr: 2.981e-01, eta: 2 days, 0:07:21, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2935, top5_acc: 0.5604, loss_cls: 3.0721, loss: 3.0721, grad_norm: 1.1633, top1_acc/aux0: 0.3446, top5_acc/aux0: 0.6258, loss_cls/aux0: 2.7843, loss/aux0: 2.7843 2020-10-18 12:51:37,817 - mmaction - INFO - Epoch [14][20/396] lr: 2.981e-01, eta: 2 days, 0:13:08, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2935, top5_acc: 0.5604, loss_cls: 3.0721, loss: 3.0721, grad_norm: 1.1640, top1_acc/aux0: 0.3435, top5_acc/aux0: 0.6268, loss_cls/aux0: 2.7859, loss/aux0: 2.7859 2020-10-18 12:52:14,254 - mmaction - INFO - Epoch [14][40/396] lr: 2.981e-01, eta: 2 days, 0:07:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2846, top5_acc: 0.5583, loss_cls: 3.0734, loss: 3.0734, grad_norm: 1.1273, top1_acc/aux0: 0.3375, top5_acc/aux0: 0.6224, loss_cls/aux0: 2.8169, loss/aux0: 2.8169 2020-10-18 12:52:15,276 - mmaction - INFO - Epoch [14][40/396] lr: 2.981e-01, eta: 2 days, 0:12:57, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.2846, top5_acc: 0.5583, loss_cls: 3.0734, loss: 3.0734, grad_norm: 1.1252, top1_acc/aux0: 0.3401, top5_acc/aux0: 0.6203, loss_cls/aux0: 2.8120, loss/aux0: 2.8120 2020-10-18 12:52:51,788 - mmaction - INFO - Epoch [14][60/396] lr: 2.981e-01, eta: 2 days, 0:07:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2781, top5_acc: 0.5417, loss_cls: 3.1506, loss: 3.1506, grad_norm: 1.1398, top1_acc/aux0: 0.3378, top5_acc/aux0: 0.6130, loss_cls/aux0: 2.8173, loss/aux0: 2.8173 2020-10-18 12:52:52,741 - mmaction - INFO - Epoch [14][60/396] lr: 2.981e-01, eta: 2 days, 0:12:46, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.2781, top5_acc: 0.5417, loss_cls: 3.1506, loss: 3.1506, grad_norm: 1.1450, top1_acc/aux0: 0.3365, top5_acc/aux0: 0.6141, loss_cls/aux0: 2.8263, loss/aux0: 2.8263 2020-10-18 12:53:29,229 - mmaction - INFO - Epoch [14][80/396] lr: 2.981e-01, eta: 2 days, 0:06:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2867, top5_acc: 0.5518, loss_cls: 3.1027, loss: 3.1027, grad_norm: 1.0919, top1_acc/aux0: 0.3456, top5_acc/aux0: 0.6268, loss_cls/aux0: 2.7952, loss/aux0: 2.7952 2020-10-18 12:53:30,188 - mmaction - INFO - Epoch [14][80/396] lr: 2.981e-01, eta: 2 days, 0:12:36, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.2867, top5_acc: 0.5518, loss_cls: 3.1027, loss: 3.1027, grad_norm: 1.0931, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6284, loss_cls/aux0: 2.7877, loss/aux0: 2.7877 2020-10-18 12:54:06,497 - mmaction - INFO - Epoch [14][100/396] lr: 2.981e-01, eta: 2 days, 0:06:38, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.2852, top5_acc: 0.5516, loss_cls: 3.1144, loss: 3.1144, grad_norm: 1.1246, top1_acc/aux0: 0.3516, top5_acc/aux0: 0.6221, loss_cls/aux0: 2.8016, loss/aux0: 2.8016 2020-10-18 12:54:07,444 - mmaction - INFO - Epoch [14][100/396] lr: 2.981e-01, eta: 2 days, 0:12:18, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.2852, top5_acc: 0.5516, loss_cls: 3.1144, loss: 3.1144, grad_norm: 1.1235, top1_acc/aux0: 0.3508, top5_acc/aux0: 0.6190, loss_cls/aux0: 2.8036, loss/aux0: 2.8036 2020-10-18 12:54:43,988 - mmaction - INFO - Epoch [14][120/396] lr: 2.981e-01, eta: 2 days, 0:06:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5630, loss_cls: 3.0597, loss: 3.0597, grad_norm: 1.1490, top1_acc/aux0: 0.3526, top5_acc/aux0: 0.6221, loss_cls/aux0: 2.7643, loss/aux0: 2.7643 2020-10-18 12:54:44,965 - mmaction - INFO - Epoch [14][120/396] lr: 2.981e-01, eta: 2 days, 0:12:06, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5630, loss_cls: 3.0597, loss: 3.0597, grad_norm: 1.1517, top1_acc/aux0: 0.3508, top5_acc/aux0: 0.6242, loss_cls/aux0: 2.7690, loss/aux0: 2.7690 2020-10-18 12:55:21,448 - mmaction - INFO - Epoch [14][140/396] lr: 2.981e-01, eta: 2 days, 0:06:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2888, top5_acc: 0.5602, loss_cls: 3.0716, loss: 3.0716, grad_norm: 1.1577, top1_acc/aux0: 0.3471, top5_acc/aux0: 0.6328, loss_cls/aux0: 2.7775, loss/aux0: 2.7775 2020-10-18 12:55:22,421 - mmaction - INFO - Epoch [14][140/396] lr: 2.981e-01, eta: 2 days, 0:11:54, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.2888, top5_acc: 0.5602, loss_cls: 3.0716, loss: 3.0716, grad_norm: 1.1584, top1_acc/aux0: 0.3492, top5_acc/aux0: 0.6323, loss_cls/aux0: 2.7673, loss/aux0: 2.7673 2020-10-18 12:55:59,081 - mmaction - INFO - Epoch [14][160/396] lr: 2.981e-01, eta: 2 days, 0:06:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2911, top5_acc: 0.5583, loss_cls: 3.0714, loss: 3.0714, grad_norm: 1.1341, top1_acc/aux0: 0.3393, top5_acc/aux0: 0.6174, loss_cls/aux0: 2.7917, loss/aux0: 2.7917 2020-10-18 12:56:00,031 - mmaction - INFO - Epoch [14][160/396] lr: 2.981e-01, eta: 2 days, 0:11:46, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2911, top5_acc: 0.5583, loss_cls: 3.0714, loss: 3.0714, grad_norm: 1.1324, top1_acc/aux0: 0.3401, top5_acc/aux0: 0.6174, loss_cls/aux0: 2.8016, loss/aux0: 2.8016 2020-10-18 12:56:36,781 - mmaction - INFO - Epoch [14][180/396] lr: 2.981e-01, eta: 2 days, 0:05:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2930, top5_acc: 0.5557, loss_cls: 3.1087, loss: 3.1087, grad_norm: 1.1566, top1_acc/aux0: 0.3513, top5_acc/aux0: 0.6333, loss_cls/aux0: 2.7534, loss/aux0: 2.7534 2020-10-18 12:56:37,763 - mmaction - INFO - Epoch [14][180/396] lr: 2.981e-01, eta: 2 days, 0:11:38, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.2930, top5_acc: 0.5557, loss_cls: 3.1087, loss: 3.1087, grad_norm: 1.1519, top1_acc/aux0: 0.3500, top5_acc/aux0: 0.6318, loss_cls/aux0: 2.7596, loss/aux0: 2.7596 2020-10-18 12:57:14,540 - mmaction - INFO - Epoch [14][200/396] lr: 2.981e-01, eta: 2 days, 0:05:53, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2820, top5_acc: 0.5576, loss_cls: 3.0954, loss: 3.0954, grad_norm: 1.1654, top1_acc/aux0: 0.3565, top5_acc/aux0: 0.6383, loss_cls/aux0: 2.7512, loss/aux0: 2.7512 2020-10-18 12:57:15,515 - mmaction - INFO - Epoch [14][200/396] lr: 2.981e-01, eta: 2 days, 0:11:34, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.2820, top5_acc: 0.5576, loss_cls: 3.0954, loss: 3.0954, grad_norm: 1.1659, top1_acc/aux0: 0.3563, top5_acc/aux0: 0.6370, loss_cls/aux0: 2.7526, loss/aux0: 2.7526 2020-10-18 12:57:51,888 - mmaction - INFO - Epoch [14][220/396] lr: 2.981e-01, eta: 2 days, 0:05:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2823, top5_acc: 0.5542, loss_cls: 3.1090, loss: 3.1090, grad_norm: 1.1444, top1_acc/aux0: 0.3453, top5_acc/aux0: 0.6294, loss_cls/aux0: 2.7759, loss/aux0: 2.7759 2020-10-18 12:57:52,815 - mmaction - INFO - Epoch [14][220/396] lr: 2.981e-01, eta: 2 days, 0:11:19, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.2823, top5_acc: 0.5542, loss_cls: 3.1090, loss: 3.1090, grad_norm: 1.1458, top1_acc/aux0: 0.3464, top5_acc/aux0: 0.6323, loss_cls/aux0: 2.7615, loss/aux0: 2.7615 2020-10-18 12:58:29,628 - mmaction - INFO - Epoch [14][240/396] lr: 2.981e-01, eta: 2 days, 0:05:36, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.2909, top5_acc: 0.5417, loss_cls: 3.1330, loss: 3.1330, grad_norm: 1.1284, top1_acc/aux0: 0.3448, top5_acc/aux0: 0.6232, loss_cls/aux0: 2.7931, loss/aux0: 2.7931 2020-10-18 12:58:30,595 - mmaction - INFO - Epoch [14][240/396] lr: 2.981e-01, eta: 2 days, 0:11:15, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.2909, top5_acc: 0.5417, loss_cls: 3.1330, loss: 3.1330, grad_norm: 1.1283, top1_acc/aux0: 0.3448, top5_acc/aux0: 0.6240, loss_cls/aux0: 2.8015, loss/aux0: 2.8015 2020-10-18 12:59:07,160 - mmaction - INFO - Epoch [14][260/396] lr: 2.981e-01, eta: 2 days, 0:05:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2784, top5_acc: 0.5547, loss_cls: 3.1222, loss: 3.1222, grad_norm: 1.1577, top1_acc/aux0: 0.3581, top5_acc/aux0: 0.6391, loss_cls/aux0: 2.7338, loss/aux0: 2.7338 2020-10-18 12:59:08,096 - mmaction - INFO - Epoch [14][260/396] lr: 2.981e-01, eta: 2 days, 0:11:04, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.2784, top5_acc: 0.5547, loss_cls: 3.1222, loss: 3.1222, grad_norm: 1.1575, top1_acc/aux0: 0.3570, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.7341, loss/aux0: 2.7341 2020-10-18 12:59:44,633 - mmaction - INFO - Epoch [14][280/396] lr: 2.981e-01, eta: 2 days, 0:05:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2831, top5_acc: 0.5503, loss_cls: 3.0878, loss: 3.0878, grad_norm: 1.1376, top1_acc/aux0: 0.3385, top5_acc/aux0: 0.6237, loss_cls/aux0: 2.8007, loss/aux0: 2.8007 2020-10-18 12:59:45,580 - mmaction - INFO - Epoch [14][280/396] lr: 2.981e-01, eta: 2 days, 0:10:49, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.2831, top5_acc: 0.5503, loss_cls: 3.0878, loss: 3.0878, grad_norm: 1.1377, top1_acc/aux0: 0.3406, top5_acc/aux0: 0.6219, loss_cls/aux0: 2.7932, loss/aux0: 2.7932 2020-10-18 13:00:22,341 - mmaction - INFO - Epoch [14][300/396] lr: 2.981e-01, eta: 2 days, 0:05:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2896, top5_acc: 0.5661, loss_cls: 3.0280, loss: 3.0280, grad_norm: 1.1636, top1_acc/aux0: 0.3557, top5_acc/aux0: 0.6339, loss_cls/aux0: 2.7443, loss/aux0: 2.7443 2020-10-18 13:00:23,294 - mmaction - INFO - Epoch [14][300/396] lr: 2.981e-01, eta: 2 days, 0:10:39, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.2896, top5_acc: 0.5661, loss_cls: 3.0280, loss: 3.0280, grad_norm: 1.1599, top1_acc/aux0: 0.3565, top5_acc/aux0: 0.6367, loss_cls/aux0: 2.7444, loss/aux0: 2.7444 2020-10-18 13:00:59,888 - mmaction - INFO - Epoch [14][320/396] lr: 2.981e-01, eta: 2 days, 0:04:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2935, top5_acc: 0.5742, loss_cls: 3.0580, loss: 3.0580, grad_norm: 1.1439, top1_acc/aux0: 0.3523, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.7495, loss/aux0: 2.7495 2020-10-18 13:01:00,858 - mmaction - INFO - Epoch [14][320/396] lr: 2.981e-01, eta: 2 days, 0:10:28, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.2935, top5_acc: 0.5742, loss_cls: 3.0580, loss: 3.0580, grad_norm: 1.1456, top1_acc/aux0: 0.3466, top5_acc/aux0: 0.6333, loss_cls/aux0: 2.7760, loss/aux0: 2.7760 2020-10-18 13:01:37,498 - mmaction - INFO - Epoch [14][340/396] lr: 2.981e-01, eta: 2 days, 0:04:49, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2919, top5_acc: 0.5622, loss_cls: 3.0759, loss: 3.0759, grad_norm: 1.1364, top1_acc/aux0: 0.3492, top5_acc/aux0: 0.6255, loss_cls/aux0: 2.7779, loss/aux0: 2.7779 2020-10-18 13:01:38,418 - mmaction - INFO - Epoch [14][340/396] lr: 2.981e-01, eta: 2 days, 0:10:17, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2919, top5_acc: 0.5622, loss_cls: 3.0759, loss: 3.0759, grad_norm: 1.1406, top1_acc/aux0: 0.3539, top5_acc/aux0: 0.6294, loss_cls/aux0: 2.7545, loss/aux0: 2.7545 2020-10-18 13:02:15,293 - mmaction - INFO - Epoch [14][360/396] lr: 2.981e-01, eta: 2 days, 0:04:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2799, top5_acc: 0.5539, loss_cls: 3.1259, loss: 3.1259, grad_norm: 1.1343, top1_acc/aux0: 0.3682, top5_acc/aux0: 0.6518, loss_cls/aux0: 2.6644, loss/aux0: 2.6644 2020-10-18 13:02:16,260 - mmaction - INFO - Epoch [14][360/396] lr: 2.981e-01, eta: 2 days, 0:10:07, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.2799, top5_acc: 0.5539, loss_cls: 3.1259, loss: 3.1259, grad_norm: 1.1344, top1_acc/aux0: 0.3661, top5_acc/aux0: 0.6513, loss_cls/aux0: 2.6667, loss/aux0: 2.6667 2020-10-18 13:02:52,972 - mmaction - INFO - Epoch [14][380/396] lr: 2.981e-01, eta: 2 days, 0:04:31, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.2794, top5_acc: 0.5568, loss_cls: 3.0978, loss: 3.0978, grad_norm: 1.1330, top1_acc/aux0: 0.3531, top5_acc/aux0: 0.6383, loss_cls/aux0: 2.7619, loss/aux0: 2.7619 2020-10-18 13:02:53,936 - mmaction - INFO - Epoch [14][380/396] lr: 2.981e-01, eta: 2 days, 0:09:59, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.2794, top5_acc: 0.5568, loss_cls: 3.0978, loss: 3.0978, grad_norm: 1.1278, top1_acc/aux0: 0.3562, top5_acc/aux0: 0.6393, loss_cls/aux0: 2.7497, loss/aux0: 2.7497 2020-10-18 13:07:25,699 - mmaction - INFO - Epoch [15][20/396] lr: 2.978e-01, eta: 1 day, 23:55:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.2990, top5_acc: 0.5594, loss_cls: 3.0570, loss: 3.0570, grad_norm: 1.1592, top1_acc/aux0: 0.3569, top5_acc/aux0: 0.6423, loss_cls/aux0: 2.7234, loss/aux0: 2.7234 2020-10-18 13:07:26,611 - mmaction - INFO - Epoch [15][20/396] lr: 2.978e-01, eta: 2 days, 0:00:53, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.2990, top5_acc: 0.5594, loss_cls: 3.0570, loss: 3.0570, grad_norm: 1.1583, top1_acc/aux0: 0.3529, top5_acc/aux0: 0.6388, loss_cls/aux0: 2.7326, loss/aux0: 2.7326 2020-10-18 13:08:02,991 - mmaction - INFO - Epoch [15][40/396] lr: 2.978e-01, eta: 1 day, 23:55:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2857, top5_acc: 0.5622, loss_cls: 3.0504, loss: 3.0504, grad_norm: 1.1269, top1_acc/aux0: 0.3451, top5_acc/aux0: 0.6255, loss_cls/aux0: 2.7795, loss/aux0: 2.7795 2020-10-18 13:08:03,924 - mmaction - INFO - Epoch [15][40/396] lr: 2.978e-01, eta: 2 days, 0:00:41, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.2857, top5_acc: 0.5622, loss_cls: 3.0504, loss: 3.0504, grad_norm: 1.1273, top1_acc/aux0: 0.3471, top5_acc/aux0: 0.6284, loss_cls/aux0: 2.7720, loss/aux0: 2.7720 2020-10-18 13:08:40,536 - mmaction - INFO - Epoch [15][60/396] lr: 2.978e-01, eta: 1 day, 23:55:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2943, top5_acc: 0.5674, loss_cls: 3.0507, loss: 3.0507, grad_norm: 1.1634, top1_acc/aux0: 0.3578, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6910, loss/aux0: 2.6910 2020-10-18 13:08:41,521 - mmaction - INFO - Epoch [15][60/396] lr: 2.978e-01, eta: 2 days, 0:00:31, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.2943, top5_acc: 0.5674, loss_cls: 3.0507, loss: 3.0507, grad_norm: 1.1640, top1_acc/aux0: 0.3596, top5_acc/aux0: 0.6492, loss_cls/aux0: 2.6841, loss/aux0: 2.6841 2020-10-18 13:09:18,164 - mmaction - INFO - Epoch [15][80/396] lr: 2.978e-01, eta: 1 day, 23:55:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.2924, top5_acc: 0.5643, loss_cls: 3.0401, loss: 3.0401, grad_norm: 1.1536, top1_acc/aux0: 0.3586, top5_acc/aux0: 0.6352, loss_cls/aux0: 2.7120, loss/aux0: 2.7120 2020-10-18 13:09:19,128 - mmaction - INFO - Epoch [15][80/396] lr: 2.978e-01, eta: 2 days, 0:00:19, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.2924, top5_acc: 0.5643, loss_cls: 3.0401, loss: 3.0401, grad_norm: 1.1577, top1_acc/aux0: 0.3562, top5_acc/aux0: 0.6357, loss_cls/aux0: 2.7232, loss/aux0: 2.7232 2020-10-18 13:09:55,645 - mmaction - INFO - Epoch [15][100/396] lr: 2.978e-01, eta: 1 day, 23:54:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2969, top5_acc: 0.5612, loss_cls: 3.0386, loss: 3.0386, grad_norm: 1.1407, top1_acc/aux0: 0.3672, top5_acc/aux0: 0.6487, loss_cls/aux0: 2.6726, loss/aux0: 2.6726 2020-10-18 13:09:56,586 - mmaction - INFO - Epoch [15][100/396] lr: 2.978e-01, eta: 2 days, 0:00:05, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.2969, top5_acc: 0.5612, loss_cls: 3.0386, loss: 3.0386, grad_norm: 1.1397, top1_acc/aux0: 0.3708, top5_acc/aux0: 0.6461, loss_cls/aux0: 2.6728, loss/aux0: 2.6728 2020-10-18 13:10:33,281 - mmaction - INFO - Epoch [15][120/396] lr: 2.978e-01, eta: 1 day, 23:54:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2883, top5_acc: 0.5612, loss_cls: 3.1015, loss: 3.1015, grad_norm: 1.1400, top1_acc/aux0: 0.3557, top5_acc/aux0: 0.6393, loss_cls/aux0: 2.7237, loss/aux0: 2.7237 2020-10-18 13:10:34,267 - mmaction - INFO - Epoch [15][120/396] lr: 2.978e-01, eta: 1 day, 23:59:54, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2883, top5_acc: 0.5612, loss_cls: 3.1015, loss: 3.1015, grad_norm: 1.1390, top1_acc/aux0: 0.3526, top5_acc/aux0: 0.6411, loss_cls/aux0: 2.7140, loss/aux0: 2.7140 2020-10-18 13:11:10,857 - mmaction - INFO - Epoch [15][140/396] lr: 2.978e-01, eta: 1 day, 23:54:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.2839, top5_acc: 0.5667, loss_cls: 3.0549, loss: 3.0549, grad_norm: 1.1573, top1_acc/aux0: 0.3596, top5_acc/aux0: 0.6383, loss_cls/aux0: 2.7051, loss/aux0: 2.7051 2020-10-18 13:11:11,813 - mmaction - INFO - Epoch [15][140/396] lr: 2.978e-01, eta: 1 day, 23:59:40, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.2839, top5_acc: 0.5667, loss_cls: 3.0549, loss: 3.0549, grad_norm: 1.1577, top1_acc/aux0: 0.3604, top5_acc/aux0: 0.6375, loss_cls/aux0: 2.7185, loss/aux0: 2.7185 2020-10-18 13:11:48,456 - mmaction - INFO - Epoch [15][160/396] lr: 2.978e-01, eta: 1 day, 23:54:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2997, top5_acc: 0.5685, loss_cls: 3.0479, loss: 3.0479, grad_norm: 1.1370, top1_acc/aux0: 0.3516, top5_acc/aux0: 0.6333, loss_cls/aux0: 2.7566, loss/aux0: 2.7566 2020-10-18 13:11:49,405 - mmaction - INFO - Epoch [15][160/396] lr: 2.978e-01, eta: 1 day, 23:59:28, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.2997, top5_acc: 0.5685, loss_cls: 3.0479, loss: 3.0479, grad_norm: 1.1352, top1_acc/aux0: 0.3542, top5_acc/aux0: 0.6357, loss_cls/aux0: 2.7427, loss/aux0: 2.7427 2020-10-18 13:12:26,084 - mmaction - INFO - Epoch [15][180/396] lr: 2.978e-01, eta: 1 day, 23:54:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2927, top5_acc: 0.5807, loss_cls: 3.0387, loss: 3.0387, grad_norm: 1.1752, top1_acc/aux0: 0.3656, top5_acc/aux0: 0.6471, loss_cls/aux0: 2.6888, loss/aux0: 2.6888 2020-10-18 13:12:27,032 - mmaction - INFO - Epoch [15][180/396] lr: 2.978e-01, eta: 1 day, 23:59:17, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2927, top5_acc: 0.5807, loss_cls: 3.0387, loss: 3.0387, grad_norm: 1.1730, top1_acc/aux0: 0.3669, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6789, loss/aux0: 2.6789 2020-10-18 13:13:03,672 - mmaction - INFO - Epoch [15][200/396] lr: 2.978e-01, eta: 1 day, 23:53:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2990, top5_acc: 0.5630, loss_cls: 3.0472, loss: 3.0472, grad_norm: 1.1629, top1_acc/aux0: 0.3648, top5_acc/aux0: 0.6435, loss_cls/aux0: 2.6988, loss/aux0: 2.6988 2020-10-18 13:13:04,607 - mmaction - INFO - Epoch [15][200/396] lr: 2.978e-01, eta: 1 day, 23:59:03, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.2990, top5_acc: 0.5630, loss_cls: 3.0472, loss: 3.0472, grad_norm: 1.1548, top1_acc/aux0: 0.3651, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.6985, loss/aux0: 2.6985 2020-10-18 13:13:41,267 - mmaction - INFO - Epoch [15][220/396] lr: 2.978e-01, eta: 1 day, 23:53:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2901, top5_acc: 0.5570, loss_cls: 3.0381, loss: 3.0381, grad_norm: 1.1881, top1_acc/aux0: 0.3609, top5_acc/aux0: 0.6471, loss_cls/aux0: 2.6801, loss/aux0: 2.6801 2020-10-18 13:13:42,221 - mmaction - INFO - Epoch [15][220/396] lr: 2.978e-01, eta: 1 day, 23:58:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.2901, top5_acc: 0.5570, loss_cls: 3.0381, loss: 3.0381, grad_norm: 1.1887, top1_acc/aux0: 0.3565, top5_acc/aux0: 0.6451, loss_cls/aux0: 2.6909, loss/aux0: 2.6909 2020-10-18 13:14:18,983 - mmaction - INFO - Epoch [15][240/396] lr: 2.978e-01, eta: 1 day, 23:53:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2911, top5_acc: 0.5656, loss_cls: 3.0550, loss: 3.0550, grad_norm: 1.1545, top1_acc/aux0: 0.3596, top5_acc/aux0: 0.6451, loss_cls/aux0: 2.6974, loss/aux0: 2.6974 2020-10-18 13:14:19,928 - mmaction - INFO - Epoch [15][240/396] lr: 2.978e-01, eta: 1 day, 23:58:42, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2911, top5_acc: 0.5656, loss_cls: 3.0550, loss: 3.0550, grad_norm: 1.1531, top1_acc/aux0: 0.3615, top5_acc/aux0: 0.6437, loss_cls/aux0: 2.6978, loss/aux0: 2.6978 2020-10-18 13:14:56,539 - mmaction - INFO - Epoch [15][260/396] lr: 2.978e-01, eta: 1 day, 23:53:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2951, top5_acc: 0.5664, loss_cls: 3.0422, loss: 3.0422, grad_norm: 1.1522, top1_acc/aux0: 0.3714, top5_acc/aux0: 0.6409, loss_cls/aux0: 2.7030, loss/aux0: 2.7030 2020-10-18 13:14:57,522 - mmaction - INFO - Epoch [15][260/396] lr: 2.978e-01, eta: 1 day, 23:58:30, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.2951, top5_acc: 0.5664, loss_cls: 3.0422, loss: 3.0422, grad_norm: 1.1523, top1_acc/aux0: 0.3716, top5_acc/aux0: 0.6414, loss_cls/aux0: 2.7035, loss/aux0: 2.7035 2020-10-18 13:15:34,151 - mmaction - INFO - Epoch [15][280/396] lr: 2.978e-01, eta: 1 day, 23:53:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3023, top5_acc: 0.5758, loss_cls: 3.0233, loss: 3.0233, grad_norm: 1.1466, top1_acc/aux0: 0.3641, top5_acc/aux0: 0.6482, loss_cls/aux0: 2.6903, loss/aux0: 2.6903 2020-10-18 13:15:35,115 - mmaction - INFO - Epoch [15][280/396] lr: 2.978e-01, eta: 1 day, 23:58:19, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3023, top5_acc: 0.5758, loss_cls: 3.0233, loss: 3.0233, grad_norm: 1.1481, top1_acc/aux0: 0.3607, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.7004, loss/aux0: 2.7004 2020-10-18 13:16:11,743 - mmaction - INFO - Epoch [15][300/396] lr: 2.978e-01, eta: 1 day, 23:52:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2909, top5_acc: 0.5565, loss_cls: 3.0682, loss: 3.0682, grad_norm: 1.1555, top1_acc/aux0: 0.3589, top5_acc/aux0: 0.6404, loss_cls/aux0: 2.7123, loss/aux0: 2.7123 2020-10-18 13:16:12,694 - mmaction - INFO - Epoch [15][300/396] lr: 2.978e-01, eta: 1 day, 23:58:03, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.2909, top5_acc: 0.5565, loss_cls: 3.0682, loss: 3.0682, grad_norm: 1.1510, top1_acc/aux0: 0.3630, top5_acc/aux0: 0.6422, loss_cls/aux0: 2.6985, loss/aux0: 2.6985 2020-10-18 13:16:49,547 - mmaction - INFO - Epoch [15][320/396] lr: 2.978e-01, eta: 1 day, 23:52:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.2966, top5_acc: 0.5594, loss_cls: 3.0653, loss: 3.0653, grad_norm: 1.1423, top1_acc/aux0: 0.3560, top5_acc/aux0: 0.6307, loss_cls/aux0: 2.7549, loss/aux0: 2.7549 2020-10-18 13:16:50,488 - mmaction - INFO - Epoch [15][320/396] lr: 2.978e-01, eta: 1 day, 23:57:52, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2966, top5_acc: 0.5594, loss_cls: 3.0653, loss: 3.0653, grad_norm: 1.1432, top1_acc/aux0: 0.3552, top5_acc/aux0: 0.6326, loss_cls/aux0: 2.7529, loss/aux0: 2.7529 2020-10-18 13:17:27,081 - mmaction - INFO - Epoch [15][340/396] lr: 2.978e-01, eta: 1 day, 23:52:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2854, top5_acc: 0.5591, loss_cls: 3.0684, loss: 3.0684, grad_norm: 1.1506, top1_acc/aux0: 0.3630, top5_acc/aux0: 0.6440, loss_cls/aux0: 2.7086, loss/aux0: 2.7086 2020-10-18 13:17:28,038 - mmaction - INFO - Epoch [15][340/396] lr: 2.978e-01, eta: 1 day, 23:57:39, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2854, top5_acc: 0.5591, loss_cls: 3.0684, loss: 3.0684, grad_norm: 1.1520, top1_acc/aux0: 0.3643, top5_acc/aux0: 0.6406, loss_cls/aux0: 2.7120, loss/aux0: 2.7120 2020-10-18 13:18:04,692 - mmaction - INFO - Epoch [15][360/396] lr: 2.978e-01, eta: 1 day, 23:52:22, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3042, top5_acc: 0.5706, loss_cls: 3.0267, loss: 3.0267, grad_norm: 1.1719, top1_acc/aux0: 0.3875, top5_acc/aux0: 0.6542, loss_cls/aux0: 2.6392, loss/aux0: 2.6392 2020-10-18 13:18:05,652 - mmaction - INFO - Epoch [15][360/396] lr: 2.978e-01, eta: 1 day, 23:57:27, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3042, top5_acc: 0.5706, loss_cls: 3.0267, loss: 3.0267, grad_norm: 1.1733, top1_acc/aux0: 0.3859, top5_acc/aux0: 0.6542, loss_cls/aux0: 2.6414, loss/aux0: 2.6414 2020-10-18 13:18:42,293 - mmaction - INFO - Epoch [15][380/396] lr: 2.978e-01, eta: 1 day, 23:52:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.2930, top5_acc: 0.5729, loss_cls: 3.0364, loss: 3.0364, grad_norm: 1.1496, top1_acc/aux0: 0.3633, top5_acc/aux0: 0.6370, loss_cls/aux0: 2.7267, loss/aux0: 2.7267 2020-10-18 13:18:43,268 - mmaction - INFO - Epoch [15][380/396] lr: 2.978e-01, eta: 1 day, 23:57:12, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.2930, top5_acc: 0.5729, loss_cls: 3.0364, loss: 3.0364, grad_norm: 1.1433, top1_acc/aux0: 0.3651, top5_acc/aux0: 0.6362, loss_cls/aux0: 2.7197, loss/aux0: 2.7197 2020-10-18 13:23:42,739 - mmaction - INFO - Epoch [16][20/396] lr: 2.975e-01, eta: 1 day, 23:43:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3039, top5_acc: 0.5695, loss_cls: 3.0039, loss: 3.0039, grad_norm: 1.1423, top1_acc/aux0: 0.3632, top5_acc/aux0: 0.6414, loss_cls/aux0: 2.6935, loss/aux0: 2.6935 2020-10-18 13:23:43,685 - mmaction - INFO - Epoch [16][20/396] lr: 2.975e-01, eta: 1 day, 23:48:43, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3039, top5_acc: 0.5695, loss_cls: 3.0039, loss: 3.0039, grad_norm: 1.1399, top1_acc/aux0: 0.3648, top5_acc/aux0: 0.6424, loss_cls/aux0: 2.6889, loss/aux0: 2.6889 2020-10-18 13:24:20,195 - mmaction - INFO - Epoch [16][40/396] lr: 2.975e-01, eta: 1 day, 23:43:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.2984, top5_acc: 0.5773, loss_cls: 2.9900, loss: 2.9900, grad_norm: 1.1481, top1_acc/aux0: 0.3591, top5_acc/aux0: 0.6422, loss_cls/aux0: 2.7104, loss/aux0: 2.7104 2020-10-18 13:24:21,142 - mmaction - INFO - Epoch [16][40/396] lr: 2.975e-01, eta: 1 day, 23:48:30, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.2984, top5_acc: 0.5773, loss_cls: 2.9900, loss: 2.9900, grad_norm: 1.1449, top1_acc/aux0: 0.3578, top5_acc/aux0: 0.6440, loss_cls/aux0: 2.7135, loss/aux0: 2.7135 2020-10-18 13:24:57,619 - mmaction - INFO - Epoch [16][60/396] lr: 2.975e-01, eta: 1 day, 23:43:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3120, top5_acc: 0.5797, loss_cls: 2.9852, loss: 2.9852, grad_norm: 1.1611, top1_acc/aux0: 0.3622, top5_acc/aux0: 0.6471, loss_cls/aux0: 2.7100, loss/aux0: 2.7100 2020-10-18 13:24:58,552 - mmaction - INFO - Epoch [16][60/396] lr: 2.975e-01, eta: 1 day, 23:48:17, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3120, top5_acc: 0.5797, loss_cls: 2.9852, loss: 2.9852, grad_norm: 1.1600, top1_acc/aux0: 0.3646, top5_acc/aux0: 0.6437, loss_cls/aux0: 2.7081, loss/aux0: 2.7081 2020-10-18 13:25:35,262 - mmaction - INFO - Epoch [16][80/396] lr: 2.975e-01, eta: 1 day, 23:43:08, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3005, top5_acc: 0.5755, loss_cls: 3.0129, loss: 3.0129, grad_norm: 1.1735, top1_acc/aux0: 0.3594, top5_acc/aux0: 0.6349, loss_cls/aux0: 2.7340, loss/aux0: 2.7340 2020-10-18 13:25:36,236 - mmaction - INFO - Epoch [16][80/396] lr: 2.975e-01, eta: 1 day, 23:48:08, time: 0.947, data_time: 0.004, memory: 8466, top1_acc: 0.3005, top5_acc: 0.5755, loss_cls: 3.0129, loss: 3.0129, grad_norm: 1.1718, top1_acc/aux0: 0.3565, top5_acc/aux0: 0.6341, loss_cls/aux0: 2.7417, loss/aux0: 2.7417 2020-10-18 13:26:12,672 - mmaction - INFO - Epoch [16][100/396] lr: 2.975e-01, eta: 1 day, 23:42:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.2888, top5_acc: 0.5622, loss_cls: 3.0458, loss: 3.0458, grad_norm: 1.1383, top1_acc/aux0: 0.3727, top5_acc/aux0: 0.6326, loss_cls/aux0: 2.6991, loss/aux0: 2.6991 2020-10-18 13:26:13,646 - mmaction - INFO - Epoch [16][100/396] lr: 2.975e-01, eta: 1 day, 23:47:51, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.2888, top5_acc: 0.5622, loss_cls: 3.0458, loss: 3.0458, grad_norm: 1.1386, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6352, loss_cls/aux0: 2.6954, loss/aux0: 2.6954 2020-10-18 13:26:50,254 - mmaction - INFO - Epoch [16][120/396] lr: 2.975e-01, eta: 1 day, 23:42:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3042, top5_acc: 0.5693, loss_cls: 3.0250, loss: 3.0250, grad_norm: 1.1640, top1_acc/aux0: 0.3659, top5_acc/aux0: 0.6529, loss_cls/aux0: 2.6890, loss/aux0: 2.6890 2020-10-18 13:26:51,279 - mmaction - INFO - Epoch [16][120/396] lr: 2.975e-01, eta: 1 day, 23:47:39, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3042, top5_acc: 0.5693, loss_cls: 3.0250, loss: 3.0250, grad_norm: 1.1649, top1_acc/aux0: 0.3664, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6975, loss/aux0: 2.6975 2020-10-18 13:27:28,030 - mmaction - INFO - Epoch [16][140/396] lr: 2.975e-01, eta: 1 day, 23:42:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3005, top5_acc: 0.5781, loss_cls: 2.9891, loss: 2.9891, grad_norm: 1.1814, top1_acc/aux0: 0.3750, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.7017, loss/aux0: 2.7017 2020-10-18 13:27:28,978 - mmaction - INFO - Epoch [16][140/396] lr: 2.975e-01, eta: 1 day, 23:47:27, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3005, top5_acc: 0.5781, loss_cls: 2.9891, loss: 2.9891, grad_norm: 1.1864, top1_acc/aux0: 0.3740, top5_acc/aux0: 0.6383, loss_cls/aux0: 2.7016, loss/aux0: 2.7016 2020-10-18 13:28:05,603 - mmaction - INFO - Epoch [16][160/396] lr: 2.975e-01, eta: 1 day, 23:42:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2901, top5_acc: 0.5648, loss_cls: 3.0496, loss: 3.0496, grad_norm: 1.2019, top1_acc/aux0: 0.3529, top5_acc/aux0: 0.6333, loss_cls/aux0: 2.7179, loss/aux0: 2.7179 2020-10-18 13:28:06,515 - mmaction - INFO - Epoch [16][160/396] lr: 2.975e-01, eta: 1 day, 23:47:14, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.2901, top5_acc: 0.5648, loss_cls: 3.0496, loss: 3.0496, grad_norm: 1.1980, top1_acc/aux0: 0.3531, top5_acc/aux0: 0.6357, loss_cls/aux0: 2.7101, loss/aux0: 2.7101 2020-10-18 13:28:43,238 - mmaction - INFO - Epoch [16][180/396] lr: 2.975e-01, eta: 1 day, 23:42:11, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3034, top5_acc: 0.5628, loss_cls: 3.0232, loss: 3.0232, grad_norm: 1.1507, top1_acc/aux0: 0.3591, top5_acc/aux0: 0.6435, loss_cls/aux0: 2.6936, loss/aux0: 2.6936 2020-10-18 13:28:44,266 - mmaction - INFO - Epoch [16][180/396] lr: 2.975e-01, eta: 1 day, 23:47:08, time: 0.954, data_time: 0.003, memory: 8466, top1_acc: 0.3034, top5_acc: 0.5628, loss_cls: 3.0232, loss: 3.0232, grad_norm: 1.1541, top1_acc/aux0: 0.3615, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.6885, loss/aux0: 2.6885 2020-10-18 13:29:20,765 - mmaction - INFO - Epoch [16][200/396] lr: 2.975e-01, eta: 1 day, 23:42:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.2964, top5_acc: 0.5682, loss_cls: 3.0450, loss: 3.0450, grad_norm: 1.1830, top1_acc/aux0: 0.3643, top5_acc/aux0: 0.6503, loss_cls/aux0: 2.6994, loss/aux0: 2.6994 2020-10-18 13:29:21,802 - mmaction - INFO - Epoch [16][200/396] lr: 2.975e-01, eta: 1 day, 23:46:51, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.2964, top5_acc: 0.5682, loss_cls: 3.0450, loss: 3.0450, grad_norm: 1.1801, top1_acc/aux0: 0.3620, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.7006, loss/aux0: 2.7006 2020-10-18 13:29:58,484 - mmaction - INFO - Epoch [16][220/396] lr: 2.975e-01, eta: 1 day, 23:41:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2945, top5_acc: 0.5654, loss_cls: 3.0143, loss: 3.0143, grad_norm: 1.1851, top1_acc/aux0: 0.3589, top5_acc/aux0: 0.6362, loss_cls/aux0: 2.7282, loss/aux0: 2.7282 2020-10-18 13:29:59,457 - mmaction - INFO - Epoch [16][220/396] lr: 2.975e-01, eta: 1 day, 23:46:39, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.2945, top5_acc: 0.5654, loss_cls: 3.0143, loss: 3.0143, grad_norm: 1.1870, top1_acc/aux0: 0.3604, top5_acc/aux0: 0.6372, loss_cls/aux0: 2.7266, loss/aux0: 2.7266 2020-10-18 13:30:35,990 - mmaction - INFO - Epoch [16][240/396] lr: 2.975e-01, eta: 1 day, 23:41:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2893, top5_acc: 0.5672, loss_cls: 3.0809, loss: 3.0809, grad_norm: 1.1627, top1_acc/aux0: 0.3763, top5_acc/aux0: 0.6594, loss_cls/aux0: 2.6616, loss/aux0: 2.6616 2020-10-18 13:30:36,962 - mmaction - INFO - Epoch [16][240/396] lr: 2.975e-01, eta: 1 day, 23:46:26, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2893, top5_acc: 0.5672, loss_cls: 3.0809, loss: 3.0809, grad_norm: 1.1684, top1_acc/aux0: 0.3776, top5_acc/aux0: 0.6599, loss_cls/aux0: 2.6603, loss/aux0: 2.6603 2020-10-18 13:31:13,623 - mmaction - INFO - Epoch [16][260/396] lr: 2.975e-01, eta: 1 day, 23:41:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2940, top5_acc: 0.5674, loss_cls: 3.0665, loss: 3.0665, grad_norm: 1.1775, top1_acc/aux0: 0.3510, top5_acc/aux0: 0.6341, loss_cls/aux0: 2.7696, loss/aux0: 2.7696 2020-10-18 13:31:14,619 - mmaction - INFO - Epoch [16][260/396] lr: 2.975e-01, eta: 1 day, 23:46:14, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.2940, top5_acc: 0.5674, loss_cls: 3.0665, loss: 3.0665, grad_norm: 1.1760, top1_acc/aux0: 0.3500, top5_acc/aux0: 0.6333, loss_cls/aux0: 2.7748, loss/aux0: 2.7748 2020-10-18 13:31:51,336 - mmaction - INFO - Epoch [16][280/396] lr: 2.975e-01, eta: 1 day, 23:41:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.2938, top5_acc: 0.5737, loss_cls: 3.0303, loss: 3.0303, grad_norm: 1.1866, top1_acc/aux0: 0.3604, top5_acc/aux0: 0.6443, loss_cls/aux0: 2.7004, loss/aux0: 2.7004 2020-10-18 13:31:52,283 - mmaction - INFO - Epoch [16][280/396] lr: 2.975e-01, eta: 1 day, 23:46:01, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.2938, top5_acc: 0.5737, loss_cls: 3.0303, loss: 3.0303, grad_norm: 1.1796, top1_acc/aux0: 0.3622, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6841, loss/aux0: 2.6841 2020-10-18 13:32:28,947 - mmaction - INFO - Epoch [16][300/396] lr: 2.975e-01, eta: 1 day, 23:41:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3044, top5_acc: 0.5703, loss_cls: 3.0053, loss: 3.0053, grad_norm: 1.1598, top1_acc/aux0: 0.3576, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.7138, loss/aux0: 2.7138 2020-10-18 13:32:29,889 - mmaction - INFO - Epoch [16][300/396] lr: 2.975e-01, eta: 1 day, 23:45:49, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.3044, top5_acc: 0.5703, loss_cls: 3.0053, loss: 3.0053, grad_norm: 1.1581, top1_acc/aux0: 0.3529, top5_acc/aux0: 0.6430, loss_cls/aux0: 2.7315, loss/aux0: 2.7315 2020-10-18 13:33:06,669 - mmaction - INFO - Epoch [16][320/396] lr: 2.975e-01, eta: 1 day, 23:40:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3003, top5_acc: 0.5667, loss_cls: 3.0164, loss: 3.0164, grad_norm: 1.1661, top1_acc/aux0: 0.3625, top5_acc/aux0: 0.6326, loss_cls/aux0: 2.7325, loss/aux0: 2.7325 2020-10-18 13:33:07,627 - mmaction - INFO - Epoch [16][320/396] lr: 2.975e-01, eta: 1 day, 23:45:38, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3003, top5_acc: 0.5667, loss_cls: 3.0164, loss: 3.0164, grad_norm: 1.1687, top1_acc/aux0: 0.3664, top5_acc/aux0: 0.6365, loss_cls/aux0: 2.7218, loss/aux0: 2.7218 2020-10-18 13:33:44,291 - mmaction - INFO - Epoch [16][340/396] lr: 2.975e-01, eta: 1 day, 23:40:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3099, top5_acc: 0.5794, loss_cls: 2.9545, loss: 2.9545, grad_norm: 1.1439, top1_acc/aux0: 0.3669, top5_acc/aux0: 0.6440, loss_cls/aux0: 2.6914, loss/aux0: 2.6914 2020-10-18 13:33:45,317 - mmaction - INFO - Epoch [16][340/396] lr: 2.975e-01, eta: 1 day, 23:45:23, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3099, top5_acc: 0.5794, loss_cls: 2.9545, loss: 2.9545, grad_norm: 1.1429, top1_acc/aux0: 0.3661, top5_acc/aux0: 0.6427, loss_cls/aux0: 2.6975, loss/aux0: 2.6975 2020-10-18 13:34:21,948 - mmaction - INFO - Epoch [16][360/396] lr: 2.975e-01, eta: 1 day, 23:40:26, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3057, top5_acc: 0.5820, loss_cls: 2.9729, loss: 2.9729, grad_norm: 1.1391, top1_acc/aux0: 0.3641, top5_acc/aux0: 0.6443, loss_cls/aux0: 2.7024, loss/aux0: 2.7024 2020-10-18 13:34:22,886 - mmaction - INFO - Epoch [16][360/396] lr: 2.975e-01, eta: 1 day, 23:45:10, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3057, top5_acc: 0.5820, loss_cls: 2.9729, loss: 2.9729, grad_norm: 1.1400, top1_acc/aux0: 0.3638, top5_acc/aux0: 0.6448, loss_cls/aux0: 2.7010, loss/aux0: 2.7010 2020-10-18 13:34:59,431 - mmaction - INFO - Epoch [16][380/396] lr: 2.975e-01, eta: 1 day, 23:40:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3060, top5_acc: 0.5789, loss_cls: 3.0096, loss: 3.0096, grad_norm: 1.1769, top1_acc/aux0: 0.3784, top5_acc/aux0: 0.6490, loss_cls/aux0: 2.6549, loss/aux0: 2.6549 2020-10-18 13:35:00,374 - mmaction - INFO - Epoch [16][380/396] lr: 2.975e-01, eta: 1 day, 23:44:52, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3060, top5_acc: 0.5789, loss_cls: 3.0096, loss: 3.0096, grad_norm: 1.1821, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6456, loss_cls/aux0: 2.6619, loss/aux0: 2.6619 2020-10-18 13:35:32,228 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-18 13:37:14,822 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 13:37:14,942 - mmaction - INFO - top1_acc 0.3923 top5_acc 0.6804 2020-10-18 13:37:14,942 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 13:37:14,966 - mmaction - INFO - mean_acc 0.3927 2020-10-18 13:37:14,967 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2020-10-18 13:37:14,996 - mmaction - INFO - Epoch(val) [16][396] top1_acc: 0.3923, top5_acc: 0.6804, mean_class_accuracy: 0.3927 2020-10-18 13:41:39,414 - mmaction - INFO - Epoch [17][20/396] lr: 2.971e-01, eta: 1 day, 23:32:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3138, top5_acc: 0.5805, loss_cls: 2.9627, loss: 2.9627, grad_norm: 1.1507, top1_acc/aux0: 0.3681, top5_acc/aux0: 0.6472, loss_cls/aux0: 2.6595, loss/aux0: 2.6595 2020-10-18 13:41:40,371 - mmaction - INFO - Epoch [17][20/396] lr: 2.971e-01, eta: 1 day, 23:36:54, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3138, top5_acc: 0.5805, loss_cls: 2.9627, loss: 2.9627, grad_norm: 1.1522, top1_acc/aux0: 0.3695, top5_acc/aux0: 0.6477, loss_cls/aux0: 2.6502, loss/aux0: 2.6502 2020-10-18 13:42:16,680 - mmaction - INFO - Epoch [17][40/396] lr: 2.971e-01, eta: 1 day, 23:31:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3013, top5_acc: 0.5768, loss_cls: 2.9902, loss: 2.9902, grad_norm: 1.1825, top1_acc/aux0: 0.3729, top5_acc/aux0: 0.6479, loss_cls/aux0: 2.6779, loss/aux0: 2.6779 2020-10-18 13:42:17,638 - mmaction - INFO - Epoch [17][40/396] lr: 2.971e-01, eta: 1 day, 23:36:38, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3013, top5_acc: 0.5768, loss_cls: 2.9902, loss: 2.9902, grad_norm: 1.1846, top1_acc/aux0: 0.3737, top5_acc/aux0: 0.6518, loss_cls/aux0: 2.6751, loss/aux0: 2.6751 2020-10-18 13:42:54,185 - mmaction - INFO - Epoch [17][60/396] lr: 2.971e-01, eta: 1 day, 23:31:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3122, top5_acc: 0.5852, loss_cls: 2.9559, loss: 2.9559, grad_norm: 1.1532, top1_acc/aux0: 0.3740, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.6175, loss/aux0: 2.6175 2020-10-18 13:42:55,137 - mmaction - INFO - Epoch [17][60/396] lr: 2.971e-01, eta: 1 day, 23:36:24, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3122, top5_acc: 0.5852, loss_cls: 2.9559, loss: 2.9559, grad_norm: 1.1522, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6607, loss_cls/aux0: 2.6300, loss/aux0: 2.6300 2020-10-18 13:43:31,672 - mmaction - INFO - Epoch [17][80/396] lr: 2.971e-01, eta: 1 day, 23:31:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.2935, top5_acc: 0.5594, loss_cls: 3.0766, loss: 3.0766, grad_norm: 1.1905, top1_acc/aux0: 0.3659, top5_acc/aux0: 0.6471, loss_cls/aux0: 2.6837, loss/aux0: 2.6837 2020-10-18 13:43:32,693 - mmaction - INFO - Epoch [17][80/396] lr: 2.971e-01, eta: 1 day, 23:36:09, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.2935, top5_acc: 0.5594, loss_cls: 3.0766, loss: 3.0766, grad_norm: 1.1886, top1_acc/aux0: 0.3667, top5_acc/aux0: 0.6464, loss_cls/aux0: 2.6819, loss/aux0: 2.6819 2020-10-18 13:44:09,277 - mmaction - INFO - Epoch [17][100/396] lr: 2.971e-01, eta: 1 day, 23:31:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3013, top5_acc: 0.5875, loss_cls: 2.9835, loss: 2.9835, grad_norm: 1.1681, top1_acc/aux0: 0.3688, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.6752, loss/aux0: 2.6752 2020-10-18 13:44:10,223 - mmaction - INFO - Epoch [17][100/396] lr: 2.971e-01, eta: 1 day, 23:35:53, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3013, top5_acc: 0.5875, loss_cls: 2.9835, loss: 2.9835, grad_norm: 1.1695, top1_acc/aux0: 0.3680, top5_acc/aux0: 0.6589, loss_cls/aux0: 2.6716, loss/aux0: 2.6716 2020-10-18 13:44:46,826 - mmaction - INFO - Epoch [17][120/396] lr: 2.971e-01, eta: 1 day, 23:31:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3096, top5_acc: 0.5797, loss_cls: 3.0039, loss: 3.0039, grad_norm: 1.1649, top1_acc/aux0: 0.3706, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6534, loss/aux0: 2.6534 2020-10-18 13:44:47,788 - mmaction - INFO - Epoch [17][120/396] lr: 2.971e-01, eta: 1 day, 23:35:38, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3096, top5_acc: 0.5797, loss_cls: 3.0039, loss: 3.0039, grad_norm: 1.1660, top1_acc/aux0: 0.3711, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.6594, loss/aux0: 2.6594 2020-10-18 13:45:24,486 - mmaction - INFO - Epoch [17][140/396] lr: 2.971e-01, eta: 1 day, 23:30:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2927, top5_acc: 0.5617, loss_cls: 3.0450, loss: 3.0450, grad_norm: 1.1879, top1_acc/aux0: 0.3794, top5_acc/aux0: 0.6581, loss_cls/aux0: 2.6144, loss/aux0: 2.6144 2020-10-18 13:45:25,460 - mmaction - INFO - Epoch [17][140/396] lr: 2.971e-01, eta: 1 day, 23:35:25, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.2927, top5_acc: 0.5617, loss_cls: 3.0450, loss: 3.0450, grad_norm: 1.1919, top1_acc/aux0: 0.3797, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.6097, loss/aux0: 2.6097 2020-10-18 13:46:01,965 - mmaction - INFO - Epoch [17][160/396] lr: 2.971e-01, eta: 1 day, 23:30:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.2984, top5_acc: 0.5776, loss_cls: 3.0192, loss: 3.0192, grad_norm: 1.1585, top1_acc/aux0: 0.3685, top5_acc/aux0: 0.6521, loss_cls/aux0: 2.6522, loss/aux0: 2.6522 2020-10-18 13:46:02,913 - mmaction - INFO - Epoch [17][160/396] lr: 2.971e-01, eta: 1 day, 23:35:10, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.2984, top5_acc: 0.5776, loss_cls: 3.0192, loss: 3.0192, grad_norm: 1.1559, top1_acc/aux0: 0.3695, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.6411, loss/aux0: 2.6411 2020-10-18 13:46:39,648 - mmaction - INFO - Epoch [17][180/396] lr: 2.971e-01, eta: 1 day, 23:30:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5789, loss_cls: 3.0013, loss: 3.0013, grad_norm: 1.1625, top1_acc/aux0: 0.3529, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6919, loss/aux0: 2.6919 2020-10-18 13:46:40,607 - mmaction - INFO - Epoch [17][180/396] lr: 2.971e-01, eta: 1 day, 23:34:57, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5789, loss_cls: 3.0013, loss: 3.0013, grad_norm: 1.1608, top1_acc/aux0: 0.3531, top5_acc/aux0: 0.6461, loss_cls/aux0: 2.7030, loss/aux0: 2.7030 2020-10-18 13:47:17,233 - mmaction - INFO - Epoch [17][200/396] lr: 2.971e-01, eta: 1 day, 23:30:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3172, top5_acc: 0.5948, loss_cls: 2.9312, loss: 2.9312, grad_norm: 1.1757, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6560, loss_cls/aux0: 2.6397, loss/aux0: 2.6397 2020-10-18 13:47:18,202 - mmaction - INFO - Epoch [17][200/396] lr: 2.971e-01, eta: 1 day, 23:34:44, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3172, top5_acc: 0.5948, loss_cls: 2.9312, loss: 2.9312, grad_norm: 1.1768, top1_acc/aux0: 0.3659, top5_acc/aux0: 0.6573, loss_cls/aux0: 2.6436, loss/aux0: 2.6436 2020-10-18 13:47:55,014 - mmaction - INFO - Epoch [17][220/396] lr: 2.971e-01, eta: 1 day, 23:29:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3016, top5_acc: 0.5672, loss_cls: 3.0080, loss: 3.0080, grad_norm: 1.1365, top1_acc/aux0: 0.3685, top5_acc/aux0: 0.6471, loss_cls/aux0: 2.6724, loss/aux0: 2.6724 2020-10-18 13:47:55,986 - mmaction - INFO - Epoch [17][220/396] lr: 2.971e-01, eta: 1 day, 23:34:31, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3016, top5_acc: 0.5672, loss_cls: 3.0080, loss: 3.0080, grad_norm: 1.1354, top1_acc/aux0: 0.3693, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6607, loss/aux0: 2.6607 2020-10-18 13:48:32,518 - mmaction - INFO - Epoch [17][240/396] lr: 2.971e-01, eta: 1 day, 23:29:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.2982, top5_acc: 0.5641, loss_cls: 3.0247, loss: 3.0247, grad_norm: 1.1849, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6596, loss_cls/aux0: 2.6131, loss/aux0: 2.6131 2020-10-18 13:48:33,490 - mmaction - INFO - Epoch [17][240/396] lr: 2.971e-01, eta: 1 day, 23:34:17, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.2982, top5_acc: 0.5641, loss_cls: 3.0247, loss: 3.0247, grad_norm: 1.1821, top1_acc/aux0: 0.3781, top5_acc/aux0: 0.6596, loss_cls/aux0: 2.6101, loss/aux0: 2.6101 2020-10-18 13:49:10,243 - mmaction - INFO - Epoch [17][260/396] lr: 2.971e-01, eta: 1 day, 23:29:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3052, top5_acc: 0.5846, loss_cls: 2.9723, loss: 2.9723, grad_norm: 1.1900, top1_acc/aux0: 0.3831, top5_acc/aux0: 0.6586, loss_cls/aux0: 2.6078, loss/aux0: 2.6078 2020-10-18 13:49:11,199 - mmaction - INFO - Epoch [17][260/396] lr: 2.971e-01, eta: 1 day, 23:34:03, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3052, top5_acc: 0.5846, loss_cls: 2.9723, loss: 2.9723, grad_norm: 1.1903, top1_acc/aux0: 0.3812, top5_acc/aux0: 0.6570, loss_cls/aux0: 2.6106, loss/aux0: 2.6106 2020-10-18 13:49:47,991 - mmaction - INFO - Epoch [17][280/396] lr: 2.971e-01, eta: 1 day, 23:29:19, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3031, top5_acc: 0.5807, loss_cls: 2.9701, loss: 2.9701, grad_norm: 1.1817, top1_acc/aux0: 0.3823, top5_acc/aux0: 0.6508, loss_cls/aux0: 2.6719, loss/aux0: 2.6719 2020-10-18 13:49:48,979 - mmaction - INFO - Epoch [17][280/396] lr: 2.971e-01, eta: 1 day, 23:33:50, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3031, top5_acc: 0.5807, loss_cls: 2.9701, loss: 2.9701, grad_norm: 1.1783, top1_acc/aux0: 0.3797, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6917, loss/aux0: 2.6917 2020-10-18 13:50:25,689 - mmaction - INFO - Epoch [17][300/396] lr: 2.971e-01, eta: 1 day, 23:29:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3034, top5_acc: 0.5687, loss_cls: 3.0102, loss: 3.0102, grad_norm: 1.1581, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6596, loss_cls/aux0: 2.6344, loss/aux0: 2.6344 2020-10-18 13:50:26,648 - mmaction - INFO - Epoch [17][300/396] lr: 2.971e-01, eta: 1 day, 23:33:36, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3034, top5_acc: 0.5687, loss_cls: 3.0102, loss: 3.0102, grad_norm: 1.1556, top1_acc/aux0: 0.3867, top5_acc/aux0: 0.6612, loss_cls/aux0: 2.6120, loss/aux0: 2.6120 2020-10-18 13:51:03,298 - mmaction - INFO - Epoch [17][320/396] lr: 2.971e-01, eta: 1 day, 23:28:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2922, top5_acc: 0.5667, loss_cls: 3.0303, loss: 3.0303, grad_norm: 1.1635, top1_acc/aux0: 0.3763, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6635, loss/aux0: 2.6635 2020-10-18 13:51:04,244 - mmaction - INFO - Epoch [17][320/396] lr: 2.971e-01, eta: 1 day, 23:33:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.2922, top5_acc: 0.5667, loss_cls: 3.0303, loss: 3.0303, grad_norm: 1.1631, top1_acc/aux0: 0.3716, top5_acc/aux0: 0.6529, loss_cls/aux0: 2.6750, loss/aux0: 2.6750 2020-10-18 13:51:40,835 - mmaction - INFO - Epoch [17][340/396] lr: 2.971e-01, eta: 1 day, 23:28:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5826, loss_cls: 2.9685, loss: 2.9685, grad_norm: 1.1796, top1_acc/aux0: 0.3674, top5_acc/aux0: 0.6589, loss_cls/aux0: 2.6758, loss/aux0: 2.6758 2020-10-18 13:51:41,854 - mmaction - INFO - Epoch [17][340/396] lr: 2.971e-01, eta: 1 day, 23:33:04, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3000, top5_acc: 0.5826, loss_cls: 2.9685, loss: 2.9685, grad_norm: 1.1792, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6547, loss_cls/aux0: 2.6778, loss/aux0: 2.6778 2020-10-18 13:52:18,593 - mmaction - INFO - Epoch [17][360/396] lr: 2.971e-01, eta: 1 day, 23:28:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3089, top5_acc: 0.5740, loss_cls: 2.9840, loss: 2.9840, grad_norm: 1.1646, top1_acc/aux0: 0.3732, top5_acc/aux0: 0.6602, loss_cls/aux0: 2.6043, loss/aux0: 2.6043 2020-10-18 13:52:19,544 - mmaction - INFO - Epoch [17][360/396] lr: 2.971e-01, eta: 1 day, 23:32:48, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3089, top5_acc: 0.5740, loss_cls: 2.9840, loss: 2.9840, grad_norm: 1.1604, top1_acc/aux0: 0.3745, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.6052, loss/aux0: 2.6052 2020-10-18 13:52:56,326 - mmaction - INFO - Epoch [17][380/396] lr: 2.971e-01, eta: 1 day, 23:28:09, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.2979, top5_acc: 0.5727, loss_cls: 3.0242, loss: 3.0242, grad_norm: 1.1846, top1_acc/aux0: 0.3794, top5_acc/aux0: 0.6607, loss_cls/aux0: 2.6309, loss/aux0: 2.6309 2020-10-18 13:52:57,274 - mmaction - INFO - Epoch [17][380/396] lr: 2.971e-01, eta: 1 day, 23:32:35, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.2979, top5_acc: 0.5727, loss_cls: 3.0242, loss: 3.0242, grad_norm: 1.1859, top1_acc/aux0: 0.3802, top5_acc/aux0: 0.6625, loss_cls/aux0: 2.6254, loss/aux0: 2.6254 2020-10-18 13:57:44,351 - mmaction - INFO - Epoch [18][20/396] lr: 2.967e-01, eta: 1 day, 23:20:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3188, top5_acc: 0.6013, loss_cls: 2.8922, loss: 2.8922, grad_norm: 1.1672, top1_acc/aux0: 0.3827, top5_acc/aux0: 0.6587, loss_cls/aux0: 2.6536, loss/aux0: 2.6536 2020-10-18 13:57:45,312 - mmaction - INFO - Epoch [18][20/396] lr: 2.967e-01, eta: 1 day, 23:25:01, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3188, top5_acc: 0.6013, loss_cls: 2.8922, loss: 2.8922, grad_norm: 1.1650, top1_acc/aux0: 0.3815, top5_acc/aux0: 0.6586, loss_cls/aux0: 2.6522, loss/aux0: 2.6522 2020-10-18 13:58:21,836 - mmaction - INFO - Epoch [18][40/396] lr: 2.967e-01, eta: 1 day, 23:20:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3086, top5_acc: 0.5846, loss_cls: 2.9721, loss: 2.9721, grad_norm: 1.1809, top1_acc/aux0: 0.3802, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.6160, loss/aux0: 2.6160 2020-10-18 13:58:22,800 - mmaction - INFO - Epoch [18][40/396] lr: 2.967e-01, eta: 1 day, 23:24:45, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3086, top5_acc: 0.5846, loss_cls: 2.9721, loss: 2.9721, grad_norm: 1.1743, top1_acc/aux0: 0.3799, top5_acc/aux0: 0.6620, loss_cls/aux0: 2.6239, loss/aux0: 2.6239 2020-10-18 13:58:59,364 - mmaction - INFO - Epoch [18][60/396] lr: 2.967e-01, eta: 1 day, 23:20:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3141, top5_acc: 0.5917, loss_cls: 2.9114, loss: 2.9114, grad_norm: 1.1892, top1_acc/aux0: 0.3930, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.6116, loss/aux0: 2.6116 2020-10-18 13:59:00,331 - mmaction - INFO - Epoch [18][60/396] lr: 2.967e-01, eta: 1 day, 23:24:29, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3141, top5_acc: 0.5917, loss_cls: 2.9114, loss: 2.9114, grad_norm: 1.1849, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6669, loss_cls/aux0: 2.6092, loss/aux0: 2.6092 2020-10-18 13:59:37,008 - mmaction - INFO - Epoch [18][80/396] lr: 2.967e-01, eta: 1 day, 23:19:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3057, top5_acc: 0.5878, loss_cls: 2.9723, loss: 2.9723, grad_norm: 1.2007, top1_acc/aux0: 0.3867, top5_acc/aux0: 0.6698, loss_cls/aux0: 2.5911, loss/aux0: 2.5911 2020-10-18 13:59:37,951 - mmaction - INFO - Epoch [18][80/396] lr: 2.967e-01, eta: 1 day, 23:24:13, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3057, top5_acc: 0.5878, loss_cls: 2.9723, loss: 2.9723, grad_norm: 1.2048, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5845, loss/aux0: 2.5845 2020-10-18 14:00:14,399 - mmaction - INFO - Epoch [18][100/396] lr: 2.967e-01, eta: 1 day, 23:19:36, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3174, top5_acc: 0.5969, loss_cls: 2.9211, loss: 2.9211, grad_norm: 1.1902, top1_acc/aux0: 0.3828, top5_acc/aux0: 0.6513, loss_cls/aux0: 2.6415, loss/aux0: 2.6415 2020-10-18 14:00:15,350 - mmaction - INFO - Epoch [18][100/396] lr: 2.967e-01, eta: 1 day, 23:23:55, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3174, top5_acc: 0.5969, loss_cls: 2.9211, loss: 2.9211, grad_norm: 1.1847, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6361, loss/aux0: 2.6361 2020-10-18 14:00:52,167 - mmaction - INFO - Epoch [18][120/396] lr: 2.967e-01, eta: 1 day, 23:19:22, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.3096, top5_acc: 0.5836, loss_cls: 2.9777, loss: 2.9777, grad_norm: 1.2019, top1_acc/aux0: 0.3792, top5_acc/aux0: 0.6648, loss_cls/aux0: 2.5968, loss/aux0: 2.5968 2020-10-18 14:00:53,126 - mmaction - INFO - Epoch [18][120/396] lr: 2.967e-01, eta: 1 day, 23:23:44, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.3096, top5_acc: 0.5836, loss_cls: 2.9777, loss: 2.9777, grad_norm: 1.2003, top1_acc/aux0: 0.3781, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.6019, loss/aux0: 2.6019 2020-10-18 14:01:29,747 - mmaction - INFO - Epoch [18][140/396] lr: 2.967e-01, eta: 1 day, 23:19:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3099, top5_acc: 0.5841, loss_cls: 2.9601, loss: 2.9601, grad_norm: 1.2156, top1_acc/aux0: 0.3714, top5_acc/aux0: 0.6487, loss_cls/aux0: 2.6603, loss/aux0: 2.6603 2020-10-18 14:01:30,782 - mmaction - INFO - Epoch [18][140/396] lr: 2.967e-01, eta: 1 day, 23:23:29, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3099, top5_acc: 0.5841, loss_cls: 2.9601, loss: 2.9601, grad_norm: 1.2135, top1_acc/aux0: 0.3716, top5_acc/aux0: 0.6474, loss_cls/aux0: 2.6608, loss/aux0: 2.6608 2020-10-18 14:02:07,323 - mmaction - INFO - Epoch [18][160/396] lr: 2.967e-01, eta: 1 day, 23:18:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3141, top5_acc: 0.5893, loss_cls: 2.9314, loss: 2.9314, grad_norm: 1.1986, top1_acc/aux0: 0.3867, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.6094, loss/aux0: 2.6094 2020-10-18 14:02:08,268 - mmaction - INFO - Epoch [18][160/396] lr: 2.967e-01, eta: 1 day, 23:23:13, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3141, top5_acc: 0.5893, loss_cls: 2.9314, loss: 2.9314, grad_norm: 1.2008, top1_acc/aux0: 0.3854, top5_acc/aux0: 0.6633, loss_cls/aux0: 2.6177, loss/aux0: 2.6177 2020-10-18 14:02:44,850 - mmaction - INFO - Epoch [18][180/396] lr: 2.967e-01, eta: 1 day, 23:18:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5812, loss_cls: 2.9818, loss: 2.9818, grad_norm: 1.1856, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.6074, loss/aux0: 2.6074 2020-10-18 14:02:45,806 - mmaction - INFO - Epoch [18][180/396] lr: 2.967e-01, eta: 1 day, 23:22:56, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3104, top5_acc: 0.5812, loss_cls: 2.9818, loss: 2.9818, grad_norm: 1.1898, top1_acc/aux0: 0.3914, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.5920, loss/aux0: 2.5920 2020-10-18 14:03:22,573 - mmaction - INFO - Epoch [18][200/396] lr: 2.967e-01, eta: 1 day, 23:18:25, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3122, top5_acc: 0.5940, loss_cls: 2.9210, loss: 2.9210, grad_norm: 1.1959, top1_acc/aux0: 0.3659, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6508, loss/aux0: 2.6508 2020-10-18 14:03:23,545 - mmaction - INFO - Epoch [18][200/396] lr: 2.967e-01, eta: 1 day, 23:22:42, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3122, top5_acc: 0.5940, loss_cls: 2.9210, loss: 2.9210, grad_norm: 1.1964, top1_acc/aux0: 0.3646, top5_acc/aux0: 0.6451, loss_cls/aux0: 2.6662, loss/aux0: 2.6662 2020-10-18 14:04:00,220 - mmaction - INFO - Epoch [18][220/396] lr: 2.967e-01, eta: 1 day, 23:18:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3055, top5_acc: 0.5883, loss_cls: 2.9697, loss: 2.9697, grad_norm: 1.1880, top1_acc/aux0: 0.3836, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.6386, loss/aux0: 2.6386 2020-10-18 14:04:01,182 - mmaction - INFO - Epoch [18][220/396] lr: 2.967e-01, eta: 1 day, 23:22:24, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3055, top5_acc: 0.5883, loss_cls: 2.9697, loss: 2.9697, grad_norm: 1.1813, top1_acc/aux0: 0.3841, top5_acc/aux0: 0.6563, loss_cls/aux0: 2.6316, loss/aux0: 2.6316 2020-10-18 14:04:37,873 - mmaction - INFO - Epoch [18][240/396] lr: 2.967e-01, eta: 1 day, 23:17:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3133, top5_acc: 0.5828, loss_cls: 2.9633, loss: 2.9633, grad_norm: 1.2092, top1_acc/aux0: 0.3880, top5_acc/aux0: 0.6578, loss_cls/aux0: 2.6037, loss/aux0: 2.6037 2020-10-18 14:04:38,825 - mmaction - INFO - Epoch [18][240/396] lr: 2.967e-01, eta: 1 day, 23:22:08, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3133, top5_acc: 0.5828, loss_cls: 2.9633, loss: 2.9633, grad_norm: 1.2118, top1_acc/aux0: 0.3878, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.6034, loss/aux0: 2.6034 2020-10-18 14:05:15,534 - mmaction - INFO - Epoch [18][260/396] lr: 2.967e-01, eta: 1 day, 23:17:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3060, top5_acc: 0.5745, loss_cls: 3.0019, loss: 3.0019, grad_norm: 1.1524, top1_acc/aux0: 0.3846, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.5713, loss/aux0: 2.5713 2020-10-18 14:05:16,489 - mmaction - INFO - Epoch [18][260/396] lr: 2.967e-01, eta: 1 day, 23:21:52, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3060, top5_acc: 0.5745, loss_cls: 3.0019, loss: 3.0019, grad_norm: 1.1469, top1_acc/aux0: 0.3875, top5_acc/aux0: 0.6695, loss_cls/aux0: 2.5640, loss/aux0: 2.5640 2020-10-18 14:05:53,212 - mmaction - INFO - Epoch [18][280/396] lr: 2.967e-01, eta: 1 day, 23:17:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.2987, top5_acc: 0.5680, loss_cls: 3.0235, loss: 3.0235, grad_norm: 1.2043, top1_acc/aux0: 0.3880, top5_acc/aux0: 0.6648, loss_cls/aux0: 2.6027, loss/aux0: 2.6027 2020-10-18 14:05:54,186 - mmaction - INFO - Epoch [18][280/396] lr: 2.967e-01, eta: 1 day, 23:21:36, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.2987, top5_acc: 0.5680, loss_cls: 3.0235, loss: 3.0235, grad_norm: 1.1991, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.6038, loss/aux0: 2.6038 2020-10-18 14:06:30,903 - mmaction - INFO - Epoch [18][300/396] lr: 2.967e-01, eta: 1 day, 23:17:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3107, top5_acc: 0.5669, loss_cls: 3.0102, loss: 3.0102, grad_norm: 1.1747, top1_acc/aux0: 0.3909, top5_acc/aux0: 0.6714, loss_cls/aux0: 2.5816, loss/aux0: 2.5816 2020-10-18 14:06:31,874 - mmaction - INFO - Epoch [18][300/396] lr: 2.967e-01, eta: 1 day, 23:21:20, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3107, top5_acc: 0.5669, loss_cls: 3.0102, loss: 3.0102, grad_norm: 1.1744, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5897, loss/aux0: 2.5897 2020-10-18 14:07:08,507 - mmaction - INFO - Epoch [18][320/396] lr: 2.967e-01, eta: 1 day, 23:16:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3198, top5_acc: 0.6010, loss_cls: 2.8968, loss: 2.8968, grad_norm: 1.2151, top1_acc/aux0: 0.3901, top5_acc/aux0: 0.6659, loss_cls/aux0: 2.5911, loss/aux0: 2.5911 2020-10-18 14:07:09,466 - mmaction - INFO - Epoch [18][320/396] lr: 2.967e-01, eta: 1 day, 23:21:04, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3198, top5_acc: 0.6010, loss_cls: 2.8968, loss: 2.8968, grad_norm: 1.2177, top1_acc/aux0: 0.3914, top5_acc/aux0: 0.6664, loss_cls/aux0: 2.5873, loss/aux0: 2.5873 2020-10-18 14:07:46,182 - mmaction - INFO - Epoch [18][340/396] lr: 2.967e-01, eta: 1 day, 23:16:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3094, top5_acc: 0.5859, loss_cls: 2.9577, loss: 2.9577, grad_norm: 1.1774, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.5616, loss/aux0: 2.5616 2020-10-18 14:07:47,149 - mmaction - INFO - Epoch [18][340/396] lr: 2.967e-01, eta: 1 day, 23:20:47, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3094, top5_acc: 0.5859, loss_cls: 2.9577, loss: 2.9577, grad_norm: 1.1758, top1_acc/aux0: 0.3849, top5_acc/aux0: 0.6654, loss_cls/aux0: 2.5553, loss/aux0: 2.5553 2020-10-18 14:08:23,822 - mmaction - INFO - Epoch [18][360/396] lr: 2.967e-01, eta: 1 day, 23:16:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3021, top5_acc: 0.5797, loss_cls: 2.9785, loss: 2.9785, grad_norm: 1.1817, top1_acc/aux0: 0.3898, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5765, loss/aux0: 2.5765 2020-10-18 14:08:24,761 - mmaction - INFO - Epoch [18][360/396] lr: 2.967e-01, eta: 1 day, 23:20:32, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3021, top5_acc: 0.5797, loss_cls: 2.9785, loss: 2.9785, grad_norm: 1.1864, top1_acc/aux0: 0.3862, top5_acc/aux0: 0.6583, loss_cls/aux0: 2.5963, loss/aux0: 2.5963 2020-10-18 14:09:01,523 - mmaction - INFO - Epoch [18][380/396] lr: 2.967e-01, eta: 1 day, 23:16:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3143, top5_acc: 0.5732, loss_cls: 2.9665, loss: 2.9665, grad_norm: 1.1836, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6375, loss_cls/aux0: 2.6888, loss/aux0: 2.6888 2020-10-18 14:09:02,555 - mmaction - INFO - Epoch [18][380/396] lr: 2.967e-01, eta: 1 day, 23:20:16, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3143, top5_acc: 0.5732, loss_cls: 2.9665, loss: 2.9665, grad_norm: 1.1847, top1_acc/aux0: 0.3714, top5_acc/aux0: 0.6380, loss_cls/aux0: 2.6839, loss/aux0: 2.6839 2020-10-18 14:13:41,500 - mmaction - INFO - Epoch [19][20/396] lr: 2.964e-01, eta: 1 day, 23:08:58, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3219, top5_acc: 0.5870, loss_cls: 2.9590, loss: 2.9590, grad_norm: 1.2073, top1_acc/aux0: 0.3720, top5_acc/aux0: 0.6606, loss_cls/aux0: 2.6078, loss/aux0: 2.6078 2020-10-18 14:13:42,420 - mmaction - INFO - Epoch [19][20/396] lr: 2.964e-01, eta: 1 day, 23:13:03, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3219, top5_acc: 0.5870, loss_cls: 2.9590, loss: 2.9590, grad_norm: 1.2083, top1_acc/aux0: 0.3703, top5_acc/aux0: 0.6604, loss_cls/aux0: 2.6030, loss/aux0: 2.6030 2020-10-18 14:14:18,969 - mmaction - INFO - Epoch [19][40/396] lr: 2.964e-01, eta: 1 day, 23:08:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3120, top5_acc: 0.5891, loss_cls: 2.9453, loss: 2.9453, grad_norm: 1.2120, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5963, loss/aux0: 2.5963 2020-10-18 14:14:19,905 - mmaction - INFO - Epoch [19][40/396] lr: 2.964e-01, eta: 1 day, 23:12:46, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3120, top5_acc: 0.5891, loss_cls: 2.9453, loss: 2.9453, grad_norm: 1.2092, top1_acc/aux0: 0.3862, top5_acc/aux0: 0.6667, loss_cls/aux0: 2.6024, loss/aux0: 2.6024 2020-10-18 14:14:56,494 - mmaction - INFO - Epoch [19][60/396] lr: 2.964e-01, eta: 1 day, 23:08:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3185, top5_acc: 0.5937, loss_cls: 2.9244, loss: 2.9244, grad_norm: 1.2206, top1_acc/aux0: 0.3779, top5_acc/aux0: 0.6508, loss_cls/aux0: 2.6320, loss/aux0: 2.6320 2020-10-18 14:14:57,458 - mmaction - INFO - Epoch [19][60/396] lr: 2.964e-01, eta: 1 day, 23:12:28, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3185, top5_acc: 0.5937, loss_cls: 2.9244, loss: 2.9244, grad_norm: 1.2156, top1_acc/aux0: 0.3779, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.6286, loss/aux0: 2.6286 2020-10-18 14:15:34,053 - mmaction - INFO - Epoch [19][80/396] lr: 2.964e-01, eta: 1 day, 23:08:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3182, top5_acc: 0.5914, loss_cls: 2.9029, loss: 2.9029, grad_norm: 1.2196, top1_acc/aux0: 0.3794, top5_acc/aux0: 0.6539, loss_cls/aux0: 2.6491, loss/aux0: 2.6491 2020-10-18 14:15:35,020 - mmaction - INFO - Epoch [19][80/396] lr: 2.964e-01, eta: 1 day, 23:12:12, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3182, top5_acc: 0.5914, loss_cls: 2.9029, loss: 2.9029, grad_norm: 1.2218, top1_acc/aux0: 0.3784, top5_acc/aux0: 0.6529, loss_cls/aux0: 2.6519, loss/aux0: 2.6519 2020-10-18 14:16:11,512 - mmaction - INFO - Epoch [19][100/396] lr: 2.964e-01, eta: 1 day, 23:07:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3266, top5_acc: 0.5898, loss_cls: 2.9094, loss: 2.9094, grad_norm: 1.1769, top1_acc/aux0: 0.3935, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.5767, loss/aux0: 2.5767 2020-10-18 14:16:12,481 - mmaction - INFO - Epoch [19][100/396] lr: 2.964e-01, eta: 1 day, 23:11:52, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3266, top5_acc: 0.5898, loss_cls: 2.9094, loss: 2.9094, grad_norm: 1.1780, top1_acc/aux0: 0.3966, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.5715, loss/aux0: 2.5715 2020-10-18 14:16:49,118 - mmaction - INFO - Epoch [19][120/396] lr: 2.964e-01, eta: 1 day, 23:07:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3240, top5_acc: 0.5880, loss_cls: 2.9504, loss: 2.9504, grad_norm: 1.1848, top1_acc/aux0: 0.3724, top5_acc/aux0: 0.6555, loss_cls/aux0: 2.6110, loss/aux0: 2.6110 2020-10-18 14:16:50,109 - mmaction - INFO - Epoch [19][120/396] lr: 2.964e-01, eta: 1 day, 23:11:36, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3240, top5_acc: 0.5880, loss_cls: 2.9504, loss: 2.9504, grad_norm: 1.1845, top1_acc/aux0: 0.3698, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.6112, loss/aux0: 2.6112 2020-10-18 14:17:26,537 - mmaction - INFO - Epoch [19][140/396] lr: 2.964e-01, eta: 1 day, 23:07:14, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3242, top5_acc: 0.5953, loss_cls: 2.8986, loss: 2.8986, grad_norm: 1.1936, top1_acc/aux0: 0.3810, top5_acc/aux0: 0.6648, loss_cls/aux0: 2.5783, loss/aux0: 2.5783 2020-10-18 14:17:27,493 - mmaction - INFO - Epoch [19][140/396] lr: 2.964e-01, eta: 1 day, 23:11:16, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3242, top5_acc: 0.5953, loss_cls: 2.8986, loss: 2.8986, grad_norm: 1.1959, top1_acc/aux0: 0.3823, top5_acc/aux0: 0.6651, loss_cls/aux0: 2.5815, loss/aux0: 2.5815 2020-10-18 14:18:04,131 - mmaction - INFO - Epoch [19][160/396] lr: 2.964e-01, eta: 1 day, 23:06:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3133, top5_acc: 0.5760, loss_cls: 2.9579, loss: 2.9579, grad_norm: 1.1875, top1_acc/aux0: 0.3951, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5560, loss/aux0: 2.5560 2020-10-18 14:18:05,084 - mmaction - INFO - Epoch [19][160/396] lr: 2.964e-01, eta: 1 day, 23:10:59, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3133, top5_acc: 0.5760, loss_cls: 2.9579, loss: 2.9579, grad_norm: 1.1900, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5600, loss/aux0: 2.5600 2020-10-18 14:18:41,601 - mmaction - INFO - Epoch [19][180/396] lr: 2.964e-01, eta: 1 day, 23:06:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3143, top5_acc: 0.5810, loss_cls: 2.9885, loss: 2.9885, grad_norm: 1.1771, top1_acc/aux0: 0.3844, top5_acc/aux0: 0.6742, loss_cls/aux0: 2.5745, loss/aux0: 2.5745 2020-10-18 14:18:42,560 - mmaction - INFO - Epoch [19][180/396] lr: 2.964e-01, eta: 1 day, 23:10:42, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3143, top5_acc: 0.5810, loss_cls: 2.9885, loss: 2.9885, grad_norm: 1.1764, top1_acc/aux0: 0.3854, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5713, loss/aux0: 2.5713 2020-10-18 14:19:19,264 - mmaction - INFO - Epoch [19][200/396] lr: 2.964e-01, eta: 1 day, 23:06:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3206, top5_acc: 0.5984, loss_cls: 2.8986, loss: 2.8986, grad_norm: 1.2063, top1_acc/aux0: 0.3799, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.6186, loss/aux0: 2.6186 2020-10-18 14:19:20,217 - mmaction - INFO - Epoch [19][200/396] lr: 2.964e-01, eta: 1 day, 23:10:25, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3206, top5_acc: 0.5984, loss_cls: 2.8986, loss: 2.8986, grad_norm: 1.2036, top1_acc/aux0: 0.3792, top5_acc/aux0: 0.6604, loss_cls/aux0: 2.6227, loss/aux0: 2.6227 2020-10-18 14:19:56,974 - mmaction - INFO - Epoch [19][220/396] lr: 2.964e-01, eta: 1 day, 23:06:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3182, top5_acc: 0.5880, loss_cls: 2.9219, loss: 2.9219, grad_norm: 1.2046, top1_acc/aux0: 0.3661, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.6396, loss/aux0: 2.6396 2020-10-18 14:19:57,942 - mmaction - INFO - Epoch [19][220/396] lr: 2.964e-01, eta: 1 day, 23:10:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3182, top5_acc: 0.5880, loss_cls: 2.9219, loss: 2.9219, grad_norm: 1.2061, top1_acc/aux0: 0.3690, top5_acc/aux0: 0.6576, loss_cls/aux0: 2.6359, loss/aux0: 2.6359 2020-10-18 14:20:34,537 - mmaction - INFO - Epoch [19][240/396] lr: 2.964e-01, eta: 1 day, 23:05:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3055, top5_acc: 0.5930, loss_cls: 2.9576, loss: 2.9576, grad_norm: 1.2008, top1_acc/aux0: 0.3859, top5_acc/aux0: 0.6638, loss_cls/aux0: 2.5941, loss/aux0: 2.5941 2020-10-18 14:20:35,523 - mmaction - INFO - Epoch [19][240/396] lr: 2.964e-01, eta: 1 day, 23:09:52, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3055, top5_acc: 0.5930, loss_cls: 2.9576, loss: 2.9576, grad_norm: 1.2026, top1_acc/aux0: 0.3826, top5_acc/aux0: 0.6612, loss_cls/aux0: 2.6039, loss/aux0: 2.6039 2020-10-18 14:21:12,250 - mmaction - INFO - Epoch [19][260/396] lr: 2.964e-01, eta: 1 day, 23:05:37, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3047, top5_acc: 0.5807, loss_cls: 2.9907, loss: 2.9907, grad_norm: 1.1965, top1_acc/aux0: 0.3820, top5_acc/aux0: 0.6526, loss_cls/aux0: 2.6630, loss/aux0: 2.6630 2020-10-18 14:21:13,211 - mmaction - INFO - Epoch [19][260/396] lr: 2.964e-01, eta: 1 day, 23:09:38, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3047, top5_acc: 0.5807, loss_cls: 2.9907, loss: 2.9907, grad_norm: 1.1869, top1_acc/aux0: 0.3839, top5_acc/aux0: 0.6565, loss_cls/aux0: 2.6456, loss/aux0: 2.6456 2020-10-18 14:21:49,848 - mmaction - INFO - Epoch [19][280/396] lr: 2.964e-01, eta: 1 day, 23:05:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3047, top5_acc: 0.5862, loss_cls: 2.9562, loss: 2.9562, grad_norm: 1.2136, top1_acc/aux0: 0.3862, top5_acc/aux0: 0.6732, loss_cls/aux0: 2.5510, loss/aux0: 2.5510 2020-10-18 14:21:50,876 - mmaction - INFO - Epoch [19][280/396] lr: 2.964e-01, eta: 1 day, 23:09:21, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3047, top5_acc: 0.5862, loss_cls: 2.9562, loss: 2.9562, grad_norm: 1.2117, top1_acc/aux0: 0.3836, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5614, loss/aux0: 2.5614 2020-10-18 14:22:27,508 - mmaction - INFO - Epoch [19][300/396] lr: 2.964e-01, eta: 1 day, 23:05:07, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3159, top5_acc: 0.5841, loss_cls: 2.9688, loss: 2.9688, grad_norm: 1.1955, top1_acc/aux0: 0.3789, top5_acc/aux0: 0.6516, loss_cls/aux0: 2.6280, loss/aux0: 2.6280 2020-10-18 14:22:28,471 - mmaction - INFO - Epoch [19][300/396] lr: 2.964e-01, eta: 1 day, 23:09:05, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3159, top5_acc: 0.5841, loss_cls: 2.9688, loss: 2.9688, grad_norm: 1.1935, top1_acc/aux0: 0.3841, top5_acc/aux0: 0.6523, loss_cls/aux0: 2.6151, loss/aux0: 2.6151 2020-10-18 14:23:05,250 - mmaction - INFO - Epoch [19][320/396] lr: 2.964e-01, eta: 1 day, 23:04:52, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3167, top5_acc: 0.5867, loss_cls: 2.9393, loss: 2.9393, grad_norm: 1.1814, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6518, loss_cls/aux0: 2.6412, loss/aux0: 2.6412 2020-10-18 14:23:06,208 - mmaction - INFO - Epoch [19][320/396] lr: 2.964e-01, eta: 1 day, 23:08:50, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.3167, top5_acc: 0.5867, loss_cls: 2.9393, loss: 2.9393, grad_norm: 1.1853, top1_acc/aux0: 0.3823, top5_acc/aux0: 0.6484, loss_cls/aux0: 2.6635, loss/aux0: 2.6635 2020-10-18 14:23:42,824 - mmaction - INFO - Epoch [19][340/396] lr: 2.964e-01, eta: 1 day, 23:04:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3120, top5_acc: 0.5802, loss_cls: 2.9552, loss: 2.9552, grad_norm: 1.1856, top1_acc/aux0: 0.3779, top5_acc/aux0: 0.6643, loss_cls/aux0: 2.5957, loss/aux0: 2.5957 2020-10-18 14:23:43,794 - mmaction - INFO - Epoch [19][340/396] lr: 2.964e-01, eta: 1 day, 23:08:33, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3120, top5_acc: 0.5802, loss_cls: 2.9552, loss: 2.9552, grad_norm: 1.1888, top1_acc/aux0: 0.3823, top5_acc/aux0: 0.6680, loss_cls/aux0: 2.5815, loss/aux0: 2.5815 2020-10-18 14:24:20,494 - mmaction - INFO - Epoch [19][360/396] lr: 2.964e-01, eta: 1 day, 23:04:20, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3177, top5_acc: 0.5969, loss_cls: 2.9142, loss: 2.9142, grad_norm: 1.2057, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6510, loss_cls/aux0: 2.6355, loss/aux0: 2.6355 2020-10-18 14:24:21,456 - mmaction - INFO - Epoch [19][360/396] lr: 2.964e-01, eta: 1 day, 23:08:16, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3177, top5_acc: 0.5969, loss_cls: 2.9142, loss: 2.9142, grad_norm: 1.2034, top1_acc/aux0: 0.3750, top5_acc/aux0: 0.6497, loss_cls/aux0: 2.6410, loss/aux0: 2.6410 2020-10-18 14:24:58,130 - mmaction - INFO - Epoch [19][380/396] lr: 2.964e-01, eta: 1 day, 23:04:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3034, top5_acc: 0.5813, loss_cls: 3.0073, loss: 3.0073, grad_norm: 1.1902, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5424, loss/aux0: 2.5424 2020-10-18 14:24:59,105 - mmaction - INFO - Epoch [19][380/396] lr: 2.964e-01, eta: 1 day, 23:07:58, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3034, top5_acc: 0.5813, loss_cls: 3.0073, loss: 3.0073, grad_norm: 1.1921, top1_acc/aux0: 0.3919, top5_acc/aux0: 0.6779, loss_cls/aux0: 2.5502, loss/aux0: 2.5502 2020-10-18 14:29:28,361 - mmaction - INFO - Epoch [20][20/396] lr: 2.959e-01, eta: 1 day, 22:57:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3091, top5_acc: 0.5794, loss_cls: 2.9526, loss: 2.9526, grad_norm: 1.1648, top1_acc/aux0: 0.3860, top5_acc/aux0: 0.6617, loss_cls/aux0: 2.6068, loss/aux0: 2.6068 2020-10-18 14:29:29,273 - mmaction - INFO - Epoch [20][20/396] lr: 2.959e-01, eta: 1 day, 23:01:07, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3091, top5_acc: 0.5794, loss_cls: 2.9526, loss: 2.9526, grad_norm: 1.1687, top1_acc/aux0: 0.3859, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.6061, loss/aux0: 2.6061 2020-10-18 14:30:05,704 - mmaction - INFO - Epoch [20][40/396] lr: 2.959e-01, eta: 1 day, 22:56:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3211, top5_acc: 0.5927, loss_cls: 2.9141, loss: 2.9141, grad_norm: 1.2190, top1_acc/aux0: 0.3841, top5_acc/aux0: 0.6630, loss_cls/aux0: 2.5887, loss/aux0: 2.5887 2020-10-18 14:30:06,668 - mmaction - INFO - Epoch [20][40/396] lr: 2.959e-01, eta: 1 day, 23:00:48, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3211, top5_acc: 0.5927, loss_cls: 2.9141, loss: 2.9141, grad_norm: 1.2215, top1_acc/aux0: 0.3807, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5981, loss/aux0: 2.5981 2020-10-18 14:30:43,218 - mmaction - INFO - Epoch [20][60/396] lr: 2.959e-01, eta: 1 day, 22:56:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3154, top5_acc: 0.5958, loss_cls: 2.9423, loss: 2.9423, grad_norm: 1.2141, top1_acc/aux0: 0.3807, top5_acc/aux0: 0.6633, loss_cls/aux0: 2.5808, loss/aux0: 2.5808 2020-10-18 14:30:44,146 - mmaction - INFO - Epoch [20][60/396] lr: 2.959e-01, eta: 1 day, 23:00:29, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3154, top5_acc: 0.5958, loss_cls: 2.9423, loss: 2.9423, grad_norm: 1.2142, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5759, loss/aux0: 2.5759 2020-10-18 14:31:20,796 - mmaction - INFO - Epoch [20][80/396] lr: 2.959e-01, eta: 1 day, 22:56:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3349, top5_acc: 0.6128, loss_cls: 2.8597, loss: 2.8597, grad_norm: 1.2054, top1_acc/aux0: 0.3938, top5_acc/aux0: 0.6714, loss_cls/aux0: 2.5816, loss/aux0: 2.5816 2020-10-18 14:31:21,759 - mmaction - INFO - Epoch [20][80/396] lr: 2.959e-01, eta: 1 day, 23:00:13, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3349, top5_acc: 0.6128, loss_cls: 2.8597, loss: 2.8597, grad_norm: 1.2038, top1_acc/aux0: 0.3937, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.5782, loss/aux0: 2.5782 2020-10-18 14:31:58,104 - mmaction - INFO - Epoch [20][100/396] lr: 2.959e-01, eta: 1 day, 22:56:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3161, top5_acc: 0.5948, loss_cls: 2.9298, loss: 2.9298, grad_norm: 1.2246, top1_acc/aux0: 0.3883, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5718, loss/aux0: 2.5718 2020-10-18 14:31:59,065 - mmaction - INFO - Epoch [20][100/396] lr: 2.959e-01, eta: 1 day, 22:59:50, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.3161, top5_acc: 0.5948, loss_cls: 2.9298, loss: 2.9298, grad_norm: 1.2207, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6763, loss_cls/aux0: 2.5524, loss/aux0: 2.5524 2020-10-18 14:32:35,732 - mmaction - INFO - Epoch [20][120/396] lr: 2.959e-01, eta: 1 day, 22:55:43, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3128, top5_acc: 0.5875, loss_cls: 2.9408, loss: 2.9408, grad_norm: 1.1845, top1_acc/aux0: 0.3917, top5_acc/aux0: 0.6682, loss_cls/aux0: 2.5650, loss/aux0: 2.5650 2020-10-18 14:32:36,652 - mmaction - INFO - Epoch [20][120/396] lr: 2.959e-01, eta: 1 day, 22:59:33, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3128, top5_acc: 0.5875, loss_cls: 2.9408, loss: 2.9408, grad_norm: 1.1791, top1_acc/aux0: 0.3919, top5_acc/aux0: 0.6674, loss_cls/aux0: 2.5727, loss/aux0: 2.5727 2020-10-18 14:33:13,222 - mmaction - INFO - Epoch [20][140/396] lr: 2.959e-01, eta: 1 day, 22:55:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3154, top5_acc: 0.5846, loss_cls: 2.9354, loss: 2.9354, grad_norm: 1.1947, top1_acc/aux0: 0.3888, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5945, loss/aux0: 2.5945 2020-10-18 14:33:14,201 - mmaction - INFO - Epoch [20][140/396] lr: 2.959e-01, eta: 1 day, 22:59:16, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3154, top5_acc: 0.5846, loss_cls: 2.9354, loss: 2.9354, grad_norm: 1.1939, top1_acc/aux0: 0.3870, top5_acc/aux0: 0.6617, loss_cls/aux0: 2.6014, loss/aux0: 2.6014 2020-10-18 14:33:50,876 - mmaction - INFO - Epoch [20][160/396] lr: 2.959e-01, eta: 1 day, 22:55:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3214, top5_acc: 0.5901, loss_cls: 2.9289, loss: 2.9289, grad_norm: 1.2125, top1_acc/aux0: 0.3940, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.5298, loss/aux0: 2.5298 2020-10-18 14:33:51,849 - mmaction - INFO - Epoch [20][160/396] lr: 2.959e-01, eta: 1 day, 22:58:59, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3214, top5_acc: 0.5901, loss_cls: 2.9289, loss: 2.9289, grad_norm: 1.2174, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5383, loss/aux0: 2.5383 2020-10-18 14:34:28,465 - mmaction - INFO - Epoch [20][180/396] lr: 2.959e-01, eta: 1 day, 22:54:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3078, top5_acc: 0.5904, loss_cls: 2.9449, loss: 2.9449, grad_norm: 1.2041, top1_acc/aux0: 0.3857, top5_acc/aux0: 0.6578, loss_cls/aux0: 2.6058, loss/aux0: 2.6058 2020-10-18 14:34:29,409 - mmaction - INFO - Epoch [20][180/396] lr: 2.959e-01, eta: 1 day, 22:58:39, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3078, top5_acc: 0.5904, loss_cls: 2.9449, loss: 2.9449, grad_norm: 1.2071, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6552, loss_cls/aux0: 2.6219, loss/aux0: 2.6219 2020-10-18 14:35:06,037 - mmaction - INFO - Epoch [20][200/396] lr: 2.959e-01, eta: 1 day, 22:54:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6013, loss_cls: 2.8995, loss: 2.8995, grad_norm: 1.2214, top1_acc/aux0: 0.3768, top5_acc/aux0: 0.6586, loss_cls/aux0: 2.6235, loss/aux0: 2.6235 2020-10-18 14:35:06,993 - mmaction - INFO - Epoch [20][200/396] lr: 2.959e-01, eta: 1 day, 22:58:21, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6013, loss_cls: 2.8995, loss: 2.8995, grad_norm: 1.2194, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6622, loss_cls/aux0: 2.6043, loss/aux0: 2.6043 2020-10-18 14:35:43,644 - mmaction - INFO - Epoch [20][220/396] lr: 2.959e-01, eta: 1 day, 22:54:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3042, top5_acc: 0.5760, loss_cls: 2.9863, loss: 2.9863, grad_norm: 1.1930, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6656, loss_cls/aux0: 2.5915, loss/aux0: 2.5915 2020-10-18 14:35:44,609 - mmaction - INFO - Epoch [20][220/396] lr: 2.959e-01, eta: 1 day, 22:58:04, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3042, top5_acc: 0.5760, loss_cls: 2.9863, loss: 2.9863, grad_norm: 1.1926, top1_acc/aux0: 0.3867, top5_acc/aux0: 0.6648, loss_cls/aux0: 2.5946, loss/aux0: 2.5946 2020-10-18 14:36:21,162 - mmaction - INFO - Epoch [20][240/396] lr: 2.959e-01, eta: 1 day, 22:53:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3273, top5_acc: 0.6008, loss_cls: 2.8933, loss: 2.8933, grad_norm: 1.2055, top1_acc/aux0: 0.3805, top5_acc/aux0: 0.6708, loss_cls/aux0: 2.5735, loss/aux0: 2.5735 2020-10-18 14:36:22,099 - mmaction - INFO - Epoch [20][240/396] lr: 2.959e-01, eta: 1 day, 22:57:44, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3273, top5_acc: 0.6008, loss_cls: 2.8933, loss: 2.8933, grad_norm: 1.2044, top1_acc/aux0: 0.3786, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5736, loss/aux0: 2.5736 2020-10-18 14:36:58,695 - mmaction - INFO - Epoch [20][260/396] lr: 2.959e-01, eta: 1 day, 22:53:40, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3161, top5_acc: 0.5958, loss_cls: 2.9134, loss: 2.9134, grad_norm: 1.1922, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6607, loss_cls/aux0: 2.5926, loss/aux0: 2.5926 2020-10-18 14:36:59,643 - mmaction - INFO - Epoch [20][260/396] lr: 2.959e-01, eta: 1 day, 22:57:26, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3161, top5_acc: 0.5958, loss_cls: 2.9134, loss: 2.9134, grad_norm: 1.1960, top1_acc/aux0: 0.3854, top5_acc/aux0: 0.6607, loss_cls/aux0: 2.5909, loss/aux0: 2.5909 2020-10-18 14:37:36,162 - mmaction - INFO - Epoch [20][280/396] lr: 2.959e-01, eta: 1 day, 22:53:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3195, top5_acc: 0.5969, loss_cls: 2.8907, loss: 2.8907, grad_norm: 1.2039, top1_acc/aux0: 0.3773, top5_acc/aux0: 0.6531, loss_cls/aux0: 2.6230, loss/aux0: 2.6230 2020-10-18 14:37:37,127 - mmaction - INFO - Epoch [20][280/396] lr: 2.959e-01, eta: 1 day, 22:57:06, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3195, top5_acc: 0.5969, loss_cls: 2.8907, loss: 2.8907, grad_norm: 1.2013, top1_acc/aux0: 0.3789, top5_acc/aux0: 0.6542, loss_cls/aux0: 2.6183, loss/aux0: 2.6183 2020-10-18 14:38:13,824 - mmaction - INFO - Epoch [20][300/396] lr: 2.959e-01, eta: 1 day, 22:53:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3201, top5_acc: 0.5893, loss_cls: 2.9096, loss: 2.9096, grad_norm: 1.2069, top1_acc/aux0: 0.4026, top5_acc/aux0: 0.6794, loss_cls/aux0: 2.5075, loss/aux0: 2.5075 2020-10-18 14:38:14,854 - mmaction - INFO - Epoch [20][300/396] lr: 2.959e-01, eta: 1 day, 22:56:49, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3201, top5_acc: 0.5893, loss_cls: 2.9096, loss: 2.9096, grad_norm: 1.2068, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.5147, loss/aux0: 2.5147 2020-10-18 14:38:51,721 - mmaction - INFO - Epoch [20][320/396] lr: 2.959e-01, eta: 1 day, 22:52:46, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3305, top5_acc: 0.6003, loss_cls: 2.8780, loss: 2.8780, grad_norm: 1.2150, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.5436, loss/aux0: 2.5436 2020-10-18 14:38:52,672 - mmaction - INFO - Epoch [20][320/396] lr: 2.959e-01, eta: 1 day, 22:56:31, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3305, top5_acc: 0.6003, loss_cls: 2.8780, loss: 2.8780, grad_norm: 1.2152, top1_acc/aux0: 0.4049, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.5361, loss/aux0: 2.5361 2020-10-18 14:39:29,286 - mmaction - INFO - Epoch [20][340/396] lr: 2.959e-01, eta: 1 day, 22:52:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3216, top5_acc: 0.5945, loss_cls: 2.9057, loss: 2.9057, grad_norm: 1.2217, top1_acc/aux0: 0.3867, top5_acc/aux0: 0.6654, loss_cls/aux0: 2.5850, loss/aux0: 2.5850 2020-10-18 14:39:30,218 - mmaction - INFO - Epoch [20][340/396] lr: 2.959e-01, eta: 1 day, 22:56:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3216, top5_acc: 0.5945, loss_cls: 2.9057, loss: 2.9057, grad_norm: 1.2222, top1_acc/aux0: 0.3888, top5_acc/aux0: 0.6628, loss_cls/aux0: 2.5863, loss/aux0: 2.5863 2020-10-18 14:40:06,927 - mmaction - INFO - Epoch [20][360/396] lr: 2.959e-01, eta: 1 day, 22:52:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3154, top5_acc: 0.5875, loss_cls: 2.9332, loss: 2.9332, grad_norm: 1.2238, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6768, loss_cls/aux0: 2.4908, loss/aux0: 2.4908 2020-10-18 14:40:07,901 - mmaction - INFO - Epoch [20][360/396] lr: 2.959e-01, eta: 1 day, 22:55:54, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3154, top5_acc: 0.5875, loss_cls: 2.9332, loss: 2.9332, grad_norm: 1.2198, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4920, loss/aux0: 2.4920 2020-10-18 14:40:44,462 - mmaction - INFO - Epoch [20][380/396] lr: 2.959e-01, eta: 1 day, 22:51:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3115, top5_acc: 0.5760, loss_cls: 2.9626, loss: 2.9626, grad_norm: 1.2135, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6661, loss_cls/aux0: 2.5850, loss/aux0: 2.5850 2020-10-18 14:40:45,426 - mmaction - INFO - Epoch [20][380/396] lr: 2.959e-01, eta: 1 day, 22:55:35, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3115, top5_acc: 0.5760, loss_cls: 2.9626, loss: 2.9626, grad_norm: 1.2097, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6646, loss_cls/aux0: 2.5847, loss/aux0: 2.5847 2020-10-18 14:45:20,655 - mmaction - INFO - Epoch [21][20/396] lr: 2.955e-01, eta: 1 day, 22:45:23, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3352, top5_acc: 0.6117, loss_cls: 2.8232, loss: 2.8232, grad_norm: 1.2204, top1_acc/aux0: 0.3871, top5_acc/aux0: 0.6606, loss_cls/aux0: 2.6208, loss/aux0: 2.6208 2020-10-18 14:45:21,649 - mmaction - INFO - Epoch [21][20/396] lr: 2.955e-01, eta: 1 day, 22:49:02, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3352, top5_acc: 0.6117, loss_cls: 2.8232, loss: 2.8232, grad_norm: 1.2272, top1_acc/aux0: 0.3849, top5_acc/aux0: 0.6609, loss_cls/aux0: 2.6206, loss/aux0: 2.6206 2020-10-18 14:45:58,075 - mmaction - INFO - Epoch [21][40/396] lr: 2.955e-01, eta: 1 day, 22:45:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3240, top5_acc: 0.5932, loss_cls: 2.8864, loss: 2.8864, grad_norm: 1.1856, top1_acc/aux0: 0.3891, top5_acc/aux0: 0.6586, loss_cls/aux0: 2.5805, loss/aux0: 2.5805 2020-10-18 14:45:59,032 - mmaction - INFO - Epoch [21][40/396] lr: 2.955e-01, eta: 1 day, 22:48:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3240, top5_acc: 0.5932, loss_cls: 2.8864, loss: 2.8864, grad_norm: 1.1894, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6568, loss_cls/aux0: 2.5828, loss/aux0: 2.5828 2020-10-18 14:46:35,764 - mmaction - INFO - Epoch [21][60/396] lr: 2.955e-01, eta: 1 day, 22:44:45, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3151, top5_acc: 0.5958, loss_cls: 2.9004, loss: 2.9004, grad_norm: 1.2136, top1_acc/aux0: 0.3904, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5858, loss/aux0: 2.5858 2020-10-18 14:46:36,707 - mmaction - INFO - Epoch [21][60/396] lr: 2.955e-01, eta: 1 day, 22:48:26, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3151, top5_acc: 0.5958, loss_cls: 2.9004, loss: 2.9004, grad_norm: 1.2154, top1_acc/aux0: 0.3885, top5_acc/aux0: 0.6643, loss_cls/aux0: 2.5747, loss/aux0: 2.5747 2020-10-18 14:47:13,367 - mmaction - INFO - Epoch [21][80/396] lr: 2.955e-01, eta: 1 day, 22:44:29, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3185, top5_acc: 0.5924, loss_cls: 2.9326, loss: 2.9326, grad_norm: 1.1973, top1_acc/aux0: 0.3839, top5_acc/aux0: 0.6768, loss_cls/aux0: 2.5752, loss/aux0: 2.5752 2020-10-18 14:47:14,333 - mmaction - INFO - Epoch [21][80/396] lr: 2.955e-01, eta: 1 day, 22:48:09, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3185, top5_acc: 0.5924, loss_cls: 2.9326, loss: 2.9326, grad_norm: 1.1973, top1_acc/aux0: 0.3862, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.5765, loss/aux0: 2.5765 2020-10-18 14:47:50,842 - mmaction - INFO - Epoch [21][100/396] lr: 2.955e-01, eta: 1 day, 22:44:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3159, top5_acc: 0.5823, loss_cls: 2.9344, loss: 2.9344, grad_norm: 1.1925, top1_acc/aux0: 0.3904, top5_acc/aux0: 0.6635, loss_cls/aux0: 2.6151, loss/aux0: 2.6151 2020-10-18 14:47:51,793 - mmaction - INFO - Epoch [21][100/396] lr: 2.955e-01, eta: 1 day, 22:47:49, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3159, top5_acc: 0.5823, loss_cls: 2.9344, loss: 2.9344, grad_norm: 1.1857, top1_acc/aux0: 0.3904, top5_acc/aux0: 0.6612, loss_cls/aux0: 2.6216, loss/aux0: 2.6216 2020-10-18 14:48:28,356 - mmaction - INFO - Epoch [21][120/396] lr: 2.955e-01, eta: 1 day, 22:43:50, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3201, top5_acc: 0.5977, loss_cls: 2.9021, loss: 2.9021, grad_norm: 1.2348, top1_acc/aux0: 0.4044, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.5474, loss/aux0: 2.5474 2020-10-18 14:48:29,336 - mmaction - INFO - Epoch [21][120/396] lr: 2.955e-01, eta: 1 day, 22:47:27, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3201, top5_acc: 0.5977, loss_cls: 2.9021, loss: 2.9021, grad_norm: 1.2351, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6831, loss_cls/aux0: 2.5462, loss/aux0: 2.5462 2020-10-18 14:49:06,024 - mmaction - INFO - Epoch [21][140/396] lr: 2.955e-01, eta: 1 day, 22:43:32, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3154, top5_acc: 0.5878, loss_cls: 2.9492, loss: 2.9492, grad_norm: 1.2046, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5603, loss/aux0: 2.5603 2020-10-18 14:49:07,017 - mmaction - INFO - Epoch [21][140/396] lr: 2.955e-01, eta: 1 day, 22:47:12, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.3154, top5_acc: 0.5878, loss_cls: 2.9492, loss: 2.9492, grad_norm: 1.2084, top1_acc/aux0: 0.3930, top5_acc/aux0: 0.6742, loss_cls/aux0: 2.5590, loss/aux0: 2.5590 2020-10-18 14:49:43,672 - mmaction - INFO - Epoch [21][160/396] lr: 2.955e-01, eta: 1 day, 22:43:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3224, top5_acc: 0.6003, loss_cls: 2.8805, loss: 2.8805, grad_norm: 1.2111, top1_acc/aux0: 0.4060, top5_acc/aux0: 0.6737, loss_cls/aux0: 2.5090, loss/aux0: 2.5090 2020-10-18 14:49:44,674 - mmaction - INFO - Epoch [21][160/396] lr: 2.955e-01, eta: 1 day, 22:46:54, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3224, top5_acc: 0.6003, loss_cls: 2.8805, loss: 2.8805, grad_norm: 1.2131, top1_acc/aux0: 0.4055, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5178, loss/aux0: 2.5178 2020-10-18 14:50:21,335 - mmaction - INFO - Epoch [21][180/396] lr: 2.955e-01, eta: 1 day, 22:42:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3247, top5_acc: 0.6005, loss_cls: 2.8956, loss: 2.8956, grad_norm: 1.2208, top1_acc/aux0: 0.3823, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5946, loss/aux0: 2.5946 2020-10-18 14:50:22,319 - mmaction - INFO - Epoch [21][180/396] lr: 2.955e-01, eta: 1 day, 22:46:35, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3247, top5_acc: 0.6005, loss_cls: 2.8956, loss: 2.8956, grad_norm: 1.2280, top1_acc/aux0: 0.3833, top5_acc/aux0: 0.6615, loss_cls/aux0: 2.5968, loss/aux0: 2.5968 2020-10-18 14:50:58,903 - mmaction - INFO - Epoch [21][200/396] lr: 2.955e-01, eta: 1 day, 22:42:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3232, top5_acc: 0.5896, loss_cls: 2.9100, loss: 2.9100, grad_norm: 1.2100, top1_acc/aux0: 0.4013, top5_acc/aux0: 0.6805, loss_cls/aux0: 2.5048, loss/aux0: 2.5048 2020-10-18 14:50:59,873 - mmaction - INFO - Epoch [21][200/396] lr: 2.955e-01, eta: 1 day, 22:46:16, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3232, top5_acc: 0.5896, loss_cls: 2.9100, loss: 2.9100, grad_norm: 1.2130, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.4970, loss/aux0: 2.4970 2020-10-18 14:51:36,743 - mmaction - INFO - Epoch [21][220/396] lr: 2.955e-01, eta: 1 day, 22:42:24, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.3156, top5_acc: 0.6073, loss_cls: 2.9021, loss: 2.9021, grad_norm: 1.2128, top1_acc/aux0: 0.3878, top5_acc/aux0: 0.6685, loss_cls/aux0: 2.5895, loss/aux0: 2.5895 2020-10-18 14:51:37,704 - mmaction - INFO - Epoch [21][220/396] lr: 2.955e-01, eta: 1 day, 22:46:01, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.3156, top5_acc: 0.6073, loss_cls: 2.9021, loss: 2.9021, grad_norm: 1.2142, top1_acc/aux0: 0.3875, top5_acc/aux0: 0.6703, loss_cls/aux0: 2.5878, loss/aux0: 2.5878 2020-10-18 14:52:14,327 - mmaction - INFO - Epoch [21][240/396] lr: 2.955e-01, eta: 1 day, 22:42:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3156, top5_acc: 0.5951, loss_cls: 2.9170, loss: 2.9170, grad_norm: 1.1994, top1_acc/aux0: 0.3945, top5_acc/aux0: 0.6727, loss_cls/aux0: 2.5429, loss/aux0: 2.5429 2020-10-18 14:52:15,300 - mmaction - INFO - Epoch [21][240/396] lr: 2.955e-01, eta: 1 day, 22:45:43, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3156, top5_acc: 0.5951, loss_cls: 2.9170, loss: 2.9170, grad_norm: 1.2018, top1_acc/aux0: 0.3958, top5_acc/aux0: 0.6732, loss_cls/aux0: 2.5443, loss/aux0: 2.5443 2020-10-18 14:52:51,971 - mmaction - INFO - Epoch [21][260/396] lr: 2.955e-01, eta: 1 day, 22:41:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3227, top5_acc: 0.5956, loss_cls: 2.8944, loss: 2.8944, grad_norm: 1.2048, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.5335, loss/aux0: 2.5335 2020-10-18 14:52:52,899 - mmaction - INFO - Epoch [21][260/396] lr: 2.955e-01, eta: 1 day, 22:45:23, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3227, top5_acc: 0.5956, loss_cls: 2.8944, loss: 2.8944, grad_norm: 1.2049, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6841, loss_cls/aux0: 2.5135, loss/aux0: 2.5135 2020-10-18 14:53:29,573 - mmaction - INFO - Epoch [21][280/396] lr: 2.955e-01, eta: 1 day, 22:41:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3253, top5_acc: 0.5987, loss_cls: 2.9095, loss: 2.9095, grad_norm: 1.2359, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5053, loss/aux0: 2.5053 2020-10-18 14:53:30,527 - mmaction - INFO - Epoch [21][280/396] lr: 2.955e-01, eta: 1 day, 22:45:05, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3253, top5_acc: 0.5987, loss_cls: 2.9095, loss: 2.9095, grad_norm: 1.2410, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6732, loss_cls/aux0: 2.5401, loss/aux0: 2.5401 2020-10-18 14:54:07,086 - mmaction - INFO - Epoch [21][300/396] lr: 2.955e-01, eta: 1 day, 22:41:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3297, top5_acc: 0.5969, loss_cls: 2.8752, loss: 2.8752, grad_norm: 1.2186, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6732, loss_cls/aux0: 2.5342, loss/aux0: 2.5342 2020-10-18 14:54:08,047 - mmaction - INFO - Epoch [21][300/396] lr: 2.955e-01, eta: 1 day, 22:44:45, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3297, top5_acc: 0.5969, loss_cls: 2.8752, loss: 2.8752, grad_norm: 1.2174, top1_acc/aux0: 0.3984, top5_acc/aux0: 0.6763, loss_cls/aux0: 2.5220, loss/aux0: 2.5220 2020-10-18 14:54:44,769 - mmaction - INFO - Epoch [21][320/396] lr: 2.955e-01, eta: 1 day, 22:40:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3258, top5_acc: 0.5948, loss_cls: 2.8900, loss: 2.8900, grad_norm: 1.2140, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6841, loss_cls/aux0: 2.4668, loss/aux0: 2.4668 2020-10-18 14:54:45,739 - mmaction - INFO - Epoch [21][320/396] lr: 2.955e-01, eta: 1 day, 22:44:25, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3258, top5_acc: 0.5948, loss_cls: 2.8900, loss: 2.8900, grad_norm: 1.2148, top1_acc/aux0: 0.4154, top5_acc/aux0: 0.6831, loss_cls/aux0: 2.4619, loss/aux0: 2.4619 2020-10-18 14:55:22,401 - mmaction - INFO - Epoch [21][340/396] lr: 2.955e-01, eta: 1 day, 22:40:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3146, top5_acc: 0.5880, loss_cls: 2.9106, loss: 2.9106, grad_norm: 1.2129, top1_acc/aux0: 0.3951, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.5410, loss/aux0: 2.5410 2020-10-18 14:55:23,359 - mmaction - INFO - Epoch [21][340/396] lr: 2.955e-01, eta: 1 day, 22:44:05, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3146, top5_acc: 0.5880, loss_cls: 2.9106, loss: 2.9106, grad_norm: 1.2133, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6779, loss_cls/aux0: 2.5441, loss/aux0: 2.5441 2020-10-18 14:56:00,013 - mmaction - INFO - Epoch [21][360/396] lr: 2.955e-01, eta: 1 day, 22:40:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3245, top5_acc: 0.5964, loss_cls: 2.9054, loss: 2.9054, grad_norm: 1.2220, top1_acc/aux0: 0.3909, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5543, loss/aux0: 2.5543 2020-10-18 14:56:00,978 - mmaction - INFO - Epoch [21][360/396] lr: 2.955e-01, eta: 1 day, 22:43:44, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3245, top5_acc: 0.5964, loss_cls: 2.9054, loss: 2.9054, grad_norm: 1.2200, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6737, loss_cls/aux0: 2.5507, loss/aux0: 2.5507 2020-10-18 14:56:37,652 - mmaction - INFO - Epoch [21][380/396] lr: 2.955e-01, eta: 1 day, 22:39:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3109, top5_acc: 0.5914, loss_cls: 2.9517, loss: 2.9517, grad_norm: 1.2071, top1_acc/aux0: 0.3953, top5_acc/aux0: 0.6693, loss_cls/aux0: 2.5826, loss/aux0: 2.5826 2020-10-18 14:56:38,614 - mmaction - INFO - Epoch [21][380/396] lr: 2.955e-01, eta: 1 day, 22:43:23, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.3109, top5_acc: 0.5914, loss_cls: 2.9517, loss: 2.9517, grad_norm: 1.2180, top1_acc/aux0: 0.3940, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5861, loss/aux0: 2.5861 2020-10-18 15:01:40,720 - mmaction - INFO - Epoch [22][20/396] lr: 2.950e-01, eta: 1 day, 22:33:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6044, loss_cls: 2.8326, loss: 2.8326, grad_norm: 1.2421, top1_acc/aux0: 0.3914, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.5002, loss/aux0: 2.5002 2020-10-18 15:01:41,639 - mmaction - INFO - Epoch [22][20/396] lr: 2.950e-01, eta: 1 day, 22:37:10, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6044, loss_cls: 2.8326, loss: 2.8326, grad_norm: 1.2333, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4902, loss/aux0: 2.4902 2020-10-18 15:02:18,190 - mmaction - INFO - Epoch [22][40/396] lr: 2.950e-01, eta: 1 day, 22:33:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3203, top5_acc: 0.5977, loss_cls: 2.8997, loss: 2.8997, grad_norm: 1.1931, top1_acc/aux0: 0.4034, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5253, loss/aux0: 2.5253 2020-10-18 15:02:19,160 - mmaction - INFO - Epoch [22][40/396] lr: 2.950e-01, eta: 1 day, 22:36:50, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3203, top5_acc: 0.5977, loss_cls: 2.8997, loss: 2.8997, grad_norm: 1.1867, top1_acc/aux0: 0.4013, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.5354, loss/aux0: 2.5354 2020-10-18 15:02:55,836 - mmaction - INFO - Epoch [22][60/396] lr: 2.950e-01, eta: 1 day, 22:33:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3120, top5_acc: 0.5937, loss_cls: 2.9310, loss: 2.9310, grad_norm: 1.1900, top1_acc/aux0: 0.4096, top5_acc/aux0: 0.6831, loss_cls/aux0: 2.4683, loss/aux0: 2.4683 2020-10-18 15:02:56,812 - mmaction - INFO - Epoch [22][60/396] lr: 2.950e-01, eta: 1 day, 22:36:31, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3120, top5_acc: 0.5937, loss_cls: 2.9310, loss: 2.9310, grad_norm: 1.1905, top1_acc/aux0: 0.4094, top5_acc/aux0: 0.6841, loss_cls/aux0: 2.4663, loss/aux0: 2.4663 2020-10-18 15:03:33,391 - mmaction - INFO - Epoch [22][80/396] lr: 2.950e-01, eta: 1 day, 22:32:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3245, top5_acc: 0.6021, loss_cls: 2.8858, loss: 2.8858, grad_norm: 1.2345, top1_acc/aux0: 0.3987, top5_acc/aux0: 0.6711, loss_cls/aux0: 2.5359, loss/aux0: 2.5359 2020-10-18 15:03:34,340 - mmaction - INFO - Epoch [22][80/396] lr: 2.950e-01, eta: 1 day, 22:36:10, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3245, top5_acc: 0.6021, loss_cls: 2.8858, loss: 2.8858, grad_norm: 1.2297, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5278, loss/aux0: 2.5278 2020-10-18 15:04:10,984 - mmaction - INFO - Epoch [22][100/396] lr: 2.950e-01, eta: 1 day, 22:32:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3237, top5_acc: 0.5898, loss_cls: 2.8954, loss: 2.8954, grad_norm: 1.2313, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5003, loss/aux0: 2.5003 2020-10-18 15:04:11,959 - mmaction - INFO - Epoch [22][100/396] lr: 2.950e-01, eta: 1 day, 22:35:50, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3237, top5_acc: 0.5898, loss_cls: 2.8954, loss: 2.8954, grad_norm: 1.2292, top1_acc/aux0: 0.4008, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5103, loss/aux0: 2.5103 2020-10-18 15:04:48,588 - mmaction - INFO - Epoch [22][120/396] lr: 2.950e-01, eta: 1 day, 22:32:04, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3263, top5_acc: 0.6076, loss_cls: 2.8728, loss: 2.8728, grad_norm: 1.2304, top1_acc/aux0: 0.4055, top5_acc/aux0: 0.6734, loss_cls/aux0: 2.5273, loss/aux0: 2.5273 2020-10-18 15:04:49,549 - mmaction - INFO - Epoch [22][120/396] lr: 2.950e-01, eta: 1 day, 22:35:31, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3263, top5_acc: 0.6076, loss_cls: 2.8728, loss: 2.8728, grad_norm: 1.2299, top1_acc/aux0: 0.4013, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.5333, loss/aux0: 2.5333 2020-10-18 15:05:26,092 - mmaction - INFO - Epoch [22][140/396] lr: 2.950e-01, eta: 1 day, 22:31:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3198, top5_acc: 0.5930, loss_cls: 2.9075, loss: 2.9075, grad_norm: 1.2266, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6750, loss_cls/aux0: 2.5524, loss/aux0: 2.5524 2020-10-18 15:05:27,053 - mmaction - INFO - Epoch [22][140/396] lr: 2.950e-01, eta: 1 day, 22:35:10, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3198, top5_acc: 0.5930, loss_cls: 2.9075, loss: 2.9075, grad_norm: 1.2273, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6771, loss_cls/aux0: 2.5429, loss/aux0: 2.5429 2020-10-18 15:06:03,561 - mmaction - INFO - Epoch [22][160/396] lr: 2.950e-01, eta: 1 day, 22:31:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3258, top5_acc: 0.5990, loss_cls: 2.8844, loss: 2.8844, grad_norm: 1.2107, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6831, loss_cls/aux0: 2.5441, loss/aux0: 2.5441 2020-10-18 15:06:04,518 - mmaction - INFO - Epoch [22][160/396] lr: 2.950e-01, eta: 1 day, 22:34:50, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3258, top5_acc: 0.5990, loss_cls: 2.8844, loss: 2.8844, grad_norm: 1.2164, top1_acc/aux0: 0.3906, top5_acc/aux0: 0.6794, loss_cls/aux0: 2.5499, loss/aux0: 2.5499 2020-10-18 15:06:41,228 - mmaction - INFO - Epoch [22][180/396] lr: 2.950e-01, eta: 1 day, 22:31:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3266, top5_acc: 0.6026, loss_cls: 2.8621, loss: 2.8621, grad_norm: 1.2381, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6854, loss_cls/aux0: 2.4989, loss/aux0: 2.4989 2020-10-18 15:06:42,241 - mmaction - INFO - Epoch [22][180/396] lr: 2.950e-01, eta: 1 day, 22:34:31, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3266, top5_acc: 0.6026, loss_cls: 2.8621, loss: 2.8621, grad_norm: 1.2440, top1_acc/aux0: 0.4107, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.5054, loss/aux0: 2.5054 2020-10-18 15:07:18,776 - mmaction - INFO - Epoch [22][200/396] lr: 2.950e-01, eta: 1 day, 22:30:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3354, top5_acc: 0.6164, loss_cls: 2.8345, loss: 2.8345, grad_norm: 1.2118, top1_acc/aux0: 0.3872, top5_acc/aux0: 0.6729, loss_cls/aux0: 2.5649, loss/aux0: 2.5649 2020-10-18 15:07:19,727 - mmaction - INFO - Epoch [22][200/396] lr: 2.950e-01, eta: 1 day, 22:34:12, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3354, top5_acc: 0.6164, loss_cls: 2.8345, loss: 2.8345, grad_norm: 1.2155, top1_acc/aux0: 0.3862, top5_acc/aux0: 0.6701, loss_cls/aux0: 2.5696, loss/aux0: 2.5696 2020-10-18 15:07:56,290 - mmaction - INFO - Epoch [22][220/396] lr: 2.950e-01, eta: 1 day, 22:30:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6068, loss_cls: 2.8263, loss: 2.8263, grad_norm: 1.1882, top1_acc/aux0: 0.3948, top5_acc/aux0: 0.6672, loss_cls/aux0: 2.5350, loss/aux0: 2.5350 2020-10-18 15:07:57,289 - mmaction - INFO - Epoch [22][220/396] lr: 2.950e-01, eta: 1 day, 22:33:49, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6068, loss_cls: 2.8263, loss: 2.8263, grad_norm: 1.1965, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6685, loss_cls/aux0: 2.5265, loss/aux0: 2.5265 2020-10-18 15:08:33,949 - mmaction - INFO - Epoch [22][240/396] lr: 2.950e-01, eta: 1 day, 22:30:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3286, top5_acc: 0.5914, loss_cls: 2.9201, loss: 2.9201, grad_norm: 1.2159, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4424, loss/aux0: 2.4424 2020-10-18 15:08:34,901 - mmaction - INFO - Epoch [22][240/396] lr: 2.950e-01, eta: 1 day, 22:33:29, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3286, top5_acc: 0.5914, loss_cls: 2.9201, loss: 2.9201, grad_norm: 1.2190, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4489, loss/aux0: 2.4489 2020-10-18 15:09:11,395 - mmaction - INFO - Epoch [22][260/396] lr: 2.950e-01, eta: 1 day, 22:29:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3232, top5_acc: 0.5893, loss_cls: 2.9075, loss: 2.9075, grad_norm: 1.2115, top1_acc/aux0: 0.3867, top5_acc/aux0: 0.6625, loss_cls/aux0: 2.5927, loss/aux0: 2.5927 2020-10-18 15:09:12,360 - mmaction - INFO - Epoch [22][260/396] lr: 2.950e-01, eta: 1 day, 22:33:08, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3232, top5_acc: 0.5893, loss_cls: 2.9075, loss: 2.9075, grad_norm: 1.2066, top1_acc/aux0: 0.3901, top5_acc/aux0: 0.6633, loss_cls/aux0: 2.5810, loss/aux0: 2.5810 2020-10-18 15:09:49,156 - mmaction - INFO - Epoch [22][280/396] lr: 2.950e-01, eta: 1 day, 22:29:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3242, top5_acc: 0.5922, loss_cls: 2.9070, loss: 2.9070, grad_norm: 1.2340, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.4222, loss/aux0: 2.4222 2020-10-18 15:09:50,148 - mmaction - INFO - Epoch [22][280/396] lr: 2.950e-01, eta: 1 day, 22:32:49, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3242, top5_acc: 0.5922, loss_cls: 2.9070, loss: 2.9070, grad_norm: 1.2368, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.4153, loss/aux0: 2.4153 2020-10-18 15:10:26,894 - mmaction - INFO - Epoch [22][300/396] lr: 2.950e-01, eta: 1 day, 22:29:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3018, top5_acc: 0.5846, loss_cls: 2.9660, loss: 2.9660, grad_norm: 1.2192, top1_acc/aux0: 0.4070, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.4645, loss/aux0: 2.4645 2020-10-18 15:10:27,852 - mmaction - INFO - Epoch [22][300/396] lr: 2.950e-01, eta: 1 day, 22:32:30, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3018, top5_acc: 0.5846, loss_cls: 2.9660, loss: 2.9660, grad_norm: 1.2210, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4866, loss/aux0: 2.4866 2020-10-18 15:11:04,506 - mmaction - INFO - Epoch [22][320/396] lr: 2.950e-01, eta: 1 day, 22:28:49, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3315, top5_acc: 0.5924, loss_cls: 2.9163, loss: 2.9163, grad_norm: 1.2162, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4739, loss/aux0: 2.4739 2020-10-18 15:11:05,457 - mmaction - INFO - Epoch [22][320/396] lr: 2.950e-01, eta: 1 day, 22:32:11, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3315, top5_acc: 0.5924, loss_cls: 2.9163, loss: 2.9163, grad_norm: 1.2188, top1_acc/aux0: 0.4013, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4653, loss/aux0: 2.4653 2020-10-18 15:11:42,291 - mmaction - INFO - Epoch [22][340/396] lr: 2.950e-01, eta: 1 day, 22:28:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6185, loss_cls: 2.8112, loss: 2.8112, grad_norm: 1.2492, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.5101, loss/aux0: 2.5101 2020-10-18 15:11:43,261 - mmaction - INFO - Epoch [22][340/396] lr: 2.950e-01, eta: 1 day, 22:31:54, time: 0.948, data_time: 0.001, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6185, loss_cls: 2.8112, loss: 2.8112, grad_norm: 1.2497, top1_acc/aux0: 0.3953, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4967, loss/aux0: 2.4967 2020-10-18 15:12:19,913 - mmaction - INFO - Epoch [22][360/396] lr: 2.950e-01, eta: 1 day, 22:28:13, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3211, top5_acc: 0.5917, loss_cls: 2.8868, loss: 2.8868, grad_norm: 1.2181, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6812, loss_cls/aux0: 2.5174, loss/aux0: 2.5174 2020-10-18 15:12:20,884 - mmaction - INFO - Epoch [22][360/396] lr: 2.950e-01, eta: 1 day, 22:31:34, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3211, top5_acc: 0.5917, loss_cls: 2.8868, loss: 2.8868, grad_norm: 1.2154, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.5255, loss/aux0: 2.5255 2020-10-18 15:12:57,545 - mmaction - INFO - Epoch [22][380/396] lr: 2.950e-01, eta: 1 day, 22:27:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3266, top5_acc: 0.5990, loss_cls: 2.9024, loss: 2.9024, grad_norm: 1.2129, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4919, loss/aux0: 2.4919 2020-10-18 15:12:58,547 - mmaction - INFO - Epoch [22][380/396] lr: 2.950e-01, eta: 1 day, 22:31:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3266, top5_acc: 0.5990, loss_cls: 2.9024, loss: 2.9024, grad_norm: 1.2222, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.6844, loss_cls/aux0: 2.4948, loss/aux0: 2.4948 2020-10-18 15:18:02,475 - mmaction - INFO - Epoch [23][20/396] lr: 2.946e-01, eta: 1 day, 22:21:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3219, top5_acc: 0.6036, loss_cls: 2.9028, loss: 2.9028, grad_norm: 1.2053, top1_acc/aux0: 0.3967, top5_acc/aux0: 0.6793, loss_cls/aux0: 2.5355, loss/aux0: 2.5355 2020-10-18 15:18:03,464 - mmaction - INFO - Epoch [23][20/396] lr: 2.946e-01, eta: 1 day, 22:25:15, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3219, top5_acc: 0.6036, loss_cls: 2.9028, loss: 2.9028, grad_norm: 1.2044, top1_acc/aux0: 0.3971, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5379, loss/aux0: 2.5379 2020-10-18 15:18:40,028 - mmaction - INFO - Epoch [23][40/396] lr: 2.946e-01, eta: 1 day, 22:21:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6141, loss_cls: 2.8223, loss: 2.8223, grad_norm: 1.2178, top1_acc/aux0: 0.3966, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.5391, loss/aux0: 2.5391 2020-10-18 15:18:40,967 - mmaction - INFO - Epoch [23][40/396] lr: 2.946e-01, eta: 1 day, 22:24:54, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6141, loss_cls: 2.8223, loss: 2.8223, grad_norm: 1.2171, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.5309, loss/aux0: 2.5309 2020-10-18 15:19:17,452 - mmaction - INFO - Epoch [23][60/396] lr: 2.946e-01, eta: 1 day, 22:21:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3294, top5_acc: 0.5997, loss_cls: 2.8894, loss: 2.8894, grad_norm: 1.2344, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4757, loss/aux0: 2.4757 2020-10-18 15:19:18,372 - mmaction - INFO - Epoch [23][60/396] lr: 2.946e-01, eta: 1 day, 22:24:32, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3294, top5_acc: 0.5997, loss_cls: 2.8894, loss: 2.8894, grad_norm: 1.2363, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.4880, loss/aux0: 2.4880 2020-10-18 15:19:55,040 - mmaction - INFO - Epoch [23][80/396] lr: 2.946e-01, eta: 1 day, 22:20:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3102, top5_acc: 0.5940, loss_cls: 2.8996, loss: 2.8996, grad_norm: 1.2148, top1_acc/aux0: 0.4044, top5_acc/aux0: 0.6813, loss_cls/aux0: 2.4935, loss/aux0: 2.4935 2020-10-18 15:19:56,011 - mmaction - INFO - Epoch [23][80/396] lr: 2.946e-01, eta: 1 day, 22:24:10, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3102, top5_acc: 0.5940, loss_cls: 2.8996, loss: 2.8996, grad_norm: 1.2107, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.4694, loss/aux0: 2.4694 2020-10-18 15:20:32,452 - mmaction - INFO - Epoch [23][100/396] lr: 2.946e-01, eta: 1 day, 22:20:31, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3417, top5_acc: 0.6049, loss_cls: 2.8496, loss: 2.8496, grad_norm: 1.2018, top1_acc/aux0: 0.4143, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4485, loss/aux0: 2.4485 2020-10-18 15:20:33,407 - mmaction - INFO - Epoch [23][100/396] lr: 2.946e-01, eta: 1 day, 22:23:46, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.3417, top5_acc: 0.6049, loss_cls: 2.8496, loss: 2.8496, grad_norm: 1.2065, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6839, loss_cls/aux0: 2.4533, loss/aux0: 2.4533 2020-10-18 15:21:10,155 - mmaction - INFO - Epoch [23][120/396] lr: 2.946e-01, eta: 1 day, 22:20:10, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6010, loss_cls: 2.8663, loss: 2.8663, grad_norm: 1.2305, top1_acc/aux0: 0.3982, top5_acc/aux0: 0.6677, loss_cls/aux0: 2.5327, loss/aux0: 2.5327 2020-10-18 15:21:11,133 - mmaction - INFO - Epoch [23][120/396] lr: 2.946e-01, eta: 1 day, 22:23:28, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6010, loss_cls: 2.8663, loss: 2.8663, grad_norm: 1.2279, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6690, loss_cls/aux0: 2.5321, loss/aux0: 2.5321 2020-10-18 15:21:47,954 - mmaction - INFO - Epoch [23][140/396] lr: 2.946e-01, eta: 1 day, 22:19:53, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3260, top5_acc: 0.5953, loss_cls: 2.8924, loss: 2.8924, grad_norm: 1.2305, top1_acc/aux0: 0.4091, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4665, loss/aux0: 2.4665 2020-10-18 15:21:48,903 - mmaction - INFO - Epoch [23][140/396] lr: 2.946e-01, eta: 1 day, 22:23:12, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.3260, top5_acc: 0.5953, loss_cls: 2.8924, loss: 2.8924, grad_norm: 1.2340, top1_acc/aux0: 0.4042, top5_acc/aux0: 0.6844, loss_cls/aux0: 2.4767, loss/aux0: 2.4767 2020-10-18 15:22:25,612 - mmaction - INFO - Epoch [23][160/396] lr: 2.946e-01, eta: 1 day, 22:19:37, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3273, top5_acc: 0.6062, loss_cls: 2.8617, loss: 2.8617, grad_norm: 1.2660, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5003, loss/aux0: 2.5003 2020-10-18 15:22:26,577 - mmaction - INFO - Epoch [23][160/396] lr: 2.946e-01, eta: 1 day, 22:22:54, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3273, top5_acc: 0.6062, loss_cls: 2.8617, loss: 2.8617, grad_norm: 1.2619, top1_acc/aux0: 0.4133, top5_acc/aux0: 0.6820, loss_cls/aux0: 2.4847, loss/aux0: 2.4847 2020-10-18 15:23:03,061 - mmaction - INFO - Epoch [23][180/396] lr: 2.946e-01, eta: 1 day, 22:19:16, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6023, loss_cls: 2.8473, loss: 2.8473, grad_norm: 1.2254, top1_acc/aux0: 0.4112, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.4656, loss/aux0: 2.4656 2020-10-18 15:23:04,002 - mmaction - INFO - Epoch [23][180/396] lr: 2.946e-01, eta: 1 day, 22:22:30, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6023, loss_cls: 2.8473, loss: 2.8473, grad_norm: 1.2293, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4856, loss/aux0: 2.4856 2020-10-18 15:23:40,672 - mmaction - INFO - Epoch [23][200/396] lr: 2.946e-01, eta: 1 day, 22:18:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3294, top5_acc: 0.5922, loss_cls: 2.8976, loss: 2.8976, grad_norm: 1.2440, top1_acc/aux0: 0.4034, top5_acc/aux0: 0.6742, loss_cls/aux0: 2.5397, loss/aux0: 2.5397 2020-10-18 15:23:41,638 - mmaction - INFO - Epoch [23][200/396] lr: 2.946e-01, eta: 1 day, 22:22:11, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3294, top5_acc: 0.5922, loss_cls: 2.8976, loss: 2.8976, grad_norm: 1.2412, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6760, loss_cls/aux0: 2.5240, loss/aux0: 2.5240 2020-10-18 15:24:18,334 - mmaction - INFO - Epoch [23][220/396] lr: 2.946e-01, eta: 1 day, 22:18:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3167, top5_acc: 0.5945, loss_cls: 2.9305, loss: 2.9305, grad_norm: 1.2128, top1_acc/aux0: 0.4117, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4628, loss/aux0: 2.4628 2020-10-18 15:24:19,328 - mmaction - INFO - Epoch [23][220/396] lr: 2.946e-01, eta: 1 day, 22:21:51, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3167, top5_acc: 0.5945, loss_cls: 2.9305, loss: 2.9305, grad_norm: 1.2194, top1_acc/aux0: 0.4070, top5_acc/aux0: 0.6909, loss_cls/aux0: 2.4742, loss/aux0: 2.4742 2020-10-18 15:24:55,952 - mmaction - INFO - Epoch [23][240/396] lr: 2.946e-01, eta: 1 day, 22:18:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3313, top5_acc: 0.6000, loss_cls: 2.8655, loss: 2.8655, grad_norm: 1.2133, top1_acc/aux0: 0.3932, top5_acc/aux0: 0.6836, loss_cls/aux0: 2.5165, loss/aux0: 2.5165 2020-10-18 15:24:56,872 - mmaction - INFO - Epoch [23][240/396] lr: 2.946e-01, eta: 1 day, 22:21:29, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3313, top5_acc: 0.6000, loss_cls: 2.8655, loss: 2.8655, grad_norm: 1.2119, top1_acc/aux0: 0.3911, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.5215, loss/aux0: 2.5215 2020-10-18 15:25:33,489 - mmaction - INFO - Epoch [23][260/396] lr: 2.946e-01, eta: 1 day, 22:17:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3219, top5_acc: 0.5969, loss_cls: 2.8857, loss: 2.8857, grad_norm: 1.2103, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6719, loss_cls/aux0: 2.5160, loss/aux0: 2.5160 2020-10-18 15:25:34,454 - mmaction - INFO - Epoch [23][260/396] lr: 2.946e-01, eta: 1 day, 22:21:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3219, top5_acc: 0.5969, loss_cls: 2.8857, loss: 2.8857, grad_norm: 1.2088, top1_acc/aux0: 0.4018, top5_acc/aux0: 0.6747, loss_cls/aux0: 2.5106, loss/aux0: 2.5106 2020-10-18 15:26:11,119 - mmaction - INFO - Epoch [23][280/396] lr: 2.946e-01, eta: 1 day, 22:17:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3208, top5_acc: 0.6010, loss_cls: 2.9012, loss: 2.9012, grad_norm: 1.2207, top1_acc/aux0: 0.4018, top5_acc/aux0: 0.6844, loss_cls/aux0: 2.4829, loss/aux0: 2.4829 2020-10-18 15:26:12,086 - mmaction - INFO - Epoch [23][280/396] lr: 2.946e-01, eta: 1 day, 22:20:49, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3208, top5_acc: 0.6010, loss_cls: 2.9012, loss: 2.9012, grad_norm: 1.2176, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6820, loss_cls/aux0: 2.4860, loss/aux0: 2.4860 2020-10-18 15:26:48,702 - mmaction - INFO - Epoch [23][300/396] lr: 2.946e-01, eta: 1 day, 22:17:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3305, top5_acc: 0.6034, loss_cls: 2.8531, loss: 2.8531, grad_norm: 1.2117, top1_acc/aux0: 0.4039, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.5183, loss/aux0: 2.5183 2020-10-18 15:26:49,677 - mmaction - INFO - Epoch [23][300/396] lr: 2.946e-01, eta: 1 day, 22:20:28, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3305, top5_acc: 0.6034, loss_cls: 2.8531, loss: 2.8531, grad_norm: 1.2114, top1_acc/aux0: 0.4042, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5209, loss/aux0: 2.5209 2020-10-18 15:27:26,319 - mmaction - INFO - Epoch [23][320/396] lr: 2.946e-01, eta: 1 day, 22:16:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3260, top5_acc: 0.5956, loss_cls: 2.8887, loss: 2.8887, grad_norm: 1.2514, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6831, loss_cls/aux0: 2.5112, loss/aux0: 2.5112 2020-10-18 15:27:27,262 - mmaction - INFO - Epoch [23][320/396] lr: 2.946e-01, eta: 1 day, 22:20:07, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3260, top5_acc: 0.5956, loss_cls: 2.8887, loss: 2.8887, grad_norm: 1.2531, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6836, loss_cls/aux0: 2.5158, loss/aux0: 2.5158 2020-10-18 15:28:03,967 - mmaction - INFO - Epoch [23][340/396] lr: 2.946e-01, eta: 1 day, 22:16:35, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3203, top5_acc: 0.5987, loss_cls: 2.9050, loss: 2.9050, grad_norm: 1.2057, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6799, loss_cls/aux0: 2.5018, loss/aux0: 2.5018 2020-10-18 15:28:04,934 - mmaction - INFO - Epoch [23][340/396] lr: 2.946e-01, eta: 1 day, 22:19:47, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3203, top5_acc: 0.5987, loss_cls: 2.9050, loss: 2.9050, grad_norm: 1.2020, top1_acc/aux0: 0.4039, top5_acc/aux0: 0.6813, loss_cls/aux0: 2.4844, loss/aux0: 2.4844 2020-10-18 15:28:41,629 - mmaction - INFO - Epoch [23][360/396] lr: 2.946e-01, eta: 1 day, 22:16:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5930, loss_cls: 2.9323, loss: 2.9323, grad_norm: 1.2362, top1_acc/aux0: 0.4086, top5_acc/aux0: 0.6935, loss_cls/aux0: 2.4723, loss/aux0: 2.4723 2020-10-18 15:28:42,585 - mmaction - INFO - Epoch [23][360/396] lr: 2.946e-01, eta: 1 day, 22:19:26, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3180, top5_acc: 0.5930, loss_cls: 2.9323, loss: 2.9323, grad_norm: 1.2343, top1_acc/aux0: 0.4060, top5_acc/aux0: 0.6909, loss_cls/aux0: 2.4871, loss/aux0: 2.4871 2020-10-18 15:29:19,246 - mmaction - INFO - Epoch [23][380/396] lr: 2.946e-01, eta: 1 day, 22:15:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6219, loss_cls: 2.8044, loss: 2.8044, grad_norm: 1.2367, top1_acc/aux0: 0.3943, top5_acc/aux0: 0.6810, loss_cls/aux0: 2.5532, loss/aux0: 2.5532 2020-10-18 15:29:20,195 - mmaction - INFO - Epoch [23][380/396] lr: 2.946e-01, eta: 1 day, 22:19:05, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6219, loss_cls: 2.8044, loss: 2.8044, grad_norm: 1.2344, top1_acc/aux0: 0.3930, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.5495, loss/aux0: 2.5495 2020-10-18 15:33:53,551 - mmaction - INFO - Epoch [24][20/396] lr: 2.941e-01, eta: 1 day, 22:10:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3312, top5_acc: 0.5956, loss_cls: 2.8909, loss: 2.8909, grad_norm: 1.2181, top1_acc/aux0: 0.4101, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4675, loss/aux0: 2.4675 2020-10-18 15:33:54,519 - mmaction - INFO - Epoch [24][20/396] lr: 2.941e-01, eta: 1 day, 22:13:20, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3312, top5_acc: 0.5956, loss_cls: 2.8909, loss: 2.8909, grad_norm: 1.2144, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4653, loss/aux0: 2.4653 2020-10-18 15:34:31,206 - mmaction - INFO - Epoch [24][40/396] lr: 2.941e-01, eta: 1 day, 22:09:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3404, top5_acc: 0.6195, loss_cls: 2.8007, loss: 2.8007, grad_norm: 1.2386, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4642, loss/aux0: 2.4642 2020-10-18 15:34:32,175 - mmaction - INFO - Epoch [24][40/396] lr: 2.941e-01, eta: 1 day, 22:13:00, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3404, top5_acc: 0.6195, loss_cls: 2.8007, loss: 2.8007, grad_norm: 1.2270, top1_acc/aux0: 0.4159, top5_acc/aux0: 0.6857, loss_cls/aux0: 2.4764, loss/aux0: 2.4764 2020-10-18 15:35:08,794 - mmaction - INFO - Epoch [24][60/396] lr: 2.941e-01, eta: 1 day, 22:09:30, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3318, top5_acc: 0.6068, loss_cls: 2.8542, loss: 2.8542, grad_norm: 1.2038, top1_acc/aux0: 0.4062, top5_acc/aux0: 0.6724, loss_cls/aux0: 2.5099, loss/aux0: 2.5099 2020-10-18 15:35:09,803 - mmaction - INFO - Epoch [24][60/396] lr: 2.941e-01, eta: 1 day, 22:12:39, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3318, top5_acc: 0.6068, loss_cls: 2.8542, loss: 2.8542, grad_norm: 1.2082, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6716, loss_cls/aux0: 2.5141, loss/aux0: 2.5141 2020-10-18 15:35:46,354 - mmaction - INFO - Epoch [24][80/396] lr: 2.941e-01, eta: 1 day, 22:09:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6169, loss_cls: 2.8126, loss: 2.8126, grad_norm: 1.2595, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4941, loss/aux0: 2.4941 2020-10-18 15:35:47,303 - mmaction - INFO - Epoch [24][80/396] lr: 2.941e-01, eta: 1 day, 22:12:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6169, loss_cls: 2.8126, loss: 2.8126, grad_norm: 1.2592, top1_acc/aux0: 0.4039, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4742, loss/aux0: 2.4742 2020-10-18 15:36:23,809 - mmaction - INFO - Epoch [24][100/396] lr: 2.941e-01, eta: 1 day, 22:08:45, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3227, top5_acc: 0.5948, loss_cls: 2.9021, loss: 2.9021, grad_norm: 1.2070, top1_acc/aux0: 0.3964, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.5579, loss/aux0: 2.5579 2020-10-18 15:36:24,762 - mmaction - INFO - Epoch [24][100/396] lr: 2.941e-01, eta: 1 day, 22:11:51, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3227, top5_acc: 0.5948, loss_cls: 2.9021, loss: 2.9021, grad_norm: 1.2078, top1_acc/aux0: 0.3995, top5_acc/aux0: 0.6745, loss_cls/aux0: 2.5657, loss/aux0: 2.5657 2020-10-18 15:37:01,446 - mmaction - INFO - Epoch [24][120/396] lr: 2.941e-01, eta: 1 day, 22:08:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3250, top5_acc: 0.6078, loss_cls: 2.8571, loss: 2.8571, grad_norm: 1.2168, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6919, loss_cls/aux0: 2.4544, loss/aux0: 2.4544 2020-10-18 15:37:02,386 - mmaction - INFO - Epoch [24][120/396] lr: 2.941e-01, eta: 1 day, 22:11:31, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3250, top5_acc: 0.6078, loss_cls: 2.8571, loss: 2.8571, grad_norm: 1.2196, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4592, loss/aux0: 2.4592 2020-10-18 15:37:39,066 - mmaction - INFO - Epoch [24][140/396] lr: 2.941e-01, eta: 1 day, 22:08:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3292, top5_acc: 0.6109, loss_cls: 2.8562, loss: 2.8562, grad_norm: 1.2424, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6789, loss_cls/aux0: 2.5314, loss/aux0: 2.5314 2020-10-18 15:37:40,025 - mmaction - INFO - Epoch [24][140/396] lr: 2.941e-01, eta: 1 day, 22:11:10, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3292, top5_acc: 0.6109, loss_cls: 2.8562, loss: 2.8562, grad_norm: 1.2429, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6779, loss_cls/aux0: 2.5361, loss/aux0: 2.5361 2020-10-18 15:38:16,611 - mmaction - INFO - Epoch [24][160/396] lr: 2.941e-01, eta: 1 day, 22:07:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6049, loss_cls: 2.8384, loss: 2.8384, grad_norm: 1.1980, top1_acc/aux0: 0.3995, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4706, loss/aux0: 2.4706 2020-10-18 15:38:17,563 - mmaction - INFO - Epoch [24][160/396] lr: 2.941e-01, eta: 1 day, 22:10:49, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6049, loss_cls: 2.8384, loss: 2.8384, grad_norm: 1.2013, top1_acc/aux0: 0.4016, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4632, loss/aux0: 2.4632 2020-10-18 15:38:54,288 - mmaction - INFO - Epoch [24][180/396] lr: 2.941e-01, eta: 1 day, 22:07:22, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3307, top5_acc: 0.6125, loss_cls: 2.8452, loss: 2.8452, grad_norm: 1.2465, top1_acc/aux0: 0.4167, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4563, loss/aux0: 2.4563 2020-10-18 15:38:55,240 - mmaction - INFO - Epoch [24][180/396] lr: 2.941e-01, eta: 1 day, 22:10:29, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3307, top5_acc: 0.6125, loss_cls: 2.8452, loss: 2.8452, grad_norm: 1.2492, top1_acc/aux0: 0.4154, top5_acc/aux0: 0.6852, loss_cls/aux0: 2.4557, loss/aux0: 2.4557 2020-10-18 15:39:31,899 - mmaction - INFO - Epoch [24][200/396] lr: 2.941e-01, eta: 1 day, 22:07:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3286, top5_acc: 0.5893, loss_cls: 2.8930, loss: 2.8930, grad_norm: 1.2358, top1_acc/aux0: 0.4008, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.5002, loss/aux0: 2.5002 2020-10-18 15:39:32,927 - mmaction - INFO - Epoch [24][200/396] lr: 2.941e-01, eta: 1 day, 22:10:09, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3286, top5_acc: 0.5893, loss_cls: 2.8930, loss: 2.8930, grad_norm: 1.2374, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.5030, loss/aux0: 2.5030 2020-10-18 15:40:09,595 - mmaction - INFO - Epoch [24][220/396] lr: 2.941e-01, eta: 1 day, 22:06:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6174, loss_cls: 2.7938, loss: 2.7938, grad_norm: 1.2404, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.6888, loss_cls/aux0: 2.4809, loss/aux0: 2.4809 2020-10-18 15:40:10,571 - mmaction - INFO - Epoch [24][220/396] lr: 2.941e-01, eta: 1 day, 22:09:47, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6174, loss_cls: 2.7938, loss: 2.7938, grad_norm: 1.2400, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4758, loss/aux0: 2.4758 2020-10-18 15:40:47,282 - mmaction - INFO - Epoch [24][240/396] lr: 2.941e-01, eta: 1 day, 22:06:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3307, top5_acc: 0.6000, loss_cls: 2.8836, loss: 2.8836, grad_norm: 1.2393, top1_acc/aux0: 0.4112, top5_acc/aux0: 0.6820, loss_cls/aux0: 2.4731, loss/aux0: 2.4731 2020-10-18 15:40:48,264 - mmaction - INFO - Epoch [24][240/396] lr: 2.941e-01, eta: 1 day, 22:09:26, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3307, top5_acc: 0.6000, loss_cls: 2.8836, loss: 2.8836, grad_norm: 1.2442, top1_acc/aux0: 0.4081, top5_acc/aux0: 0.6820, loss_cls/aux0: 2.4690, loss/aux0: 2.4690 2020-10-18 15:41:24,963 - mmaction - INFO - Epoch [24][260/396] lr: 2.941e-01, eta: 1 day, 22:05:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3263, top5_acc: 0.5974, loss_cls: 2.8784, loss: 2.8784, grad_norm: 1.2643, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4509, loss/aux0: 2.4509 2020-10-18 15:41:25,908 - mmaction - INFO - Epoch [24][260/396] lr: 2.941e-01, eta: 1 day, 22:09:04, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3263, top5_acc: 0.5974, loss_cls: 2.8784, loss: 2.8784, grad_norm: 1.2608, top1_acc/aux0: 0.4188, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4577, loss/aux0: 2.4577 2020-10-18 15:42:02,570 - mmaction - INFO - Epoch [24][280/396] lr: 2.941e-01, eta: 1 day, 22:05:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3313, top5_acc: 0.6096, loss_cls: 2.8723, loss: 2.8723, grad_norm: 1.2019, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6768, loss_cls/aux0: 2.5310, loss/aux0: 2.5310 2020-10-18 15:42:03,564 - mmaction - INFO - Epoch [24][280/396] lr: 2.941e-01, eta: 1 day, 22:08:44, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.3313, top5_acc: 0.6096, loss_cls: 2.8723, loss: 2.8723, grad_norm: 1.2049, top1_acc/aux0: 0.3971, top5_acc/aux0: 0.6742, loss_cls/aux0: 2.5299, loss/aux0: 2.5299 2020-10-18 15:42:40,082 - mmaction - INFO - Epoch [24][300/396] lr: 2.941e-01, eta: 1 day, 22:05:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3130, top5_acc: 0.5951, loss_cls: 2.9328, loss: 2.9328, grad_norm: 1.2183, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6820, loss_cls/aux0: 2.4925, loss/aux0: 2.4925 2020-10-18 15:42:41,087 - mmaction - INFO - Epoch [24][300/396] lr: 2.941e-01, eta: 1 day, 22:08:20, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3130, top5_acc: 0.5951, loss_cls: 2.9328, loss: 2.9328, grad_norm: 1.2167, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6857, loss_cls/aux0: 2.4822, loss/aux0: 2.4822 2020-10-18 15:43:17,628 - mmaction - INFO - Epoch [24][320/396] lr: 2.941e-01, eta: 1 day, 22:04:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3388, top5_acc: 0.6096, loss_cls: 2.8530, loss: 2.8530, grad_norm: 1.2623, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6833, loss_cls/aux0: 2.4782, loss/aux0: 2.4782 2020-10-18 15:43:18,588 - mmaction - INFO - Epoch [24][320/396] lr: 2.941e-01, eta: 1 day, 22:07:58, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3388, top5_acc: 0.6096, loss_cls: 2.8530, loss: 2.8530, grad_norm: 1.2576, top1_acc/aux0: 0.3990, top5_acc/aux0: 0.6784, loss_cls/aux0: 2.4944, loss/aux0: 2.4944 2020-10-18 15:43:55,241 - mmaction - INFO - Epoch [24][340/396] lr: 2.941e-01, eta: 1 day, 22:04:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3229, top5_acc: 0.5961, loss_cls: 2.9080, loss: 2.9080, grad_norm: 1.2328, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6844, loss_cls/aux0: 2.5056, loss/aux0: 2.5056 2020-10-18 15:43:56,247 - mmaction - INFO - Epoch [24][340/396] lr: 2.941e-01, eta: 1 day, 22:07:36, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3229, top5_acc: 0.5961, loss_cls: 2.9080, loss: 2.9080, grad_norm: 1.2349, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4894, loss/aux0: 2.4894 2020-10-18 15:44:32,847 - mmaction - INFO - Epoch [24][360/396] lr: 2.941e-01, eta: 1 day, 22:04:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6201, loss_cls: 2.8485, loss: 2.8485, grad_norm: 1.2476, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4333, loss/aux0: 2.4333 2020-10-18 15:44:33,804 - mmaction - INFO - Epoch [24][360/396] lr: 2.941e-01, eta: 1 day, 22:07:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6201, loss_cls: 2.8485, loss: 2.8485, grad_norm: 1.2415, top1_acc/aux0: 0.4057, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.4418, loss/aux0: 2.4418 2020-10-18 15:45:10,487 - mmaction - INFO - Epoch [24][380/396] lr: 2.941e-01, eta: 1 day, 22:03:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3294, top5_acc: 0.5982, loss_cls: 2.8773, loss: 2.8773, grad_norm: 1.2404, top1_acc/aux0: 0.4091, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.5044, loss/aux0: 2.5044 2020-10-18 15:45:11,429 - mmaction - INFO - Epoch [24][380/396] lr: 2.941e-01, eta: 1 day, 22:06:53, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3294, top5_acc: 0.5982, loss_cls: 2.8773, loss: 2.8773, grad_norm: 1.2422, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6755, loss_cls/aux0: 2.5107, loss/aux0: 2.5107 2020-10-18 15:45:42,709 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-18 15:47:26,952 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 15:47:27,071 - mmaction - INFO - top1_acc 0.4066 top5_acc 0.6904 2020-10-18 15:47:27,072 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 15:47:27,097 - mmaction - INFO - mean_acc 0.4077 2020-10-18 15:47:27,097 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2020-10-18 15:47:27,103 - mmaction - INFO - Epoch(val) [24][396] top1_acc: 0.4066, top5_acc: 0.6904, mean_class_accuracy: 0.4077 2020-10-18 15:51:50,136 - mmaction - INFO - Epoch [25][20/396] lr: 2.935e-01, eta: 1 day, 21:58:20, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3323, top5_acc: 0.6039, loss_cls: 2.8417, loss: 2.8417, grad_norm: 1.2208, top1_acc/aux0: 0.3920, top5_acc/aux0: 0.6812, loss_cls/aux0: 2.4976, loss/aux0: 2.4976 2020-10-18 15:51:51,085 - mmaction - INFO - Epoch [25][20/396] lr: 2.935e-01, eta: 1 day, 22:01:21, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3323, top5_acc: 0.6039, loss_cls: 2.8417, loss: 2.8417, grad_norm: 1.2172, top1_acc/aux0: 0.3922, top5_acc/aux0: 0.6792, loss_cls/aux0: 2.4995, loss/aux0: 2.4995 2020-10-18 15:52:27,584 - mmaction - INFO - Epoch [25][40/396] lr: 2.935e-01, eta: 1 day, 21:57:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6096, loss_cls: 2.8098, loss: 2.8098, grad_norm: 1.2496, top1_acc/aux0: 0.4008, top5_acc/aux0: 0.6893, loss_cls/aux0: 2.4780, loss/aux0: 2.4780 2020-10-18 15:52:28,544 - mmaction - INFO - Epoch [25][40/396] lr: 2.935e-01, eta: 1 day, 22:00:59, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6096, loss_cls: 2.8098, loss: 2.8098, grad_norm: 1.2437, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6930, loss_cls/aux0: 2.4666, loss/aux0: 2.4666 2020-10-18 15:53:05,272 - mmaction - INFO - Epoch [25][60/396] lr: 2.935e-01, eta: 1 day, 21:57:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3461, top5_acc: 0.6232, loss_cls: 2.7809, loss: 2.7809, grad_norm: 1.2421, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4254, loss/aux0: 2.4254 2020-10-18 15:53:06,225 - mmaction - INFO - Epoch [25][60/396] lr: 2.935e-01, eta: 1 day, 22:00:38, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3461, top5_acc: 0.6232, loss_cls: 2.7809, loss: 2.7809, grad_norm: 1.2476, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4335, loss/aux0: 2.4335 2020-10-18 15:53:42,757 - mmaction - INFO - Epoch [25][80/396] lr: 2.935e-01, eta: 1 day, 21:57:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3372, top5_acc: 0.6049, loss_cls: 2.8365, loss: 2.8365, grad_norm: 1.2302, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6820, loss_cls/aux0: 2.4784, loss/aux0: 2.4784 2020-10-18 15:53:43,721 - mmaction - INFO - Epoch [25][80/396] lr: 2.935e-01, eta: 1 day, 22:00:15, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3372, top5_acc: 0.6049, loss_cls: 2.8365, loss: 2.8365, grad_norm: 1.2249, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.6831, loss_cls/aux0: 2.4734, loss/aux0: 2.4734 2020-10-18 15:54:20,351 - mmaction - INFO - Epoch [25][100/396] lr: 2.935e-01, eta: 1 day, 21:56:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6078, loss_cls: 2.8405, loss: 2.8405, grad_norm: 1.2215, top1_acc/aux0: 0.4044, top5_acc/aux0: 0.6753, loss_cls/aux0: 2.4963, loss/aux0: 2.4963 2020-10-18 15:54:21,314 - mmaction - INFO - Epoch [25][100/396] lr: 2.935e-01, eta: 1 day, 21:59:53, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6078, loss_cls: 2.8405, loss: 2.8405, grad_norm: 1.2198, top1_acc/aux0: 0.4034, top5_acc/aux0: 0.6719, loss_cls/aux0: 2.5020, loss/aux0: 2.5020 2020-10-18 15:54:57,970 - mmaction - INFO - Epoch [25][120/396] lr: 2.935e-01, eta: 1 day, 21:56:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3294, top5_acc: 0.6076, loss_cls: 2.8626, loss: 2.8626, grad_norm: 1.2339, top1_acc/aux0: 0.4164, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.4442, loss/aux0: 2.4442 2020-10-18 15:54:58,939 - mmaction - INFO - Epoch [25][120/396] lr: 2.935e-01, eta: 1 day, 21:59:32, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3294, top5_acc: 0.6076, loss_cls: 2.8626, loss: 2.8626, grad_norm: 1.2322, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4352, loss/aux0: 2.4352 2020-10-18 15:55:35,521 - mmaction - INFO - Epoch [25][140/396] lr: 2.935e-01, eta: 1 day, 21:56:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3268, top5_acc: 0.6081, loss_cls: 2.8488, loss: 2.8488, grad_norm: 1.2302, top1_acc/aux0: 0.4086, top5_acc/aux0: 0.6930, loss_cls/aux0: 2.4698, loss/aux0: 2.4698 2020-10-18 15:55:36,482 - mmaction - INFO - Epoch [25][140/396] lr: 2.935e-01, eta: 1 day, 21:59:08, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3268, top5_acc: 0.6081, loss_cls: 2.8488, loss: 2.8488, grad_norm: 1.2266, top1_acc/aux0: 0.4070, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4813, loss/aux0: 2.4813 2020-10-18 15:56:13,006 - mmaction - INFO - Epoch [25][160/396] lr: 2.935e-01, eta: 1 day, 21:55:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3391, top5_acc: 0.6120, loss_cls: 2.7963, loss: 2.7963, grad_norm: 1.2514, top1_acc/aux0: 0.4055, top5_acc/aux0: 0.6766, loss_cls/aux0: 2.4989, loss/aux0: 2.4989 2020-10-18 15:56:13,922 - mmaction - INFO - Epoch [25][160/396] lr: 2.935e-01, eta: 1 day, 21:58:45, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3391, top5_acc: 0.6120, loss_cls: 2.7963, loss: 2.7963, grad_norm: 1.2482, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6784, loss_cls/aux0: 2.4945, loss/aux0: 2.4945 2020-10-18 15:56:50,518 - mmaction - INFO - Epoch [25][180/396] lr: 2.935e-01, eta: 1 day, 21:55:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3141, top5_acc: 0.5898, loss_cls: 2.9541, loss: 2.9541, grad_norm: 1.2083, top1_acc/aux0: 0.4052, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4534, loss/aux0: 2.4534 2020-10-18 15:56:51,441 - mmaction - INFO - Epoch [25][180/396] lr: 2.935e-01, eta: 1 day, 21:58:22, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3141, top5_acc: 0.5898, loss_cls: 2.9541, loss: 2.9541, grad_norm: 1.2054, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6961, loss_cls/aux0: 2.4579, loss/aux0: 2.4579 2020-10-18 15:57:27,940 - mmaction - INFO - Epoch [25][200/396] lr: 2.935e-01, eta: 1 day, 21:55:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3354, top5_acc: 0.6216, loss_cls: 2.7884, loss: 2.7884, grad_norm: 1.2185, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6945, loss_cls/aux0: 2.4880, loss/aux0: 2.4880 2020-10-18 15:57:28,905 - mmaction - INFO - Epoch [25][200/396] lr: 2.935e-01, eta: 1 day, 21:57:59, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3354, top5_acc: 0.6216, loss_cls: 2.7884, loss: 2.7884, grad_norm: 1.2153, top1_acc/aux0: 0.4036, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4818, loss/aux0: 2.4818 2020-10-18 15:58:05,574 - mmaction - INFO - Epoch [25][220/396] lr: 2.935e-01, eta: 1 day, 21:54:41, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3396, top5_acc: 0.6216, loss_cls: 2.8337, loss: 2.8337, grad_norm: 1.2308, top1_acc/aux0: 0.4062, top5_acc/aux0: 0.6862, loss_cls/aux0: 2.4792, loss/aux0: 2.4792 2020-10-18 15:58:06,512 - mmaction - INFO - Epoch [25][220/396] lr: 2.935e-01, eta: 1 day, 21:57:38, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3396, top5_acc: 0.6216, loss_cls: 2.8337, loss: 2.8337, grad_norm: 1.2295, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4751, loss/aux0: 2.4751 2020-10-18 15:58:43,192 - mmaction - INFO - Epoch [25][240/396] lr: 2.935e-01, eta: 1 day, 21:54:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6000, loss_cls: 2.8516, loss: 2.8516, grad_norm: 1.2686, top1_acc/aux0: 0.3977, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4975, loss/aux0: 2.4975 2020-10-18 15:58:44,179 - mmaction - INFO - Epoch [25][240/396] lr: 2.935e-01, eta: 1 day, 21:57:17, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6000, loss_cls: 2.8516, loss: 2.8516, grad_norm: 1.2699, top1_acc/aux0: 0.3992, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4979, loss/aux0: 2.4979 2020-10-18 15:59:20,884 - mmaction - INFO - Epoch [25][260/396] lr: 2.935e-01, eta: 1 day, 21:53:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3341, top5_acc: 0.6073, loss_cls: 2.8454, loss: 2.8454, grad_norm: 1.2521, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6896, loss_cls/aux0: 2.4645, loss/aux0: 2.4645 2020-10-18 15:59:21,823 - mmaction - INFO - Epoch [25][260/396] lr: 2.935e-01, eta: 1 day, 21:56:55, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3341, top5_acc: 0.6073, loss_cls: 2.8454, loss: 2.8454, grad_norm: 1.2526, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4609, loss/aux0: 2.4609 2020-10-18 15:59:58,542 - mmaction - INFO - Epoch [25][280/396] lr: 2.935e-01, eta: 1 day, 21:53:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3339, top5_acc: 0.6151, loss_cls: 2.8129, loss: 2.8129, grad_norm: 1.2535, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.3892, loss/aux0: 2.3892 2020-10-18 15:59:59,499 - mmaction - INFO - Epoch [25][280/396] lr: 2.935e-01, eta: 1 day, 21:56:33, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3339, top5_acc: 0.6151, loss_cls: 2.8129, loss: 2.8129, grad_norm: 1.2515, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.3998, loss/aux0: 2.3998 2020-10-18 16:00:36,067 - mmaction - INFO - Epoch [25][300/396] lr: 2.935e-01, eta: 1 day, 21:53:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3318, top5_acc: 0.6044, loss_cls: 2.8508, loss: 2.8508, grad_norm: 1.2473, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4615, loss/aux0: 2.4615 2020-10-18 16:00:37,056 - mmaction - INFO - Epoch [25][300/396] lr: 2.935e-01, eta: 1 day, 21:56:09, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3318, top5_acc: 0.6044, loss_cls: 2.8508, loss: 2.8508, grad_norm: 1.2453, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4622, loss/aux0: 2.4622 2020-10-18 16:01:13,694 - mmaction - INFO - Epoch [25][320/396] lr: 2.935e-01, eta: 1 day, 21:52:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6013, loss_cls: 2.8861, loss: 2.8861, grad_norm: 1.2604, top1_acc/aux0: 0.4013, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5120, loss/aux0: 2.5120 2020-10-18 16:01:14,651 - mmaction - INFO - Epoch [25][320/396] lr: 2.935e-01, eta: 1 day, 21:55:47, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.3276, top5_acc: 0.6013, loss_cls: 2.8861, loss: 2.8861, grad_norm: 1.2612, top1_acc/aux0: 0.4018, top5_acc/aux0: 0.6779, loss_cls/aux0: 2.5113, loss/aux0: 2.5113 2020-10-18 16:01:51,257 - mmaction - INFO - Epoch [25][340/396] lr: 2.935e-01, eta: 1 day, 21:52:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3307, top5_acc: 0.6125, loss_cls: 2.8416, loss: 2.8416, grad_norm: 1.2269, top1_acc/aux0: 0.3992, top5_acc/aux0: 0.6802, loss_cls/aux0: 2.5128, loss/aux0: 2.5128 2020-10-18 16:01:52,229 - mmaction - INFO - Epoch [25][340/396] lr: 2.935e-01, eta: 1 day, 21:55:24, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3307, top5_acc: 0.6125, loss_cls: 2.8416, loss: 2.8416, grad_norm: 1.2296, top1_acc/aux0: 0.3974, top5_acc/aux0: 0.6781, loss_cls/aux0: 2.5195, loss/aux0: 2.5195 2020-10-18 16:02:28,831 - mmaction - INFO - Epoch [25][360/396] lr: 2.935e-01, eta: 1 day, 21:52:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3284, top5_acc: 0.6062, loss_cls: 2.8580, loss: 2.8580, grad_norm: 1.2425, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6909, loss_cls/aux0: 2.4600, loss/aux0: 2.4600 2020-10-18 16:02:29,776 - mmaction - INFO - Epoch [25][360/396] lr: 2.935e-01, eta: 1 day, 21:55:02, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3284, top5_acc: 0.6062, loss_cls: 2.8580, loss: 2.8580, grad_norm: 1.2422, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4563, loss/aux0: 2.4563 2020-10-18 16:03:06,465 - mmaction - INFO - Epoch [25][380/396] lr: 2.935e-01, eta: 1 day, 21:51:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3302, top5_acc: 0.6005, loss_cls: 2.8779, loss: 2.8779, grad_norm: 1.2411, top1_acc/aux0: 0.4159, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4188, loss/aux0: 2.4188 2020-10-18 16:03:07,437 - mmaction - INFO - Epoch [25][380/396] lr: 2.935e-01, eta: 1 day, 21:54:40, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3302, top5_acc: 0.6005, loss_cls: 2.8779, loss: 2.8779, grad_norm: 1.2347, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.7018, loss_cls/aux0: 2.4053, loss/aux0: 2.4053 2020-10-18 16:07:41,070 - mmaction - INFO - Epoch [26][20/396] lr: 2.930e-01, eta: 1 day, 21:46:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6102, loss_cls: 2.8265, loss: 2.8265, grad_norm: 1.2430, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.6859, loss_cls/aux0: 2.4850, loss/aux0: 2.4850 2020-10-18 16:07:42,022 - mmaction - INFO - Epoch [26][20/396] lr: 2.930e-01, eta: 1 day, 21:49:20, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6102, loss_cls: 2.8265, loss: 2.8265, grad_norm: 1.2396, top1_acc/aux0: 0.4076, top5_acc/aux0: 0.6854, loss_cls/aux0: 2.4815, loss/aux0: 2.4815 2020-10-18 16:08:18,563 - mmaction - INFO - Epoch [26][40/396] lr: 2.930e-01, eta: 1 day, 21:46:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3461, top5_acc: 0.6201, loss_cls: 2.8062, loss: 2.8062, grad_norm: 1.2627, top1_acc/aux0: 0.4130, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4586, loss/aux0: 2.4586 2020-10-18 16:08:19,544 - mmaction - INFO - Epoch [26][40/396] lr: 2.930e-01, eta: 1 day, 21:48:58, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3461, top5_acc: 0.6201, loss_cls: 2.8062, loss: 2.8062, grad_norm: 1.2586, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6924, loss_cls/aux0: 2.4564, loss/aux0: 2.4564 2020-10-18 16:08:56,106 - mmaction - INFO - Epoch [26][60/396] lr: 2.930e-01, eta: 1 day, 21:45:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6060, loss_cls: 2.8424, loss: 2.8424, grad_norm: 1.2520, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.6810, loss_cls/aux0: 2.4254, loss/aux0: 2.4254 2020-10-18 16:08:57,063 - mmaction - INFO - Epoch [26][60/396] lr: 2.930e-01, eta: 1 day, 21:48:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3297, top5_acc: 0.6060, loss_cls: 2.8424, loss: 2.8424, grad_norm: 1.2565, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.4416, loss/aux0: 2.4416 2020-10-18 16:09:33,720 - mmaction - INFO - Epoch [26][80/396] lr: 2.930e-01, eta: 1 day, 21:45:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3271, top5_acc: 0.6023, loss_cls: 2.8754, loss: 2.8754, grad_norm: 1.2235, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4554, loss/aux0: 2.4554 2020-10-18 16:09:34,685 - mmaction - INFO - Epoch [26][80/396] lr: 2.930e-01, eta: 1 day, 21:48:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3271, top5_acc: 0.6023, loss_cls: 2.8754, loss: 2.8754, grad_norm: 1.2284, top1_acc/aux0: 0.4161, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.4423, loss/aux0: 2.4423 2020-10-18 16:10:11,246 - mmaction - INFO - Epoch [26][100/396] lr: 2.930e-01, eta: 1 day, 21:44:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6135, loss_cls: 2.8288, loss: 2.8288, grad_norm: 1.2379, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.4837, loss/aux0: 2.4837 2020-10-18 16:10:12,248 - mmaction - INFO - Epoch [26][100/396] lr: 2.930e-01, eta: 1 day, 21:47:50, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6135, loss_cls: 2.8288, loss: 2.8288, grad_norm: 1.2381, top1_acc/aux0: 0.4102, top5_acc/aux0: 0.6818, loss_cls/aux0: 2.4794, loss/aux0: 2.4794 2020-10-18 16:10:48,941 - mmaction - INFO - Epoch [26][120/396] lr: 2.930e-01, eta: 1 day, 21:44:37, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6021, loss_cls: 2.8357, loss: 2.8357, grad_norm: 1.2368, top1_acc/aux0: 0.4068, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4421, loss/aux0: 2.4421 2020-10-18 16:10:49,928 - mmaction - INFO - Epoch [26][120/396] lr: 2.930e-01, eta: 1 day, 21:47:29, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3359, top5_acc: 0.6021, loss_cls: 2.8357, loss: 2.8357, grad_norm: 1.2382, top1_acc/aux0: 0.4060, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4504, loss/aux0: 2.4504 2020-10-18 16:11:26,645 - mmaction - INFO - Epoch [26][140/396] lr: 2.930e-01, eta: 1 day, 21:44:16, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3281, top5_acc: 0.6094, loss_cls: 2.8766, loss: 2.8766, grad_norm: 1.2454, top1_acc/aux0: 0.4138, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.5020, loss/aux0: 2.5020 2020-10-18 16:11:27,610 - mmaction - INFO - Epoch [26][140/396] lr: 2.930e-01, eta: 1 day, 21:47:08, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3281, top5_acc: 0.6094, loss_cls: 2.8766, loss: 2.8766, grad_norm: 1.2407, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6836, loss_cls/aux0: 2.5056, loss/aux0: 2.5056 2020-10-18 16:12:04,427 - mmaction - INFO - Epoch [26][160/396] lr: 2.930e-01, eta: 1 day, 21:43:56, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3193, top5_acc: 0.5938, loss_cls: 2.8843, loss: 2.8843, grad_norm: 1.2325, top1_acc/aux0: 0.3924, top5_acc/aux0: 0.6919, loss_cls/aux0: 2.4545, loss/aux0: 2.4545 2020-10-18 16:12:05,380 - mmaction - INFO - Epoch [26][160/396] lr: 2.930e-01, eta: 1 day, 21:46:48, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3193, top5_acc: 0.5938, loss_cls: 2.8843, loss: 2.8843, grad_norm: 1.2326, top1_acc/aux0: 0.3940, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.4435, loss/aux0: 2.4435 2020-10-18 16:12:41,950 - mmaction - INFO - Epoch [26][180/396] lr: 2.930e-01, eta: 1 day, 21:43:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3388, top5_acc: 0.6102, loss_cls: 2.8362, loss: 2.8362, grad_norm: 1.2140, top1_acc/aux0: 0.4237, top5_acc/aux0: 0.6961, loss_cls/aux0: 2.4052, loss/aux0: 2.4052 2020-10-18 16:12:42,917 - mmaction - INFO - Epoch [26][180/396] lr: 2.930e-01, eta: 1 day, 21:46:26, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3388, top5_acc: 0.6102, loss_cls: 2.8362, loss: 2.8362, grad_norm: 1.2169, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.3959, loss/aux0: 2.3959 2020-10-18 16:13:19,644 - mmaction - INFO - Epoch [26][200/396] lr: 2.930e-01, eta: 1 day, 21:43:14, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3536, top5_acc: 0.5984, loss_cls: 2.8174, loss: 2.8174, grad_norm: 1.2252, top1_acc/aux0: 0.4133, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4645, loss/aux0: 2.4645 2020-10-18 16:13:20,633 - mmaction - INFO - Epoch [26][200/396] lr: 2.930e-01, eta: 1 day, 21:46:05, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3536, top5_acc: 0.5984, loss_cls: 2.8174, loss: 2.8174, grad_norm: 1.2250, top1_acc/aux0: 0.4078, top5_acc/aux0: 0.6896, loss_cls/aux0: 2.4846, loss/aux0: 2.4846 2020-10-18 16:13:57,132 - mmaction - INFO - Epoch [26][220/396] lr: 2.930e-01, eta: 1 day, 21:42:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3253, top5_acc: 0.6026, loss_cls: 2.8759, loss: 2.8759, grad_norm: 1.2559, top1_acc/aux0: 0.4143, top5_acc/aux0: 0.7034, loss_cls/aux0: 2.4345, loss/aux0: 2.4345 2020-10-18 16:13:58,092 - mmaction - INFO - Epoch [26][220/396] lr: 2.930e-01, eta: 1 day, 21:45:41, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3253, top5_acc: 0.6026, loss_cls: 2.8759, loss: 2.8759, grad_norm: 1.2579, top1_acc/aux0: 0.4156, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.4342, loss/aux0: 2.4342 2020-10-18 16:14:34,901 - mmaction - INFO - Epoch [26][240/396] lr: 2.930e-01, eta: 1 day, 21:42:31, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6169, loss_cls: 2.8187, loss: 2.8187, grad_norm: 1.2512, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6909, loss_cls/aux0: 2.4498, loss/aux0: 2.4498 2020-10-18 16:14:35,836 - mmaction - INFO - Epoch [26][240/396] lr: 2.930e-01, eta: 1 day, 21:45:21, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6169, loss_cls: 2.8187, loss: 2.8187, grad_norm: 1.2495, top1_acc/aux0: 0.4188, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4442, loss/aux0: 2.4442 2020-10-18 16:15:12,605 - mmaction - INFO - Epoch [26][260/396] lr: 2.930e-01, eta: 1 day, 21:42:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6130, loss_cls: 2.8128, loss: 2.8128, grad_norm: 1.2534, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4015, loss/aux0: 2.4015 2020-10-18 16:15:13,597 - mmaction - INFO - Epoch [26][260/396] lr: 2.930e-01, eta: 1 day, 21:44:58, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6130, loss_cls: 2.8128, loss: 2.8128, grad_norm: 1.2518, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.4028, loss/aux0: 2.4028 2020-10-18 16:15:50,322 - mmaction - INFO - Epoch [26][280/396] lr: 2.930e-01, eta: 1 day, 21:41:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3370, top5_acc: 0.5990, loss_cls: 2.8684, loss: 2.8684, grad_norm: 1.2352, top1_acc/aux0: 0.4203, top5_acc/aux0: 0.6971, loss_cls/aux0: 2.4330, loss/aux0: 2.4330 2020-10-18 16:15:51,284 - mmaction - INFO - Epoch [26][280/396] lr: 2.930e-01, eta: 1 day, 21:44:37, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3370, top5_acc: 0.5990, loss_cls: 2.8684, loss: 2.8684, grad_norm: 1.2274, top1_acc/aux0: 0.4198, top5_acc/aux0: 0.6971, loss_cls/aux0: 2.4313, loss/aux0: 2.4313 2020-10-18 16:16:27,865 - mmaction - INFO - Epoch [26][300/396] lr: 2.930e-01, eta: 1 day, 21:41:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6193, loss_cls: 2.8037, loss: 2.8037, grad_norm: 1.2919, top1_acc/aux0: 0.4271, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.4026, loss/aux0: 2.4026 2020-10-18 16:16:28,800 - mmaction - INFO - Epoch [26][300/396] lr: 2.930e-01, eta: 1 day, 21:44:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3380, top5_acc: 0.6193, loss_cls: 2.8037, loss: 2.8037, grad_norm: 1.2912, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.7065, loss_cls/aux0: 2.4006, loss/aux0: 2.4006 2020-10-18 16:17:05,223 - mmaction - INFO - Epoch [26][320/396] lr: 2.930e-01, eta: 1 day, 21:41:02, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3424, top5_acc: 0.5997, loss_cls: 2.8362, loss: 2.8362, grad_norm: 1.2409, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4022, loss/aux0: 2.4022 2020-10-18 16:17:06,203 - mmaction - INFO - Epoch [26][320/396] lr: 2.930e-01, eta: 1 day, 21:43:49, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3424, top5_acc: 0.5997, loss_cls: 2.8362, loss: 2.8362, grad_norm: 1.2447, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.3957, loss/aux0: 2.3957 2020-10-18 16:17:42,720 - mmaction - INFO - Epoch [26][340/396] lr: 2.930e-01, eta: 1 day, 21:40:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6057, loss_cls: 2.8289, loss: 2.8289, grad_norm: 1.2592, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6909, loss_cls/aux0: 2.4955, loss/aux0: 2.4955 2020-10-18 16:17:43,681 - mmaction - INFO - Epoch [26][340/396] lr: 2.930e-01, eta: 1 day, 21:43:26, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6057, loss_cls: 2.8289, loss: 2.8289, grad_norm: 1.2569, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.5007, loss/aux0: 2.5007 2020-10-18 16:18:20,240 - mmaction - INFO - Epoch [26][360/396] lr: 2.930e-01, eta: 1 day, 21:40:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6135, loss_cls: 2.8339, loss: 2.8339, grad_norm: 1.2379, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3956, loss/aux0: 2.3956 2020-10-18 16:18:21,197 - mmaction - INFO - Epoch [26][360/396] lr: 2.930e-01, eta: 1 day, 21:43:02, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6135, loss_cls: 2.8339, loss: 2.8339, grad_norm: 1.2382, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3892, loss/aux0: 2.3892 2020-10-18 16:18:57,778 - mmaction - INFO - Epoch [26][380/396] lr: 2.930e-01, eta: 1 day, 21:39:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3349, top5_acc: 0.6115, loss_cls: 2.8274, loss: 2.8274, grad_norm: 1.2698, top1_acc/aux0: 0.4167, top5_acc/aux0: 0.6982, loss_cls/aux0: 2.4307, loss/aux0: 2.4307 2020-10-18 16:18:58,728 - mmaction - INFO - Epoch [26][380/396] lr: 2.930e-01, eta: 1 day, 21:42:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3349, top5_acc: 0.6115, loss_cls: 2.8274, loss: 2.8274, grad_norm: 1.2721, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.4459, loss/aux0: 2.4459 2020-10-18 16:23:57,522 - mmaction - INFO - Epoch [27][20/396] lr: 2.924e-01, eta: 1 day, 21:34:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6221, loss_cls: 2.7967, loss: 2.7967, grad_norm: 1.2349, top1_acc/aux0: 0.4147, top5_acc/aux0: 0.6891, loss_cls/aux0: 2.4299, loss/aux0: 2.4299 2020-10-18 16:23:58,498 - mmaction - INFO - Epoch [27][20/396] lr: 2.924e-01, eta: 1 day, 21:37:29, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6221, loss_cls: 2.7967, loss: 2.7967, grad_norm: 1.2294, top1_acc/aux0: 0.4143, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.4312, loss/aux0: 2.4312 2020-10-18 16:24:34,843 - mmaction - INFO - Epoch [27][40/396] lr: 2.924e-01, eta: 1 day, 21:34:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6099, loss_cls: 2.8485, loss: 2.8485, grad_norm: 1.2610, top1_acc/aux0: 0.4117, top5_acc/aux0: 0.6854, loss_cls/aux0: 2.4674, loss/aux0: 2.4674 2020-10-18 16:24:35,792 - mmaction - INFO - Epoch [27][40/396] lr: 2.924e-01, eta: 1 day, 21:37:06, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6099, loss_cls: 2.8485, loss: 2.8485, grad_norm: 1.2592, top1_acc/aux0: 0.4133, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4523, loss/aux0: 2.4523 2020-10-18 16:25:12,329 - mmaction - INFO - Epoch [27][60/396] lr: 2.924e-01, eta: 1 day, 21:33:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3461, top5_acc: 0.6091, loss_cls: 2.8062, loss: 2.8062, grad_norm: 1.2520, top1_acc/aux0: 0.4029, top5_acc/aux0: 0.6943, loss_cls/aux0: 2.4553, loss/aux0: 2.4553 2020-10-18 16:25:13,330 - mmaction - INFO - Epoch [27][60/396] lr: 2.924e-01, eta: 1 day, 21:36:42, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3461, top5_acc: 0.6091, loss_cls: 2.8062, loss: 2.8062, grad_norm: 1.2500, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4695, loss/aux0: 2.4695 2020-10-18 16:25:49,895 - mmaction - INFO - Epoch [27][80/396] lr: 2.924e-01, eta: 1 day, 21:33:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6096, loss_cls: 2.8225, loss: 2.8225, grad_norm: 1.2637, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.3636, loss/aux0: 2.3636 2020-10-18 16:25:50,860 - mmaction - INFO - Epoch [27][80/396] lr: 2.924e-01, eta: 1 day, 21:36:19, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6096, loss_cls: 2.8225, loss: 2.8225, grad_norm: 1.2684, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3774, loss/aux0: 2.3774 2020-10-18 16:26:27,260 - mmaction - INFO - Epoch [27][100/396] lr: 2.924e-01, eta: 1 day, 21:33:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3419, top5_acc: 0.6227, loss_cls: 2.7760, loss: 2.7760, grad_norm: 1.2611, top1_acc/aux0: 0.4112, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.4596, loss/aux0: 2.4596 2020-10-18 16:26:28,212 - mmaction - INFO - Epoch [27][100/396] lr: 2.924e-01, eta: 1 day, 21:35:53, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.3419, top5_acc: 0.6227, loss_cls: 2.7760, loss: 2.7760, grad_norm: 1.2634, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.4443, loss/aux0: 2.4443 2020-10-18 16:27:04,708 - mmaction - INFO - Epoch [27][120/396] lr: 2.924e-01, eta: 1 day, 21:32:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3292, top5_acc: 0.5974, loss_cls: 2.8676, loss: 2.8676, grad_norm: 1.2645, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.6870, loss_cls/aux0: 2.4344, loss/aux0: 2.4344 2020-10-18 16:27:05,665 - mmaction - INFO - Epoch [27][120/396] lr: 2.924e-01, eta: 1 day, 21:35:29, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3292, top5_acc: 0.5974, loss_cls: 2.8676, loss: 2.8676, grad_norm: 1.2623, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4339, loss/aux0: 2.4339 2020-10-18 16:27:42,304 - mmaction - INFO - Epoch [27][140/396] lr: 2.924e-01, eta: 1 day, 21:32:23, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6135, loss_cls: 2.8397, loss: 2.8397, grad_norm: 1.2411, top1_acc/aux0: 0.3992, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.4710, loss/aux0: 2.4710 2020-10-18 16:27:43,264 - mmaction - INFO - Epoch [27][140/396] lr: 2.924e-01, eta: 1 day, 21:35:08, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6135, loss_cls: 2.8397, loss: 2.8397, grad_norm: 1.2438, top1_acc/aux0: 0.3969, top5_acc/aux0: 0.6807, loss_cls/aux0: 2.4696, loss/aux0: 2.4696 2020-10-18 16:28:19,900 - mmaction - INFO - Epoch [27][160/396] lr: 2.924e-01, eta: 1 day, 21:32:02, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6148, loss_cls: 2.8155, loss: 2.8155, grad_norm: 1.2507, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.7052, loss_cls/aux0: 2.3992, loss/aux0: 2.3992 2020-10-18 16:28:20,871 - mmaction - INFO - Epoch [27][160/396] lr: 2.924e-01, eta: 1 day, 21:34:46, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6148, loss_cls: 2.8155, loss: 2.8155, grad_norm: 1.2537, top1_acc/aux0: 0.4232, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3984, loss/aux0: 2.3984 2020-10-18 16:28:57,491 - mmaction - INFO - Epoch [27][180/396] lr: 2.924e-01, eta: 1 day, 21:31:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3346, top5_acc: 0.6078, loss_cls: 2.8386, loss: 2.8386, grad_norm: 1.2236, top1_acc/aux0: 0.4000, top5_acc/aux0: 0.6826, loss_cls/aux0: 2.4981, loss/aux0: 2.4981 2020-10-18 16:28:58,451 - mmaction - INFO - Epoch [27][180/396] lr: 2.924e-01, eta: 1 day, 21:34:22, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3346, top5_acc: 0.6078, loss_cls: 2.8386, loss: 2.8386, grad_norm: 1.2223, top1_acc/aux0: 0.4005, top5_acc/aux0: 0.6844, loss_cls/aux0: 2.4893, loss/aux0: 2.4893 2020-10-18 16:29:35,125 - mmaction - INFO - Epoch [27][200/396] lr: 2.924e-01, eta: 1 day, 21:31:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3370, top5_acc: 0.6115, loss_cls: 2.8248, loss: 2.8248, grad_norm: 1.2591, top1_acc/aux0: 0.4107, top5_acc/aux0: 0.6932, loss_cls/aux0: 2.4262, loss/aux0: 2.4262 2020-10-18 16:29:36,159 - mmaction - INFO - Epoch [27][200/396] lr: 2.924e-01, eta: 1 day, 21:34:00, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3370, top5_acc: 0.6115, loss_cls: 2.8248, loss: 2.8248, grad_norm: 1.2608, top1_acc/aux0: 0.4122, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4373, loss/aux0: 2.4373 2020-10-18 16:30:12,821 - mmaction - INFO - Epoch [27][220/396] lr: 2.924e-01, eta: 1 day, 21:30:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3411, top5_acc: 0.6148, loss_cls: 2.8078, loss: 2.8078, grad_norm: 1.2229, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.4503, loss/aux0: 2.4503 2020-10-18 16:30:13,778 - mmaction - INFO - Epoch [27][220/396] lr: 2.924e-01, eta: 1 day, 21:33:37, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3411, top5_acc: 0.6148, loss_cls: 2.8078, loss: 2.8078, grad_norm: 1.2310, top1_acc/aux0: 0.4039, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4599, loss/aux0: 2.4599 2020-10-18 16:30:50,362 - mmaction - INFO - Epoch [27][240/396] lr: 2.924e-01, eta: 1 day, 21:30:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6195, loss_cls: 2.8061, loss: 2.8061, grad_norm: 1.2475, top1_acc/aux0: 0.4167, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.4063, loss/aux0: 2.4063 2020-10-18 16:30:51,325 - mmaction - INFO - Epoch [27][240/396] lr: 2.924e-01, eta: 1 day, 21:33:12, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6195, loss_cls: 2.8061, loss: 2.8061, grad_norm: 1.2446, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.4054, loss/aux0: 2.4054 2020-10-18 16:31:27,818 - mmaction - INFO - Epoch [27][260/396] lr: 2.924e-01, eta: 1 day, 21:30:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3286, top5_acc: 0.5956, loss_cls: 2.8899, loss: 2.8899, grad_norm: 1.2466, top1_acc/aux0: 0.4135, top5_acc/aux0: 0.6828, loss_cls/aux0: 2.4982, loss/aux0: 2.4982 2020-10-18 16:31:28,779 - mmaction - INFO - Epoch [27][260/396] lr: 2.924e-01, eta: 1 day, 21:32:48, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3286, top5_acc: 0.5956, loss_cls: 2.8899, loss: 2.8899, grad_norm: 1.2450, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.4767, loss/aux0: 2.4767 2020-10-18 16:32:05,383 - mmaction - INFO - Epoch [27][280/396] lr: 2.924e-01, eta: 1 day, 21:29:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6096, loss_cls: 2.8268, loss: 2.8268, grad_norm: 1.2495, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4429, loss/aux0: 2.4429 2020-10-18 16:32:06,333 - mmaction - INFO - Epoch [27][280/396] lr: 2.924e-01, eta: 1 day, 21:32:24, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6096, loss_cls: 2.8268, loss: 2.8268, grad_norm: 1.2508, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.4607, loss/aux0: 2.4607 2020-10-18 16:32:43,054 - mmaction - INFO - Epoch [27][300/396] lr: 2.924e-01, eta: 1 day, 21:29:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6089, loss_cls: 2.8330, loss: 2.8330, grad_norm: 1.2540, top1_acc/aux0: 0.4083, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.5191, loss/aux0: 2.5191 2020-10-18 16:32:44,020 - mmaction - INFO - Epoch [27][300/396] lr: 2.924e-01, eta: 1 day, 21:32:01, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6089, loss_cls: 2.8330, loss: 2.8330, grad_norm: 1.2495, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6823, loss_cls/aux0: 2.5052, loss/aux0: 2.5052 2020-10-18 16:33:20,590 - mmaction - INFO - Epoch [27][320/396] lr: 2.924e-01, eta: 1 day, 21:28:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6185, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2595, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4078, loss/aux0: 2.4078 2020-10-18 16:33:21,563 - mmaction - INFO - Epoch [27][320/396] lr: 2.924e-01, eta: 1 day, 21:31:37, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6185, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2586, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.4221, loss/aux0: 2.4221 2020-10-18 16:33:58,334 - mmaction - INFO - Epoch [27][340/396] lr: 2.924e-01, eta: 1 day, 21:28:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3326, top5_acc: 0.6188, loss_cls: 2.8285, loss: 2.8285, grad_norm: 1.2637, top1_acc/aux0: 0.4164, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4259, loss/aux0: 2.4259 2020-10-18 16:33:59,310 - mmaction - INFO - Epoch [27][340/396] lr: 2.924e-01, eta: 1 day, 21:31:13, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3326, top5_acc: 0.6188, loss_cls: 2.8285, loss: 2.8285, grad_norm: 1.2623, top1_acc/aux0: 0.4185, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.4209, loss/aux0: 2.4209 2020-10-18 16:34:36,028 - mmaction - INFO - Epoch [27][360/396] lr: 2.924e-01, eta: 1 day, 21:28:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6076, loss_cls: 2.8197, loss: 2.8197, grad_norm: 1.2489, top1_acc/aux0: 0.4164, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.4230, loss/aux0: 2.4230 2020-10-18 16:34:37,001 - mmaction - INFO - Epoch [27][360/396] lr: 2.924e-01, eta: 1 day, 21:30:50, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6076, loss_cls: 2.8197, loss: 2.8197, grad_norm: 1.2440, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.4184, loss/aux0: 2.4184 2020-10-18 16:35:13,547 - mmaction - INFO - Epoch [27][380/396] lr: 2.924e-01, eta: 1 day, 21:27:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6206, loss_cls: 2.7961, loss: 2.7961, grad_norm: 1.2475, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4352, loss/aux0: 2.4352 2020-10-18 16:35:14,541 - mmaction - INFO - Epoch [27][380/396] lr: 2.924e-01, eta: 1 day, 21:30:25, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6206, loss_cls: 2.7961, loss: 2.7961, grad_norm: 1.2442, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4350, loss/aux0: 2.4350 2020-10-18 16:40:03,358 - mmaction - INFO - Epoch [28][20/396] lr: 2.918e-01, eta: 1 day, 21:22:47, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6021, loss_cls: 2.8359, loss: 2.8359, grad_norm: 1.2781, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6889, loss_cls/aux0: 2.4656, loss/aux0: 2.4656 2020-10-18 16:40:04,288 - mmaction - INFO - Epoch [28][20/396] lr: 2.918e-01, eta: 1 day, 21:25:24, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6021, loss_cls: 2.8359, loss: 2.8359, grad_norm: 1.2791, top1_acc/aux0: 0.4096, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4717, loss/aux0: 2.4717 2020-10-18 16:40:40,668 - mmaction - INFO - Epoch [28][40/396] lr: 2.918e-01, eta: 1 day, 21:22:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6161, loss_cls: 2.8122, loss: 2.8122, grad_norm: 1.2871, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3889, loss/aux0: 2.3889 2020-10-18 16:40:41,628 - mmaction - INFO - Epoch [28][40/396] lr: 2.918e-01, eta: 1 day, 21:24:59, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6161, loss_cls: 2.8122, loss: 2.8122, grad_norm: 1.2862, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3868, loss/aux0: 2.3868 2020-10-18 16:41:18,246 - mmaction - INFO - Epoch [28][60/396] lr: 2.918e-01, eta: 1 day, 21:21:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3362, top5_acc: 0.6065, loss_cls: 2.8211, loss: 2.8211, grad_norm: 1.2510, top1_acc/aux0: 0.4016, top5_acc/aux0: 0.6857, loss_cls/aux0: 2.4958, loss/aux0: 2.4958 2020-10-18 16:41:19,225 - mmaction - INFO - Epoch [28][60/396] lr: 2.918e-01, eta: 1 day, 21:24:35, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3362, top5_acc: 0.6065, loss_cls: 2.8211, loss: 2.8211, grad_norm: 1.2521, top1_acc/aux0: 0.4023, top5_acc/aux0: 0.6872, loss_cls/aux0: 2.4850, loss/aux0: 2.4850 2020-10-18 16:41:55,751 - mmaction - INFO - Epoch [28][80/396] lr: 2.918e-01, eta: 1 day, 21:21:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3529, top5_acc: 0.6203, loss_cls: 2.7974, loss: 2.7974, grad_norm: 1.2580, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4004, loss/aux0: 2.4004 2020-10-18 16:41:56,718 - mmaction - INFO - Epoch [28][80/396] lr: 2.918e-01, eta: 1 day, 21:24:12, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3529, top5_acc: 0.6203, loss_cls: 2.7974, loss: 2.7974, grad_norm: 1.2545, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3948, loss/aux0: 2.3948 2020-10-18 16:42:33,206 - mmaction - INFO - Epoch [28][100/396] lr: 2.918e-01, eta: 1 day, 21:21:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3466, top5_acc: 0.6167, loss_cls: 2.7741, loss: 2.7741, grad_norm: 1.2490, top1_acc/aux0: 0.4031, top5_acc/aux0: 0.6914, loss_cls/aux0: 2.4860, loss/aux0: 2.4860 2020-10-18 16:42:34,203 - mmaction - INFO - Epoch [28][100/396] lr: 2.918e-01, eta: 1 day, 21:23:47, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.3466, top5_acc: 0.6167, loss_cls: 2.7741, loss: 2.7741, grad_norm: 1.2446, top1_acc/aux0: 0.4003, top5_acc/aux0: 0.6885, loss_cls/aux0: 2.5021, loss/aux0: 2.5021 2020-10-18 16:43:10,884 - mmaction - INFO - Epoch [28][120/396] lr: 2.918e-01, eta: 1 day, 21:20:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6010, loss_cls: 2.8656, loss: 2.8656, grad_norm: 1.2116, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4174, loss/aux0: 2.4174 2020-10-18 16:43:11,858 - mmaction - INFO - Epoch [28][120/396] lr: 2.918e-01, eta: 1 day, 21:23:24, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3299, top5_acc: 0.6010, loss_cls: 2.8656, loss: 2.8656, grad_norm: 1.2135, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4167, loss/aux0: 2.4167 2020-10-18 16:43:48,609 - mmaction - INFO - Epoch [28][140/396] lr: 2.918e-01, eta: 1 day, 21:20:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6341, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2846, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.4077, loss/aux0: 2.4077 2020-10-18 16:43:49,571 - mmaction - INFO - Epoch [28][140/396] lr: 2.918e-01, eta: 1 day, 21:23:00, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6341, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2845, top1_acc/aux0: 0.4237, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.4021, loss/aux0: 2.4021 2020-10-18 16:44:26,207 - mmaction - INFO - Epoch [28][160/396] lr: 2.918e-01, eta: 1 day, 21:19:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3385, top5_acc: 0.5974, loss_cls: 2.8524, loss: 2.8524, grad_norm: 1.2407, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.3949, loss/aux0: 2.3949 2020-10-18 16:44:27,200 - mmaction - INFO - Epoch [28][160/396] lr: 2.918e-01, eta: 1 day, 21:22:36, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3385, top5_acc: 0.5974, loss_cls: 2.8524, loss: 2.8524, grad_norm: 1.2437, top1_acc/aux0: 0.4174, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.3967, loss/aux0: 2.3967 2020-10-18 16:45:03,891 - mmaction - INFO - Epoch [28][180/396] lr: 2.918e-01, eta: 1 day, 21:19:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3469, top5_acc: 0.6193, loss_cls: 2.7964, loss: 2.7964, grad_norm: 1.2462, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.6982, loss_cls/aux0: 2.4129, loss/aux0: 2.4129 2020-10-18 16:45:04,855 - mmaction - INFO - Epoch [28][180/396] lr: 2.918e-01, eta: 1 day, 21:22:13, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3469, top5_acc: 0.6193, loss_cls: 2.7964, loss: 2.7964, grad_norm: 1.2487, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4090, loss/aux0: 2.4090 2020-10-18 16:45:41,687 - mmaction - INFO - Epoch [28][200/396] lr: 2.918e-01, eta: 1 day, 21:19:14, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3435, top5_acc: 0.6169, loss_cls: 2.8139, loss: 2.8139, grad_norm: 1.2684, top1_acc/aux0: 0.4154, top5_acc/aux0: 0.6893, loss_cls/aux0: 2.4354, loss/aux0: 2.4354 2020-10-18 16:45:42,639 - mmaction - INFO - Epoch [28][200/396] lr: 2.918e-01, eta: 1 day, 21:21:51, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3435, top5_acc: 0.6169, loss_cls: 2.8139, loss: 2.8139, grad_norm: 1.2680, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4375, loss/aux0: 2.4375 2020-10-18 16:46:19,401 - mmaction - INFO - Epoch [28][220/396] lr: 2.918e-01, eta: 1 day, 21:18:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6141, loss_cls: 2.7963, loss: 2.7963, grad_norm: 1.2439, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3927, loss/aux0: 2.3927 2020-10-18 16:46:20,360 - mmaction - INFO - Epoch [28][220/396] lr: 2.918e-01, eta: 1 day, 21:21:28, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6141, loss_cls: 2.7963, loss: 2.7963, grad_norm: 1.2341, top1_acc/aux0: 0.4289, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3954, loss/aux0: 2.3954 2020-10-18 16:46:57,068 - mmaction - INFO - Epoch [28][240/396] lr: 2.918e-01, eta: 1 day, 21:18:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6081, loss_cls: 2.8309, loss: 2.8309, grad_norm: 1.2641, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.7052, loss_cls/aux0: 2.3809, loss/aux0: 2.3809 2020-10-18 16:46:58,043 - mmaction - INFO - Epoch [28][240/396] lr: 2.918e-01, eta: 1 day, 21:21:04, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6081, loss_cls: 2.8309, loss: 2.8309, grad_norm: 1.2581, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.3765, loss/aux0: 2.3765 2020-10-18 16:47:34,737 - mmaction - INFO - Epoch [28][260/396] lr: 2.918e-01, eta: 1 day, 21:18:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3391, top5_acc: 0.6141, loss_cls: 2.8147, loss: 2.8147, grad_norm: 1.2555, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.4505, loss/aux0: 2.4505 2020-10-18 16:47:35,710 - mmaction - INFO - Epoch [28][260/396] lr: 2.918e-01, eta: 1 day, 21:20:41, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3391, top5_acc: 0.6141, loss_cls: 2.8147, loss: 2.8147, grad_norm: 1.2565, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.4686, loss/aux0: 2.4686 2020-10-18 16:48:12,370 - mmaction - INFO - Epoch [28][280/396] lr: 2.918e-01, eta: 1 day, 21:17:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3578, top5_acc: 0.6172, loss_cls: 2.7718, loss: 2.7718, grad_norm: 1.2744, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4572, loss/aux0: 2.4572 2020-10-18 16:48:13,291 - mmaction - INFO - Epoch [28][280/396] lr: 2.918e-01, eta: 1 day, 21:20:18, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3578, top5_acc: 0.6172, loss_cls: 2.7718, loss: 2.7718, grad_norm: 1.2793, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6909, loss_cls/aux0: 2.4466, loss/aux0: 2.4466 2020-10-18 16:48:49,847 - mmaction - INFO - Epoch [28][300/396] lr: 2.918e-01, eta: 1 day, 21:17:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3313, top5_acc: 0.6151, loss_cls: 2.8490, loss: 2.8490, grad_norm: 1.2791, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.4013, loss/aux0: 2.4013 2020-10-18 16:48:50,801 - mmaction - INFO - Epoch [28][300/396] lr: 2.918e-01, eta: 1 day, 21:19:54, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3313, top5_acc: 0.6151, loss_cls: 2.8490, loss: 2.8490, grad_norm: 1.2798, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3865, loss/aux0: 2.3865 2020-10-18 16:49:27,409 - mmaction - INFO - Epoch [28][320/396] lr: 2.918e-01, eta: 1 day, 21:16:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6086, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2587, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.4190, loss/aux0: 2.4190 2020-10-18 16:49:28,385 - mmaction - INFO - Epoch [28][320/396] lr: 2.918e-01, eta: 1 day, 21:19:29, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6086, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2619, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.6943, loss_cls/aux0: 2.4199, loss/aux0: 2.4199 2020-10-18 16:50:05,045 - mmaction - INFO - Epoch [28][340/396] lr: 2.918e-01, eta: 1 day, 21:16:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6206, loss_cls: 2.7510, loss: 2.7510, grad_norm: 1.2458, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.3930, loss/aux0: 2.3930 2020-10-18 16:50:06,060 - mmaction - INFO - Epoch [28][340/396] lr: 2.918e-01, eta: 1 day, 21:19:05, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6206, loss_cls: 2.7510, loss: 2.7510, grad_norm: 1.2522, top1_acc/aux0: 0.4289, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.4036, loss/aux0: 2.4036 2020-10-18 16:50:42,546 - mmaction - INFO - Epoch [28][360/396] lr: 2.918e-01, eta: 1 day, 21:16:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3518, top5_acc: 0.6198, loss_cls: 2.7619, loss: 2.7619, grad_norm: 1.2321, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.3986, loss/aux0: 2.3986 2020-10-18 16:50:43,531 - mmaction - INFO - Epoch [28][360/396] lr: 2.918e-01, eta: 1 day, 21:18:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3518, top5_acc: 0.6198, loss_cls: 2.7619, loss: 2.7619, grad_norm: 1.2342, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.4012, loss/aux0: 2.4012 2020-10-18 16:51:20,127 - mmaction - INFO - Epoch [28][380/396] lr: 2.918e-01, eta: 1 day, 21:15:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3409, top5_acc: 0.6161, loss_cls: 2.8085, loss: 2.8085, grad_norm: 1.2420, top1_acc/aux0: 0.4177, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.4244, loss/aux0: 2.4244 2020-10-18 16:51:21,087 - mmaction - INFO - Epoch [28][380/396] lr: 2.918e-01, eta: 1 day, 21:18:15, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3409, top5_acc: 0.6161, loss_cls: 2.8085, loss: 2.8085, grad_norm: 1.2463, top1_acc/aux0: 0.4143, top5_acc/aux0: 0.6961, loss_cls/aux0: 2.4250, loss/aux0: 2.4250 2020-10-18 16:56:05,571 - mmaction - INFO - Epoch [29][20/396] lr: 2.912e-01, eta: 1 day, 21:10:53, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6214, loss_cls: 2.8027, loss: 2.8027, grad_norm: 1.2688, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6894, loss_cls/aux0: 2.4187, loss/aux0: 2.4187 2020-10-18 16:56:06,589 - mmaction - INFO - Epoch [29][20/396] lr: 2.912e-01, eta: 1 day, 21:13:28, time: 0.955, data_time: 0.021, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6214, loss_cls: 2.8027, loss: 2.8027, grad_norm: 1.2738, top1_acc/aux0: 0.4271, top5_acc/aux0: 0.6911, loss_cls/aux0: 2.4215, loss/aux0: 2.4215 2020-10-18 16:56:43,139 - mmaction - INFO - Epoch [29][40/396] lr: 2.912e-01, eta: 1 day, 21:10:32, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6107, loss_cls: 2.8156, loss: 2.8156, grad_norm: 1.2542, top1_acc/aux0: 0.4081, top5_acc/aux0: 0.6849, loss_cls/aux0: 2.4746, loss/aux0: 2.4746 2020-10-18 16:56:44,088 - mmaction - INFO - Epoch [29][40/396] lr: 2.912e-01, eta: 1 day, 21:13:05, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6107, loss_cls: 2.8156, loss: 2.8156, grad_norm: 1.2613, top1_acc/aux0: 0.4047, top5_acc/aux0: 0.6773, loss_cls/aux0: 2.4883, loss/aux0: 2.4883 2020-10-18 16:57:20,612 - mmaction - INFO - Epoch [29][60/396] lr: 2.912e-01, eta: 1 day, 21:10:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6237, loss_cls: 2.7476, loss: 2.7476, grad_norm: 1.2677, top1_acc/aux0: 0.4232, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.4033, loss/aux0: 2.4033 2020-10-18 16:57:21,583 - mmaction - INFO - Epoch [29][60/396] lr: 2.912e-01, eta: 1 day, 21:12:41, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6237, loss_cls: 2.7476, loss: 2.7476, grad_norm: 1.2694, top1_acc/aux0: 0.4271, top5_acc/aux0: 0.7052, loss_cls/aux0: 2.3835, loss/aux0: 2.3835 2020-10-18 16:57:58,063 - mmaction - INFO - Epoch [29][80/396] lr: 2.912e-01, eta: 1 day, 21:09:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3349, top5_acc: 0.5997, loss_cls: 2.8644, loss: 2.8644, grad_norm: 1.2495, top1_acc/aux0: 0.4120, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.4361, loss/aux0: 2.4361 2020-10-18 16:57:59,093 - mmaction - INFO - Epoch [29][80/396] lr: 2.912e-01, eta: 1 day, 21:12:17, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3349, top5_acc: 0.5997, loss_cls: 2.8644, loss: 2.8644, grad_norm: 1.2525, top1_acc/aux0: 0.4112, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4441, loss/aux0: 2.4441 2020-10-18 16:58:35,604 - mmaction - INFO - Epoch [29][100/396] lr: 2.912e-01, eta: 1 day, 21:09:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3487, top5_acc: 0.6161, loss_cls: 2.7945, loss: 2.7945, grad_norm: 1.2590, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.4471, loss/aux0: 2.4471 2020-10-18 16:58:36,538 - mmaction - INFO - Epoch [29][100/396] lr: 2.912e-01, eta: 1 day, 21:11:50, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3487, top5_acc: 0.6161, loss_cls: 2.7945, loss: 2.7945, grad_norm: 1.2574, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4438, loss/aux0: 2.4438 2020-10-18 16:59:13,154 - mmaction - INFO - Epoch [29][120/396] lr: 2.912e-01, eta: 1 day, 21:08:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3505, top5_acc: 0.6281, loss_cls: 2.7770, loss: 2.7770, grad_norm: 1.2787, top1_acc/aux0: 0.4159, top5_acc/aux0: 0.6867, loss_cls/aux0: 2.4462, loss/aux0: 2.4462 2020-10-18 16:59:14,124 - mmaction - INFO - Epoch [29][120/396] lr: 2.912e-01, eta: 1 day, 21:11:26, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3505, top5_acc: 0.6281, loss_cls: 2.7770, loss: 2.7770, grad_norm: 1.2807, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6862, loss_cls/aux0: 2.4531, loss/aux0: 2.4531 2020-10-18 16:59:50,651 - mmaction - INFO - Epoch [29][140/396] lr: 2.912e-01, eta: 1 day, 21:08:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6229, loss_cls: 2.7759, loss: 2.7759, grad_norm: 1.2649, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.4215, loss/aux0: 2.4215 2020-10-18 16:59:51,678 - mmaction - INFO - Epoch [29][140/396] lr: 2.912e-01, eta: 1 day, 21:11:03, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6229, loss_cls: 2.7759, loss: 2.7759, grad_norm: 1.2648, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.4180, loss/aux0: 2.4180 2020-10-18 17:00:28,344 - mmaction - INFO - Epoch [29][160/396] lr: 2.912e-01, eta: 1 day, 21:08:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6115, loss_cls: 2.8171, loss: 2.8171, grad_norm: 1.2684, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.4302, loss/aux0: 2.4302 2020-10-18 17:00:29,317 - mmaction - INFO - Epoch [29][160/396] lr: 2.912e-01, eta: 1 day, 21:10:39, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6115, loss_cls: 2.8171, loss: 2.8171, grad_norm: 1.2672, top1_acc/aux0: 0.4159, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.4286, loss/aux0: 2.4286 2020-10-18 17:01:05,971 - mmaction - INFO - Epoch [29][180/396] lr: 2.912e-01, eta: 1 day, 21:07:46, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6068, loss_cls: 2.8417, loss: 2.8417, grad_norm: 1.2494, top1_acc/aux0: 0.4148, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.4286, loss/aux0: 2.4286 2020-10-18 17:01:06,937 - mmaction - INFO - Epoch [29][180/396] lr: 2.912e-01, eta: 1 day, 21:10:17, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3312, top5_acc: 0.6068, loss_cls: 2.8417, loss: 2.8417, grad_norm: 1.2508, top1_acc/aux0: 0.4167, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4280, loss/aux0: 2.4280 2020-10-18 17:01:43,673 - mmaction - INFO - Epoch [29][200/396] lr: 2.912e-01, eta: 1 day, 21:07:23, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6292, loss_cls: 2.7499, loss: 2.7499, grad_norm: 1.2386, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4136, loss/aux0: 2.4136 2020-10-18 17:01:44,628 - mmaction - INFO - Epoch [29][200/396] lr: 2.912e-01, eta: 1 day, 21:09:54, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6292, loss_cls: 2.7499, loss: 2.7499, grad_norm: 1.2451, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.4065, loss/aux0: 2.4065 2020-10-18 17:02:21,388 - mmaction - INFO - Epoch [29][220/396] lr: 2.912e-01, eta: 1 day, 21:07:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6128, loss_cls: 2.8281, loss: 2.8281, grad_norm: 1.2591, top1_acc/aux0: 0.4146, top5_acc/aux0: 0.6914, loss_cls/aux0: 2.4567, loss/aux0: 2.4567 2020-10-18 17:02:22,339 - mmaction - INFO - Epoch [29][220/396] lr: 2.912e-01, eta: 1 day, 21:09:31, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3331, top5_acc: 0.6128, loss_cls: 2.8281, loss: 2.8281, grad_norm: 1.2554, top1_acc/aux0: 0.4156, top5_acc/aux0: 0.6880, loss_cls/aux0: 2.4604, loss/aux0: 2.4604 2020-10-18 17:02:58,905 - mmaction - INFO - Epoch [29][240/396] lr: 2.912e-01, eta: 1 day, 21:06:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3406, top5_acc: 0.6102, loss_cls: 2.7787, loss: 2.7787, grad_norm: 1.2528, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.6893, loss_cls/aux0: 2.4711, loss/aux0: 2.4711 2020-10-18 17:02:59,837 - mmaction - INFO - Epoch [29][240/396] lr: 2.912e-01, eta: 1 day, 21:09:06, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3406, top5_acc: 0.6102, loss_cls: 2.7787, loss: 2.7787, grad_norm: 1.2546, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6883, loss_cls/aux0: 2.4748, loss/aux0: 2.4748 2020-10-18 17:03:36,457 - mmaction - INFO - Epoch [29][260/396] lr: 2.912e-01, eta: 1 day, 21:06:13, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3214, top5_acc: 0.5815, loss_cls: 2.9075, loss: 2.9075, grad_norm: 1.2872, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4454, loss/aux0: 2.4454 2020-10-18 17:03:37,400 - mmaction - INFO - Epoch [29][260/396] lr: 2.912e-01, eta: 1 day, 21:08:42, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3214, top5_acc: 0.5815, loss_cls: 2.9075, loss: 2.9075, grad_norm: 1.2876, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.6896, loss_cls/aux0: 2.4348, loss/aux0: 2.4348 2020-10-18 17:04:14,224 - mmaction - INFO - Epoch [29][280/396] lr: 2.912e-01, eta: 1 day, 21:05:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6227, loss_cls: 2.7578, loss: 2.7578, grad_norm: 1.2702, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.3605, loss/aux0: 2.3605 2020-10-18 17:04:15,220 - mmaction - INFO - Epoch [29][280/396] lr: 2.912e-01, eta: 1 day, 21:08:20, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6227, loss_cls: 2.7578, loss: 2.7578, grad_norm: 1.2705, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3593, loss/aux0: 2.3593 2020-10-18 17:04:51,808 - mmaction - INFO - Epoch [29][300/396] lr: 2.912e-01, eta: 1 day, 21:05:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6234, loss_cls: 2.7720, loss: 2.7720, grad_norm: 1.2497, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.4069, loss/aux0: 2.4069 2020-10-18 17:04:52,758 - mmaction - INFO - Epoch [29][300/396] lr: 2.912e-01, eta: 1 day, 21:07:56, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6234, loss_cls: 2.7720, loss: 2.7720, grad_norm: 1.2561, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6961, loss_cls/aux0: 2.4360, loss/aux0: 2.4360 2020-10-18 17:05:29,424 - mmaction - INFO - Epoch [29][320/396] lr: 2.912e-01, eta: 1 day, 21:05:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3365, top5_acc: 0.6135, loss_cls: 2.8120, loss: 2.8120, grad_norm: 1.2669, top1_acc/aux0: 0.4232, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.4037, loss/aux0: 2.4037 2020-10-18 17:05:30,393 - mmaction - INFO - Epoch [29][320/396] lr: 2.912e-01, eta: 1 day, 21:07:32, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3365, top5_acc: 0.6135, loss_cls: 2.8120, loss: 2.8120, grad_norm: 1.2762, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3765, loss/aux0: 2.3765 2020-10-18 17:06:06,938 - mmaction - INFO - Epoch [29][340/396] lr: 2.912e-01, eta: 1 day, 21:04:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3432, top5_acc: 0.6174, loss_cls: 2.7940, loss: 2.7940, grad_norm: 1.2523, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.6935, loss_cls/aux0: 2.4385, loss/aux0: 2.4385 2020-10-18 17:06:07,910 - mmaction - INFO - Epoch [29][340/396] lr: 2.912e-01, eta: 1 day, 21:07:06, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3432, top5_acc: 0.6174, loss_cls: 2.7940, loss: 2.7940, grad_norm: 1.2487, top1_acc/aux0: 0.4211, top5_acc/aux0: 0.6917, loss_cls/aux0: 2.4407, loss/aux0: 2.4407 2020-10-18 17:06:44,603 - mmaction - INFO - Epoch [29][360/396] lr: 2.912e-01, eta: 1 day, 21:04:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6219, loss_cls: 2.7852, loss: 2.7852, grad_norm: 1.2695, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.4111, loss/aux0: 2.4111 2020-10-18 17:06:45,586 - mmaction - INFO - Epoch [29][360/396] lr: 2.912e-01, eta: 1 day, 21:06:42, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6219, loss_cls: 2.7852, loss: 2.7852, grad_norm: 1.2740, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.4112, loss/aux0: 2.4112 2020-10-18 17:07:22,240 - mmaction - INFO - Epoch [29][380/396] lr: 2.912e-01, eta: 1 day, 21:03:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3357, top5_acc: 0.6005, loss_cls: 2.8289, loss: 2.8289, grad_norm: 1.2525, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.3394, loss/aux0: 2.3394 2020-10-18 17:07:23,231 - mmaction - INFO - Epoch [29][380/396] lr: 2.912e-01, eta: 1 day, 21:06:17, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3357, top5_acc: 0.6005, loss_cls: 2.8289, loss: 2.8289, grad_norm: 1.2532, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3323, loss/aux0: 2.3323 2020-10-18 17:12:21,892 - mmaction - INFO - Epoch [30][20/396] lr: 2.906e-01, eta: 1 day, 20:59:10, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3453, top5_acc: 0.6224, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2755, top1_acc/aux0: 0.4282, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.3987, loss/aux0: 2.3987 2020-10-18 17:12:22,877 - mmaction - INFO - Epoch [30][20/396] lr: 2.906e-01, eta: 1 day, 21:01:37, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3453, top5_acc: 0.6224, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.2784, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4050, loss/aux0: 2.4050 2020-10-18 17:12:59,321 - mmaction - INFO - Epoch [30][40/396] lr: 2.906e-01, eta: 1 day, 20:58:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3427, top5_acc: 0.6125, loss_cls: 2.8153, loss: 2.8153, grad_norm: 1.2926, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.6935, loss_cls/aux0: 2.4145, loss/aux0: 2.4145 2020-10-18 17:13:00,292 - mmaction - INFO - Epoch [30][40/396] lr: 2.906e-01, eta: 1 day, 21:01:12, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3427, top5_acc: 0.6125, loss_cls: 2.8153, loss: 2.8153, grad_norm: 1.2927, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.6945, loss_cls/aux0: 2.4096, loss/aux0: 2.4096 2020-10-18 17:13:36,826 - mmaction - INFO - Epoch [30][60/396] lr: 2.906e-01, eta: 1 day, 20:58:21, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3367, top5_acc: 0.6154, loss_cls: 2.8177, loss: 2.8177, grad_norm: 1.2756, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.5009, loss/aux0: 2.5009 2020-10-18 17:13:37,768 - mmaction - INFO - Epoch [30][60/396] lr: 2.906e-01, eta: 1 day, 21:00:47, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3367, top5_acc: 0.6154, loss_cls: 2.8177, loss: 2.8177, grad_norm: 1.2717, top1_acc/aux0: 0.4010, top5_acc/aux0: 0.6786, loss_cls/aux0: 2.5020, loss/aux0: 2.5020 2020-10-18 17:14:14,379 - mmaction - INFO - Epoch [30][80/396] lr: 2.906e-01, eta: 1 day, 20:57:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6263, loss_cls: 2.7426, loss: 2.7426, grad_norm: 1.2836, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.3408, loss/aux0: 2.3408 2020-10-18 17:14:15,363 - mmaction - INFO - Epoch [30][80/396] lr: 2.906e-01, eta: 1 day, 21:00:22, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6263, loss_cls: 2.7426, loss: 2.7426, grad_norm: 1.2841, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.3363, loss/aux0: 2.3363 2020-10-18 17:14:51,877 - mmaction - INFO - Epoch [30][100/396] lr: 2.906e-01, eta: 1 day, 20:57:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6289, loss_cls: 2.7486, loss: 2.7486, grad_norm: 1.2530, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.4184, loss/aux0: 2.4184 2020-10-18 17:14:52,840 - mmaction - INFO - Epoch [30][100/396] lr: 2.906e-01, eta: 1 day, 20:59:56, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6289, loss_cls: 2.7486, loss: 2.7486, grad_norm: 1.2490, top1_acc/aux0: 0.4143, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.4294, loss/aux0: 2.4294 2020-10-18 17:15:29,408 - mmaction - INFO - Epoch [30][120/396] lr: 2.906e-01, eta: 1 day, 20:57:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6182, loss_cls: 2.7713, loss: 2.7713, grad_norm: 1.2797, top1_acc/aux0: 0.4018, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.4166, loss/aux0: 2.4166 2020-10-18 17:15:30,362 - mmaction - INFO - Epoch [30][120/396] lr: 2.906e-01, eta: 1 day, 20:59:31, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6182, loss_cls: 2.7713, loss: 2.7713, grad_norm: 1.2782, top1_acc/aux0: 0.4021, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.4207, loss/aux0: 2.4207 2020-10-18 17:16:06,994 - mmaction - INFO - Epoch [30][140/396] lr: 2.906e-01, eta: 1 day, 20:56:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6135, loss_cls: 2.8199, loss: 2.8199, grad_norm: 1.2320, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6898, loss_cls/aux0: 2.4478, loss/aux0: 2.4478 2020-10-18 17:16:08,008 - mmaction - INFO - Epoch [30][140/396] lr: 2.906e-01, eta: 1 day, 20:59:07, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3424, top5_acc: 0.6135, loss_cls: 2.8199, loss: 2.8199, grad_norm: 1.2257, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.6945, loss_cls/aux0: 2.4293, loss/aux0: 2.4293 2020-10-18 17:16:44,708 - mmaction - INFO - Epoch [30][160/396] lr: 2.906e-01, eta: 1 day, 20:56:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6198, loss_cls: 2.8083, loss: 2.8083, grad_norm: 1.2567, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7065, loss_cls/aux0: 2.3520, loss/aux0: 2.3520 2020-10-18 17:16:45,666 - mmaction - INFO - Epoch [30][160/396] lr: 2.906e-01, eta: 1 day, 20:58:43, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6198, loss_cls: 2.8083, loss: 2.8083, grad_norm: 1.2655, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3569, loss/aux0: 2.3569 2020-10-18 17:17:22,327 - mmaction - INFO - Epoch [30][180/396] lr: 2.906e-01, eta: 1 day, 20:55:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3432, top5_acc: 0.6138, loss_cls: 2.8156, loss: 2.8156, grad_norm: 1.2530, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3908, loss/aux0: 2.3908 2020-10-18 17:17:23,253 - mmaction - INFO - Epoch [30][180/396] lr: 2.906e-01, eta: 1 day, 20:58:19, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3432, top5_acc: 0.6138, loss_cls: 2.8156, loss: 2.8156, grad_norm: 1.2505, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.3979, loss/aux0: 2.3979 2020-10-18 17:17:59,891 - mmaction - INFO - Epoch [30][200/396] lr: 2.906e-01, eta: 1 day, 20:55:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6206, loss_cls: 2.7888, loss: 2.7888, grad_norm: 1.2576, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6810, loss_cls/aux0: 2.4554, loss/aux0: 2.4554 2020-10-18 17:18:00,905 - mmaction - INFO - Epoch [30][200/396] lr: 2.906e-01, eta: 1 day, 20:57:56, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6206, loss_cls: 2.7888, loss: 2.7888, grad_norm: 1.2581, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.6865, loss_cls/aux0: 2.4442, loss/aux0: 2.4442 2020-10-18 17:18:37,669 - mmaction - INFO - Epoch [30][220/396] lr: 2.906e-01, eta: 1 day, 20:55:08, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3396, top5_acc: 0.6057, loss_cls: 2.8294, loss: 2.8294, grad_norm: 1.2625, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3941, loss/aux0: 2.3941 2020-10-18 17:18:38,628 - mmaction - INFO - Epoch [30][220/396] lr: 2.906e-01, eta: 1 day, 20:57:33, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.3396, top5_acc: 0.6057, loss_cls: 2.8294, loss: 2.8294, grad_norm: 1.2597, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3923, loss/aux0: 2.3923 2020-10-18 17:19:15,384 - mmaction - INFO - Epoch [30][240/396] lr: 2.906e-01, eta: 1 day, 20:54:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6120, loss_cls: 2.8234, loss: 2.8234, grad_norm: 1.2602, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3503, loss/aux0: 2.3503 2020-10-18 17:19:16,335 - mmaction - INFO - Epoch [30][240/396] lr: 2.906e-01, eta: 1 day, 20:57:09, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6120, loss_cls: 2.8234, loss: 2.8234, grad_norm: 1.2632, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3588, loss/aux0: 2.3588 2020-10-18 17:19:52,937 - mmaction - INFO - Epoch [30][260/396] lr: 2.906e-01, eta: 1 day, 20:54:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3404, top5_acc: 0.6286, loss_cls: 2.7622, loss: 2.7622, grad_norm: 1.2559, top1_acc/aux0: 0.4201, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3745, loss/aux0: 2.3745 2020-10-18 17:19:53,895 - mmaction - INFO - Epoch [30][260/396] lr: 2.906e-01, eta: 1 day, 20:56:44, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3404, top5_acc: 0.6286, loss_cls: 2.7622, loss: 2.7622, grad_norm: 1.2509, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3639, loss/aux0: 2.3639 2020-10-18 17:20:30,644 - mmaction - INFO - Epoch [30][280/396] lr: 2.906e-01, eta: 1 day, 20:53:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3266, top5_acc: 0.6187, loss_cls: 2.8255, loss: 2.8255, grad_norm: 1.2509, top1_acc/aux0: 0.4266, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3922, loss/aux0: 2.3922 2020-10-18 17:20:31,611 - mmaction - INFO - Epoch [30][280/396] lr: 2.906e-01, eta: 1 day, 20:56:20, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3266, top5_acc: 0.6187, loss_cls: 2.8255, loss: 2.8255, grad_norm: 1.2465, top1_acc/aux0: 0.4268, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3920, loss/aux0: 2.3920 2020-10-18 17:21:08,330 - mmaction - INFO - Epoch [30][300/396] lr: 2.906e-01, eta: 1 day, 20:53:32, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3378, top5_acc: 0.6076, loss_cls: 2.8133, loss: 2.8133, grad_norm: 1.2736, top1_acc/aux0: 0.4234, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.3821, loss/aux0: 2.3821 2020-10-18 17:21:09,295 - mmaction - INFO - Epoch [30][300/396] lr: 2.906e-01, eta: 1 day, 20:55:56, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3378, top5_acc: 0.6076, loss_cls: 2.8133, loss: 2.8133, grad_norm: 1.2746, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3968, loss/aux0: 2.3968 2020-10-18 17:21:45,993 - mmaction - INFO - Epoch [30][320/396] lr: 2.906e-01, eta: 1 day, 20:53:09, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6391, loss_cls: 2.7632, loss: 2.7632, grad_norm: 1.2102, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.4129, loss/aux0: 2.4129 2020-10-18 17:21:46,951 - mmaction - INFO - Epoch [30][320/396] lr: 2.906e-01, eta: 1 day, 20:55:33, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6391, loss_cls: 2.7632, loss: 2.7632, grad_norm: 1.2135, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.4062, loss/aux0: 2.4062 2020-10-18 17:22:23,538 - mmaction - INFO - Epoch [30][340/396] lr: 2.906e-01, eta: 1 day, 20:52:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6253, loss_cls: 2.7384, loss: 2.7384, grad_norm: 1.2713, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3475, loss/aux0: 2.3475 2020-10-18 17:22:24,484 - mmaction - INFO - Epoch [30][340/396] lr: 2.906e-01, eta: 1 day, 20:55:08, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6253, loss_cls: 2.7384, loss: 2.7384, grad_norm: 1.2763, top1_acc/aux0: 0.4383, top5_acc/aux0: 0.7138, loss_cls/aux0: 2.3442, loss/aux0: 2.3442 2020-10-18 17:23:01,156 - mmaction - INFO - Epoch [30][360/396] lr: 2.906e-01, eta: 1 day, 20:52:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6206, loss_cls: 2.7779, loss: 2.7779, grad_norm: 1.3014, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.6966, loss_cls/aux0: 2.3856, loss/aux0: 2.3856 2020-10-18 17:23:02,122 - mmaction - INFO - Epoch [30][360/396] lr: 2.906e-01, eta: 1 day, 20:54:43, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6206, loss_cls: 2.7779, loss: 2.7779, grad_norm: 1.2987, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.3829, loss/aux0: 2.3829 2020-10-18 17:23:38,938 - mmaction - INFO - Epoch [30][380/396] lr: 2.906e-01, eta: 1 day, 20:51:57, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6109, loss_cls: 2.8281, loss: 2.8281, grad_norm: 1.2532, top1_acc/aux0: 0.4216, top5_acc/aux0: 0.6937, loss_cls/aux0: 2.4097, loss/aux0: 2.4097 2020-10-18 17:23:39,914 - mmaction - INFO - Epoch [30][380/396] lr: 2.906e-01, eta: 1 day, 20:54:20, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3336, top5_acc: 0.6109, loss_cls: 2.8281, loss: 2.8281, grad_norm: 1.2459, top1_acc/aux0: 0.4193, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4099, loss/aux0: 2.4099 2020-10-18 17:28:28,637 - mmaction - INFO - Epoch [31][20/396] lr: 2.899e-01, eta: 1 day, 20:47:25, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6130, loss_cls: 2.8371, loss: 2.8371, grad_norm: 1.2803, top1_acc/aux0: 0.4238, top5_acc/aux0: 0.6996, loss_cls/aux0: 2.4139, loss/aux0: 2.4139 2020-10-18 17:28:29,637 - mmaction - INFO - Epoch [31][20/396] lr: 2.899e-01, eta: 1 day, 20:49:46, time: 0.932, data_time: 0.005, memory: 8466, top1_acc: 0.3375, top5_acc: 0.6130, loss_cls: 2.8371, loss: 2.8371, grad_norm: 1.2761, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.4140, loss/aux0: 2.4140 2020-10-18 17:29:05,998 - mmaction - INFO - Epoch [31][40/396] lr: 2.899e-01, eta: 1 day, 20:46:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6229, loss_cls: 2.7593, loss: 2.7593, grad_norm: 1.2638, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4153, loss/aux0: 2.4153 2020-10-18 17:29:06,955 - mmaction - INFO - Epoch [31][40/396] lr: 2.899e-01, eta: 1 day, 20:49:20, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6229, loss_cls: 2.7593, loss: 2.7593, grad_norm: 1.2625, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.4032, loss/aux0: 2.4032 2020-10-18 17:29:43,601 - mmaction - INFO - Epoch [31][60/396] lr: 2.899e-01, eta: 1 day, 20:46:35, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6109, loss_cls: 2.8067, loss: 2.8067, grad_norm: 1.2876, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.7034, loss_cls/aux0: 2.3773, loss/aux0: 2.3773 2020-10-18 17:29:44,581 - mmaction - INFO - Epoch [31][60/396] lr: 2.899e-01, eta: 1 day, 20:48:56, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3438, top5_acc: 0.6109, loss_cls: 2.8067, loss: 2.8067, grad_norm: 1.2919, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.3952, loss/aux0: 2.3952 2020-10-18 17:30:21,226 - mmaction - INFO - Epoch [31][80/396] lr: 2.899e-01, eta: 1 day, 20:46:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3505, top5_acc: 0.6263, loss_cls: 2.7772, loss: 2.7772, grad_norm: 1.2691, top1_acc/aux0: 0.4115, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4377, loss/aux0: 2.4377 2020-10-18 17:30:22,181 - mmaction - INFO - Epoch [31][80/396] lr: 2.899e-01, eta: 1 day, 20:48:31, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3505, top5_acc: 0.6263, loss_cls: 2.7772, loss: 2.7772, grad_norm: 1.2750, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4373, loss/aux0: 2.4373 2020-10-18 17:30:58,699 - mmaction - INFO - Epoch [31][100/396] lr: 2.899e-01, eta: 1 day, 20:45:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3570, top5_acc: 0.6346, loss_cls: 2.7205, loss: 2.7205, grad_norm: 1.2720, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6875, loss_cls/aux0: 2.4097, loss/aux0: 2.4097 2020-10-18 17:30:59,647 - mmaction - INFO - Epoch [31][100/396] lr: 2.899e-01, eta: 1 day, 20:48:04, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3570, top5_acc: 0.6346, loss_cls: 2.7205, loss: 2.7205, grad_norm: 1.2749, top1_acc/aux0: 0.4237, top5_acc/aux0: 0.6896, loss_cls/aux0: 2.4051, loss/aux0: 2.4051 2020-10-18 17:31:36,527 - mmaction - INFO - Epoch [31][120/396] lr: 2.899e-01, eta: 1 day, 20:45:20, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6279, loss_cls: 2.7605, loss: 2.7605, grad_norm: 1.2700, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.6904, loss_cls/aux0: 2.4302, loss/aux0: 2.4302 2020-10-18 17:31:37,509 - mmaction - INFO - Epoch [31][120/396] lr: 2.899e-01, eta: 1 day, 20:47:42, time: 0.948, data_time: 0.004, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6279, loss_cls: 2.7605, loss: 2.7605, grad_norm: 1.2698, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4237, loss/aux0: 2.4237 2020-10-18 17:32:14,121 - mmaction - INFO - Epoch [31][140/396] lr: 2.899e-01, eta: 1 day, 20:44:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6253, loss_cls: 2.7669, loss: 2.7669, grad_norm: 1.2545, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7081, loss_cls/aux0: 2.3600, loss/aux0: 2.3600 2020-10-18 17:32:15,099 - mmaction - INFO - Epoch [31][140/396] lr: 2.899e-01, eta: 1 day, 20:47:16, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6253, loss_cls: 2.7669, loss: 2.7669, grad_norm: 1.2512, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3513, loss/aux0: 2.3513 2020-10-18 17:32:51,652 - mmaction - INFO - Epoch [31][160/396] lr: 2.899e-01, eta: 1 day, 20:44:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6156, loss_cls: 2.7974, loss: 2.7974, grad_norm: 1.2648, top1_acc/aux0: 0.4185, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.4080, loss/aux0: 2.4080 2020-10-18 17:32:52,617 - mmaction - INFO - Epoch [31][160/396] lr: 2.899e-01, eta: 1 day, 20:46:51, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6156, loss_cls: 2.7974, loss: 2.7974, grad_norm: 1.2617, top1_acc/aux0: 0.4138, top5_acc/aux0: 0.6974, loss_cls/aux0: 2.4151, loss/aux0: 2.4151 2020-10-18 17:33:29,296 - mmaction - INFO - Epoch [31][180/396] lr: 2.899e-01, eta: 1 day, 20:44:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6146, loss_cls: 2.7884, loss: 2.7884, grad_norm: 1.2604, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.4339, loss/aux0: 2.4339 2020-10-18 17:33:30,251 - mmaction - INFO - Epoch [31][180/396] lr: 2.899e-01, eta: 1 day, 20:46:26, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6146, loss_cls: 2.7884, loss: 2.7884, grad_norm: 1.2558, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6935, loss_cls/aux0: 2.4399, loss/aux0: 2.4399 2020-10-18 17:34:06,902 - mmaction - INFO - Epoch [31][200/396] lr: 2.899e-01, eta: 1 day, 20:43:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3505, top5_acc: 0.6240, loss_cls: 2.7738, loss: 2.7738, grad_norm: 1.2589, top1_acc/aux0: 0.4128, top5_acc/aux0: 0.6901, loss_cls/aux0: 2.4323, loss/aux0: 2.4323 2020-10-18 17:34:07,858 - mmaction - INFO - Epoch [31][200/396] lr: 2.899e-01, eta: 1 day, 20:46:02, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3505, top5_acc: 0.6240, loss_cls: 2.7738, loss: 2.7738, grad_norm: 1.2581, top1_acc/aux0: 0.4141, top5_acc/aux0: 0.6922, loss_cls/aux0: 2.4257, loss/aux0: 2.4257 2020-10-18 17:34:44,591 - mmaction - INFO - Epoch [31][220/396] lr: 2.899e-01, eta: 1 day, 20:43:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6305, loss_cls: 2.7376, loss: 2.7376, grad_norm: 1.2789, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3519, loss/aux0: 2.3519 2020-10-18 17:34:45,557 - mmaction - INFO - Epoch [31][220/396] lr: 2.899e-01, eta: 1 day, 20:45:37, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6305, loss_cls: 2.7376, loss: 2.7376, grad_norm: 1.2772, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3580, loss/aux0: 2.3580 2020-10-18 17:35:22,101 - mmaction - INFO - Epoch [31][240/396] lr: 2.899e-01, eta: 1 day, 20:42:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3372, top5_acc: 0.6083, loss_cls: 2.8194, loss: 2.8194, grad_norm: 1.2774, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3533, loss/aux0: 2.3533 2020-10-18 17:35:23,054 - mmaction - INFO - Epoch [31][240/396] lr: 2.899e-01, eta: 1 day, 20:45:10, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3372, top5_acc: 0.6083, loss_cls: 2.8194, loss: 2.8194, grad_norm: 1.2852, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.7133, loss_cls/aux0: 2.3662, loss/aux0: 2.3662 2020-10-18 17:35:59,807 - mmaction - INFO - Epoch [31][260/396] lr: 2.899e-01, eta: 1 day, 20:42:27, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6279, loss_cls: 2.7348, loss: 2.7348, grad_norm: 1.2775, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.3851, loss/aux0: 2.3851 2020-10-18 17:36:00,767 - mmaction - INFO - Epoch [31][260/396] lr: 2.899e-01, eta: 1 day, 20:44:46, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6279, loss_cls: 2.7348, loss: 2.7348, grad_norm: 1.2762, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3682, loss/aux0: 2.3682 2020-10-18 17:36:37,452 - mmaction - INFO - Epoch [31][280/396] lr: 2.899e-01, eta: 1 day, 20:42:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6154, loss_cls: 2.7795, loss: 2.7795, grad_norm: 1.2794, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3717, loss/aux0: 2.3717 2020-10-18 17:36:38,439 - mmaction - INFO - Epoch [31][280/396] lr: 2.899e-01, eta: 1 day, 20:44:21, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6154, loss_cls: 2.7795, loss: 2.7795, grad_norm: 1.2787, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3758, loss/aux0: 2.3758 2020-10-18 17:37:15,094 - mmaction - INFO - Epoch [31][300/396] lr: 2.899e-01, eta: 1 day, 20:41:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6177, loss_cls: 2.7984, loss: 2.7984, grad_norm: 1.2541, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.4024, loss/aux0: 2.4024 2020-10-18 17:37:16,025 - mmaction - INFO - Epoch [31][300/396] lr: 2.899e-01, eta: 1 day, 20:43:56, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3333, top5_acc: 0.6177, loss_cls: 2.7984, loss: 2.7984, grad_norm: 1.2490, top1_acc/aux0: 0.4315, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3791, loss/aux0: 2.3791 2020-10-18 17:37:52,575 - mmaction - INFO - Epoch [31][320/396] lr: 2.899e-01, eta: 1 day, 20:41:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6286, loss_cls: 2.7645, loss: 2.7645, grad_norm: 1.2709, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3760, loss/aux0: 2.3760 2020-10-18 17:37:53,588 - mmaction - INFO - Epoch [31][320/396] lr: 2.899e-01, eta: 1 day, 20:43:31, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3451, top5_acc: 0.6286, loss_cls: 2.7645, loss: 2.7645, grad_norm: 1.2676, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4088, loss/aux0: 2.4088 2020-10-18 17:38:30,220 - mmaction - INFO - Epoch [31][340/396] lr: 2.899e-01, eta: 1 day, 20:40:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6198, loss_cls: 2.7950, loss: 2.7950, grad_norm: 1.2572, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.6958, loss_cls/aux0: 2.3816, loss/aux0: 2.3816 2020-10-18 17:38:31,179 - mmaction - INFO - Epoch [31][340/396] lr: 2.899e-01, eta: 1 day, 20:43:05, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6198, loss_cls: 2.7950, loss: 2.7950, grad_norm: 1.2604, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.6982, loss_cls/aux0: 2.3791, loss/aux0: 2.3791 2020-10-18 17:39:07,782 - mmaction - INFO - Epoch [31][360/396] lr: 2.899e-01, eta: 1 day, 20:40:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6229, loss_cls: 2.7343, loss: 2.7343, grad_norm: 1.2687, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3914, loss/aux0: 2.3914 2020-10-18 17:39:08,754 - mmaction - INFO - Epoch [31][360/396] lr: 2.899e-01, eta: 1 day, 20:42:40, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6229, loss_cls: 2.7343, loss: 2.7343, grad_norm: 1.2695, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3747, loss/aux0: 2.3747 2020-10-18 17:39:45,304 - mmaction - INFO - Epoch [31][380/396] lr: 2.899e-01, eta: 1 day, 20:39:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6091, loss_cls: 2.8150, loss: 2.8150, grad_norm: 1.2790, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3640, loss/aux0: 2.3640 2020-10-18 17:39:46,335 - mmaction - INFO - Epoch [31][380/396] lr: 2.899e-01, eta: 1 day, 20:42:14, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6091, loss_cls: 2.8150, loss: 2.8150, grad_norm: 1.2782, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.3702, loss/aux0: 2.3702 2020-10-18 17:44:36,311 - mmaction - INFO - Epoch [32][20/396] lr: 2.893e-01, eta: 1 day, 20:35:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3427, top5_acc: 0.6161, loss_cls: 2.7843, loss: 2.7843, grad_norm: 1.2919, top1_acc/aux0: 0.4178, top5_acc/aux0: 0.7018, loss_cls/aux0: 2.3885, loss/aux0: 2.3885 2020-10-18 17:44:37,235 - mmaction - INFO - Epoch [32][20/396] lr: 2.893e-01, eta: 1 day, 20:37:48, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3427, top5_acc: 0.6161, loss_cls: 2.7843, loss: 2.7843, grad_norm: 1.2879, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3898, loss/aux0: 2.3898 2020-10-18 17:45:13,675 - mmaction - INFO - Epoch [32][40/396] lr: 2.893e-01, eta: 1 day, 20:35:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6141, loss_cls: 2.7878, loss: 2.7878, grad_norm: 1.2738, top1_acc/aux0: 0.4187, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3808, loss/aux0: 2.3808 2020-10-18 17:45:14,638 - mmaction - INFO - Epoch [32][40/396] lr: 2.893e-01, eta: 1 day, 20:37:23, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6141, loss_cls: 2.7878, loss: 2.7878, grad_norm: 1.2704, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3738, loss/aux0: 2.3738 2020-10-18 17:45:51,166 - mmaction - INFO - Epoch [32][60/396] lr: 2.893e-01, eta: 1 day, 20:34:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3529, top5_acc: 0.6284, loss_cls: 2.7597, loss: 2.7597, grad_norm: 1.2574, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.6953, loss_cls/aux0: 2.3954, loss/aux0: 2.3954 2020-10-18 17:45:52,084 - mmaction - INFO - Epoch [32][60/396] lr: 2.893e-01, eta: 1 day, 20:36:56, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3529, top5_acc: 0.6284, loss_cls: 2.7597, loss: 2.7597, grad_norm: 1.2566, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.6943, loss_cls/aux0: 2.3985, loss/aux0: 2.3985 2020-10-18 17:46:28,641 - mmaction - INFO - Epoch [32][80/396] lr: 2.893e-01, eta: 1 day, 20:34:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6201, loss_cls: 2.7574, loss: 2.7574, grad_norm: 1.2907, top1_acc/aux0: 0.4151, top5_acc/aux0: 0.6984, loss_cls/aux0: 2.4241, loss/aux0: 2.4241 2020-10-18 17:46:29,579 - mmaction - INFO - Epoch [32][80/396] lr: 2.893e-01, eta: 1 day, 20:36:31, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3544, top5_acc: 0.6201, loss_cls: 2.7574, loss: 2.7574, grad_norm: 1.2864, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.4234, loss/aux0: 2.4234 2020-10-18 17:47:06,099 - mmaction - INFO - Epoch [32][100/396] lr: 2.893e-01, eta: 1 day, 20:33:49, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6305, loss_cls: 2.7456, loss: 2.7456, grad_norm: 1.2729, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.3111, loss/aux0: 2.3111 2020-10-18 17:47:07,054 - mmaction - INFO - Epoch [32][100/396] lr: 2.893e-01, eta: 1 day, 20:36:03, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6305, loss_cls: 2.7456, loss: 2.7456, grad_norm: 1.2709, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3174, loss/aux0: 2.3174 2020-10-18 17:47:43,724 - mmaction - INFO - Epoch [32][120/396] lr: 2.893e-01, eta: 1 day, 20:33:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6182, loss_cls: 2.7483, loss: 2.7483, grad_norm: 1.2587, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3783, loss/aux0: 2.3783 2020-10-18 17:47:44,690 - mmaction - INFO - Epoch [32][120/396] lr: 2.893e-01, eta: 1 day, 20:35:38, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6182, loss_cls: 2.7483, loss: 2.7483, grad_norm: 1.2660, top1_acc/aux0: 0.4310, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3832, loss/aux0: 2.3832 2020-10-18 17:48:21,383 - mmaction - INFO - Epoch [32][140/396] lr: 2.893e-01, eta: 1 day, 20:32:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3562, top5_acc: 0.6151, loss_cls: 2.7752, loss: 2.7752, grad_norm: 1.3023, top1_acc/aux0: 0.4315, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3629, loss/aux0: 2.3629 2020-10-18 17:48:22,327 - mmaction - INFO - Epoch [32][140/396] lr: 2.893e-01, eta: 1 day, 20:35:13, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3562, top5_acc: 0.6151, loss_cls: 2.7752, loss: 2.7752, grad_norm: 1.3047, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3564, loss/aux0: 2.3564 2020-10-18 17:48:58,929 - mmaction - INFO - Epoch [32][160/396] lr: 2.893e-01, eta: 1 day, 20:32:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6216, loss_cls: 2.7630, loss: 2.7630, grad_norm: 1.2569, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.6940, loss_cls/aux0: 2.3884, loss/aux0: 2.3884 2020-10-18 17:48:59,943 - mmaction - INFO - Epoch [32][160/396] lr: 2.893e-01, eta: 1 day, 20:34:48, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6216, loss_cls: 2.7630, loss: 2.7630, grad_norm: 1.2583, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.6948, loss_cls/aux0: 2.3924, loss/aux0: 2.3924 2020-10-18 17:49:36,586 - mmaction - INFO - Epoch [32][180/396] lr: 2.893e-01, eta: 1 day, 20:32:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6208, loss_cls: 2.7813, loss: 2.7813, grad_norm: 1.2806, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.6878, loss_cls/aux0: 2.4448, loss/aux0: 2.4448 2020-10-18 17:49:37,548 - mmaction - INFO - Epoch [32][180/396] lr: 2.893e-01, eta: 1 day, 20:34:22, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6208, loss_cls: 2.7813, loss: 2.7813, grad_norm: 1.2827, top1_acc/aux0: 0.4232, top5_acc/aux0: 0.6883, loss_cls/aux0: 2.4383, loss/aux0: 2.4383 2020-10-18 17:50:14,092 - mmaction - INFO - Epoch [32][200/396] lr: 2.893e-01, eta: 1 day, 20:31:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6349, loss_cls: 2.7391, loss: 2.7391, grad_norm: 1.2689, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3750, loss/aux0: 2.3750 2020-10-18 17:50:15,058 - mmaction - INFO - Epoch [32][200/396] lr: 2.893e-01, eta: 1 day, 20:33:57, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6349, loss_cls: 2.7391, loss: 2.7391, grad_norm: 1.2596, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3659, loss/aux0: 2.3659 2020-10-18 17:50:51,743 - mmaction - INFO - Epoch [32][220/396] lr: 2.893e-01, eta: 1 day, 20:31:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3388, top5_acc: 0.6135, loss_cls: 2.8157, loss: 2.8157, grad_norm: 1.2702, top1_acc/aux0: 0.4245, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.4001, loss/aux0: 2.4001 2020-10-18 17:50:52,769 - mmaction - INFO - Epoch [32][220/396] lr: 2.893e-01, eta: 1 day, 20:33:32, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3388, top5_acc: 0.6135, loss_cls: 2.8157, loss: 2.8157, grad_norm: 1.2648, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.6995, loss_cls/aux0: 2.4138, loss/aux0: 2.4138 2020-10-18 17:51:29,384 - mmaction - INFO - Epoch [32][240/396] lr: 2.893e-01, eta: 1 day, 20:30:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6271, loss_cls: 2.7581, loss: 2.7581, grad_norm: 1.2979, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3829, loss/aux0: 2.3829 2020-10-18 17:51:30,392 - mmaction - INFO - Epoch [32][240/396] lr: 2.893e-01, eta: 1 day, 20:33:07, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6271, loss_cls: 2.7581, loss: 2.7581, grad_norm: 1.3006, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3675, loss/aux0: 2.3675 2020-10-18 17:52:07,001 - mmaction - INFO - Epoch [32][260/396] lr: 2.893e-01, eta: 1 day, 20:30:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6313, loss_cls: 2.7323, loss: 2.7323, grad_norm: 1.2780, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3943, loss/aux0: 2.3943 2020-10-18 17:52:07,985 - mmaction - INFO - Epoch [32][260/396] lr: 2.893e-01, eta: 1 day, 20:32:41, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6313, loss_cls: 2.7323, loss: 2.7323, grad_norm: 1.2756, top1_acc/aux0: 0.4214, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.4112, loss/aux0: 2.4112 2020-10-18 17:52:44,640 - mmaction - INFO - Epoch [32][280/396] lr: 2.893e-01, eta: 1 day, 20:30:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6357, loss_cls: 2.7212, loss: 2.7212, grad_norm: 1.2895, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.3519, loss/aux0: 2.3519 2020-10-18 17:52:45,646 - mmaction - INFO - Epoch [32][280/396] lr: 2.893e-01, eta: 1 day, 20:32:15, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6357, loss_cls: 2.7212, loss: 2.7212, grad_norm: 1.2928, top1_acc/aux0: 0.4331, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.3454, loss/aux0: 2.3454 2020-10-18 17:53:22,181 - mmaction - INFO - Epoch [32][300/396] lr: 2.893e-01, eta: 1 day, 20:29:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6302, loss_cls: 2.7430, loss: 2.7430, grad_norm: 1.2902, top1_acc/aux0: 0.4310, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3612, loss/aux0: 2.3612 2020-10-18 17:53:23,140 - mmaction - INFO - Epoch [32][300/396] lr: 2.893e-01, eta: 1 day, 20:31:48, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6302, loss_cls: 2.7430, loss: 2.7430, grad_norm: 1.2903, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7070, loss_cls/aux0: 2.3639, loss/aux0: 2.3639 2020-10-18 17:53:59,808 - mmaction - INFO - Epoch [32][320/396] lr: 2.893e-01, eta: 1 day, 20:29:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6294, loss_cls: 2.7444, loss: 2.7444, grad_norm: 1.2851, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.3744, loss/aux0: 2.3744 2020-10-18 17:54:00,758 - mmaction - INFO - Epoch [32][320/396] lr: 2.893e-01, eta: 1 day, 20:31:23, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6294, loss_cls: 2.7444, loss: 2.7444, grad_norm: 1.2827, top1_acc/aux0: 0.4268, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.3669, loss/aux0: 2.3669 2020-10-18 17:54:37,460 - mmaction - INFO - Epoch [32][340/396] lr: 2.893e-01, eta: 1 day, 20:28:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6224, loss_cls: 2.7855, loss: 2.7855, grad_norm: 1.2892, top1_acc/aux0: 0.4172, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.4079, loss/aux0: 2.4079 2020-10-18 17:54:38,416 - mmaction - INFO - Epoch [32][340/396] lr: 2.893e-01, eta: 1 day, 20:30:58, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3393, top5_acc: 0.6224, loss_cls: 2.7855, loss: 2.7855, grad_norm: 1.2901, top1_acc/aux0: 0.4187, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.4071, loss/aux0: 2.4071 2020-10-18 17:55:15,151 - mmaction - INFO - Epoch [32][360/396] lr: 2.893e-01, eta: 1 day, 20:28:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3419, top5_acc: 0.6229, loss_cls: 2.8077, loss: 2.8077, grad_norm: 1.2861, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.4290, loss/aux0: 2.4290 2020-10-18 17:55:16,108 - mmaction - INFO - Epoch [32][360/396] lr: 2.893e-01, eta: 1 day, 20:30:32, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3419, top5_acc: 0.6229, loss_cls: 2.8077, loss: 2.8077, grad_norm: 1.2920, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4444, loss/aux0: 2.4444 2020-10-18 17:55:52,704 - mmaction - INFO - Epoch [32][380/396] lr: 2.893e-01, eta: 1 day, 20:27:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3443, top5_acc: 0.6151, loss_cls: 2.7619, loss: 2.7619, grad_norm: 1.2504, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3606, loss/aux0: 2.3606 2020-10-18 17:55:53,684 - mmaction - INFO - Epoch [32][380/396] lr: 2.893e-01, eta: 1 day, 20:30:06, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3443, top5_acc: 0.6151, loss_cls: 2.7619, loss: 2.7619, grad_norm: 1.2480, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3511, loss/aux0: 2.3511 2020-10-18 17:56:25,423 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-18 17:58:07,499 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 17:58:07,643 - mmaction - INFO - top1_acc 0.4062 top5_acc 0.6833 2020-10-18 17:58:07,644 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 17:58:07,686 - mmaction - INFO - mean_acc 0.4063 2020-10-18 17:58:07,688 - mmaction - INFO - Epoch(val) [32][396] top1_acc: 0.4062, top5_acc: 0.6833, mean_class_accuracy: 0.4063 2020-10-18 18:02:26,685 - mmaction - INFO - Epoch [33][20/396] lr: 2.886e-01, eta: 1 day, 20:23:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6391, loss_cls: 2.6786, loss: 2.6786, grad_norm: 1.2780, top1_acc/aux0: 0.4364, top5_acc/aux0: 0.7124, loss_cls/aux0: 2.3269, loss/aux0: 2.3269 2020-10-18 18:02:27,701 - mmaction - INFO - Epoch [33][20/396] lr: 2.886e-01, eta: 1 day, 20:25:48, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6391, loss_cls: 2.6786, loss: 2.6786, grad_norm: 1.2778, top1_acc/aux0: 0.4346, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3262, loss/aux0: 2.3262 2020-10-18 18:03:04,156 - mmaction - INFO - Epoch [33][40/396] lr: 2.886e-01, eta: 1 day, 20:23:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3531, top5_acc: 0.6346, loss_cls: 2.7612, loss: 2.7612, grad_norm: 1.2929, top1_acc/aux0: 0.4367, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.3301, loss/aux0: 2.3301 2020-10-18 18:03:05,171 - mmaction - INFO - Epoch [33][40/396] lr: 2.886e-01, eta: 1 day, 20:25:23, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3531, top5_acc: 0.6346, loss_cls: 2.7612, loss: 2.7612, grad_norm: 1.2894, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.3329, loss/aux0: 2.3329 2020-10-18 18:03:41,707 - mmaction - INFO - Epoch [33][60/396] lr: 2.886e-01, eta: 1 day, 20:22:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6130, loss_cls: 2.7786, loss: 2.7786, grad_norm: 1.2943, top1_acc/aux0: 0.4206, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.4027, loss/aux0: 2.4027 2020-10-18 18:03:42,650 - mmaction - INFO - Epoch [33][60/396] lr: 2.886e-01, eta: 1 day, 20:24:57, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6130, loss_cls: 2.7786, loss: 2.7786, grad_norm: 1.2886, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3930, loss/aux0: 2.3930 2020-10-18 18:04:19,204 - mmaction - INFO - Epoch [33][80/396] lr: 2.886e-01, eta: 1 day, 20:22:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3443, top5_acc: 0.6299, loss_cls: 2.7430, loss: 2.7430, grad_norm: 1.2906, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.3073, loss/aux0: 2.3073 2020-10-18 18:04:20,166 - mmaction - INFO - Epoch [33][80/396] lr: 2.886e-01, eta: 1 day, 20:24:32, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3443, top5_acc: 0.6299, loss_cls: 2.7430, loss: 2.7430, grad_norm: 1.2909, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.3121, loss/aux0: 2.3121 2020-10-18 18:04:56,586 - mmaction - INFO - Epoch [33][100/396] lr: 2.886e-01, eta: 1 day, 20:21:54, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6359, loss_cls: 2.7011, loss: 2.7011, grad_norm: 1.2830, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3706, loss/aux0: 2.3706 2020-10-18 18:04:57,497 - mmaction - INFO - Epoch [33][100/396] lr: 2.886e-01, eta: 1 day, 20:24:03, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6359, loss_cls: 2.7011, loss: 2.7011, grad_norm: 1.2838, top1_acc/aux0: 0.4292, top5_acc/aux0: 0.7065, loss_cls/aux0: 2.3769, loss/aux0: 2.3769 2020-10-18 18:05:34,131 - mmaction - INFO - Epoch [33][120/396] lr: 2.886e-01, eta: 1 day, 20:21:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6208, loss_cls: 2.7613, loss: 2.7613, grad_norm: 1.2494, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3657, loss/aux0: 2.3657 2020-10-18 18:05:35,100 - mmaction - INFO - Epoch [33][120/396] lr: 2.886e-01, eta: 1 day, 20:23:38, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6208, loss_cls: 2.7613, loss: 2.7613, grad_norm: 1.2569, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3714, loss/aux0: 2.3714 2020-10-18 18:06:11,702 - mmaction - INFO - Epoch [33][140/396] lr: 2.886e-01, eta: 1 day, 20:21:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3427, top5_acc: 0.6201, loss_cls: 2.8028, loss: 2.8028, grad_norm: 1.2566, top1_acc/aux0: 0.4294, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3778, loss/aux0: 2.3778 2020-10-18 18:06:12,675 - mmaction - INFO - Epoch [33][140/396] lr: 2.886e-01, eta: 1 day, 20:23:12, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3427, top5_acc: 0.6201, loss_cls: 2.8028, loss: 2.8028, grad_norm: 1.2563, top1_acc/aux0: 0.4310, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3706, loss/aux0: 2.3706 2020-10-18 18:06:49,263 - mmaction - INFO - Epoch [33][160/396] lr: 2.886e-01, eta: 1 day, 20:20:36, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6331, loss_cls: 2.7445, loss: 2.7445, grad_norm: 1.2811, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3050, loss/aux0: 2.3050 2020-10-18 18:06:50,229 - mmaction - INFO - Epoch [33][160/396] lr: 2.886e-01, eta: 1 day, 20:22:45, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6331, loss_cls: 2.7445, loss: 2.7445, grad_norm: 1.2812, top1_acc/aux0: 0.4492, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2963, loss/aux0: 2.2963 2020-10-18 18:07:26,815 - mmaction - INFO - Epoch [33][180/396] lr: 2.886e-01, eta: 1 day, 20:20:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6406, loss_cls: 2.7070, loss: 2.7070, grad_norm: 1.2746, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3523, loss/aux0: 2.3523 2020-10-18 18:07:27,803 - mmaction - INFO - Epoch [33][180/396] lr: 2.886e-01, eta: 1 day, 20:22:20, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6406, loss_cls: 2.7070, loss: 2.7070, grad_norm: 1.2745, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3640, loss/aux0: 2.3640 2020-10-18 18:08:04,506 - mmaction - INFO - Epoch [33][200/396] lr: 2.886e-01, eta: 1 day, 20:19:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6240, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.2773, top1_acc/aux0: 0.4404, top5_acc/aux0: 0.7138, loss_cls/aux0: 2.3192, loss/aux0: 2.3192 2020-10-18 18:08:05,464 - mmaction - INFO - Epoch [33][200/396] lr: 2.886e-01, eta: 1 day, 20:21:55, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3385, top5_acc: 0.6240, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.2782, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3255, loss/aux0: 2.3255 2020-10-18 18:08:42,180 - mmaction - INFO - Epoch [33][220/396] lr: 2.886e-01, eta: 1 day, 20:19:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3474, top5_acc: 0.6227, loss_cls: 2.7759, loss: 2.7759, grad_norm: 1.2737, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3528, loss/aux0: 2.3528 2020-10-18 18:08:43,145 - mmaction - INFO - Epoch [33][220/396] lr: 2.886e-01, eta: 1 day, 20:21:29, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3474, top5_acc: 0.6227, loss_cls: 2.7759, loss: 2.7759, grad_norm: 1.2719, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.3657, loss/aux0: 2.3657 2020-10-18 18:09:19,856 - mmaction - INFO - Epoch [33][240/396] lr: 2.886e-01, eta: 1 day, 20:18:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6164, loss_cls: 2.7910, loss: 2.7910, grad_norm: 1.2915, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3809, loss/aux0: 2.3809 2020-10-18 18:09:20,778 - mmaction - INFO - Epoch [33][240/396] lr: 2.886e-01, eta: 1 day, 20:21:04, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6164, loss_cls: 2.7910, loss: 2.7910, grad_norm: 1.3032, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3618, loss/aux0: 2.3618 2020-10-18 18:09:57,411 - mmaction - INFO - Epoch [33][260/396] lr: 2.886e-01, eta: 1 day, 20:18:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6221, loss_cls: 2.7715, loss: 2.7715, grad_norm: 1.2932, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.3718, loss/aux0: 2.3718 2020-10-18 18:09:58,344 - mmaction - INFO - Epoch [33][260/396] lr: 2.886e-01, eta: 1 day, 20:20:37, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6221, loss_cls: 2.7715, loss: 2.7715, grad_norm: 1.2886, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.3665, loss/aux0: 2.3665 2020-10-18 18:10:34,909 - mmaction - INFO - Epoch [33][280/396] lr: 2.886e-01, eta: 1 day, 20:18:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6221, loss_cls: 2.8053, loss: 2.8053, grad_norm: 1.2838, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.3806, loss/aux0: 2.3806 2020-10-18 18:10:35,915 - mmaction - INFO - Epoch [33][280/396] lr: 2.886e-01, eta: 1 day, 20:20:09, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6221, loss_cls: 2.8053, loss: 2.8053, grad_norm: 1.2832, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.7062, loss_cls/aux0: 2.3843, loss/aux0: 2.3843 2020-10-18 18:11:12,599 - mmaction - INFO - Epoch [33][300/396] lr: 2.886e-01, eta: 1 day, 20:17:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6216, loss_cls: 2.7792, loss: 2.7792, grad_norm: 1.2633, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.6914, loss_cls/aux0: 2.4209, loss/aux0: 2.4209 2020-10-18 18:11:13,561 - mmaction - INFO - Epoch [33][300/396] lr: 2.886e-01, eta: 1 day, 20:19:44, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6216, loss_cls: 2.7792, loss: 2.7792, grad_norm: 1.2640, top1_acc/aux0: 0.4190, top5_acc/aux0: 0.6927, loss_cls/aux0: 2.4191, loss/aux0: 2.4191 2020-10-18 18:11:50,326 - mmaction - INFO - Epoch [33][320/396] lr: 2.886e-01, eta: 1 day, 20:17:11, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6180, loss_cls: 2.7946, loss: 2.7946, grad_norm: 1.2842, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7029, loss_cls/aux0: 2.3609, loss/aux0: 2.3609 2020-10-18 18:11:51,289 - mmaction - INFO - Epoch [33][320/396] lr: 2.886e-01, eta: 1 day, 20:19:19, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6180, loss_cls: 2.7946, loss: 2.7946, grad_norm: 1.2825, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3592, loss/aux0: 2.3592 2020-10-18 18:12:27,935 - mmaction - INFO - Epoch [33][340/396] lr: 2.886e-01, eta: 1 day, 20:16:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3466, top5_acc: 0.6211, loss_cls: 2.7739, loss: 2.7739, grad_norm: 1.2770, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3622, loss/aux0: 2.3622 2020-10-18 18:12:28,888 - mmaction - INFO - Epoch [33][340/396] lr: 2.886e-01, eta: 1 day, 20:18:53, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3466, top5_acc: 0.6211, loss_cls: 2.7739, loss: 2.7739, grad_norm: 1.2796, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3664, loss/aux0: 2.3664 2020-10-18 18:13:05,450 - mmaction - INFO - Epoch [33][360/396] lr: 2.886e-01, eta: 1 day, 20:16:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6224, loss_cls: 2.7400, loss: 2.7400, grad_norm: 1.2701, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3494, loss/aux0: 2.3494 2020-10-18 18:13:06,406 - mmaction - INFO - Epoch [33][360/396] lr: 2.886e-01, eta: 1 day, 20:18:27, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6224, loss_cls: 2.7400, loss: 2.7400, grad_norm: 1.2756, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3561, loss/aux0: 2.3561 2020-10-18 18:13:43,225 - mmaction - INFO - Epoch [33][380/396] lr: 2.886e-01, eta: 1 day, 20:15:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6229, loss_cls: 2.7734, loss: 2.7734, grad_norm: 1.2849, top1_acc/aux0: 0.4185, top5_acc/aux0: 0.6951, loss_cls/aux0: 2.4452, loss/aux0: 2.4452 2020-10-18 18:13:44,212 - mmaction - INFO - Epoch [33][380/396] lr: 2.886e-01, eta: 1 day, 20:18:01, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6229, loss_cls: 2.7734, loss: 2.7734, grad_norm: 1.2818, top1_acc/aux0: 0.4188, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4356, loss/aux0: 2.4356 2020-10-18 18:18:14,113 - mmaction - INFO - Epoch [34][20/396] lr: 2.879e-01, eta: 1 day, 20:11:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6224, loss_cls: 2.7833, loss: 2.7833, grad_norm: 1.2846, top1_acc/aux0: 0.4296, top5_acc/aux0: 0.6976, loss_cls/aux0: 2.4055, loss/aux0: 2.4055 2020-10-18 18:18:15,067 - mmaction - INFO - Epoch [34][20/396] lr: 2.879e-01, eta: 1 day, 20:13:51, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6224, loss_cls: 2.7833, loss: 2.7833, grad_norm: 1.2886, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6964, loss_cls/aux0: 2.4089, loss/aux0: 2.4089 2020-10-18 18:18:51,603 - mmaction - INFO - Epoch [34][40/396] lr: 2.879e-01, eta: 1 day, 20:11:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3453, top5_acc: 0.6234, loss_cls: 2.7791, loss: 2.7791, grad_norm: 1.2627, top1_acc/aux0: 0.4219, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.4059, loss/aux0: 2.4059 2020-10-18 18:18:52,550 - mmaction - INFO - Epoch [34][40/396] lr: 2.879e-01, eta: 1 day, 20:13:26, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3453, top5_acc: 0.6234, loss_cls: 2.7791, loss: 2.7791, grad_norm: 1.2606, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3899, loss/aux0: 2.3899 2020-10-18 18:19:29,013 - mmaction - INFO - Epoch [34][60/396] lr: 2.879e-01, eta: 1 day, 20:10:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6307, loss_cls: 2.7343, loss: 2.7343, grad_norm: 1.2561, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3505, loss/aux0: 2.3505 2020-10-18 18:19:30,010 - mmaction - INFO - Epoch [34][60/396] lr: 2.879e-01, eta: 1 day, 20:12:59, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6307, loss_cls: 2.7343, loss: 2.7343, grad_norm: 1.2573, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3629, loss/aux0: 2.3629 2020-10-18 18:20:06,653 - mmaction - INFO - Epoch [34][80/396] lr: 2.879e-01, eta: 1 day, 20:10:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6380, loss_cls: 2.7147, loss: 2.7147, grad_norm: 1.2876, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.3430, loss/aux0: 2.3430 2020-10-18 18:20:07,613 - mmaction - INFO - Epoch [34][80/396] lr: 2.879e-01, eta: 1 day, 20:12:34, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6380, loss_cls: 2.7147, loss: 2.7147, grad_norm: 1.2851, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3407, loss/aux0: 2.3407 2020-10-18 18:20:44,023 - mmaction - INFO - Epoch [34][100/396] lr: 2.879e-01, eta: 1 day, 20:10:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6234, loss_cls: 2.7702, loss: 2.7702, grad_norm: 1.2775, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.3649, loss/aux0: 2.3649 2020-10-18 18:20:44,989 - mmaction - INFO - Epoch [34][100/396] lr: 2.879e-01, eta: 1 day, 20:12:06, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6234, loss_cls: 2.7702, loss: 2.7702, grad_norm: 1.2765, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3641, loss/aux0: 2.3641 2020-10-18 18:21:21,710 - mmaction - INFO - Epoch [34][120/396] lr: 2.879e-01, eta: 1 day, 20:09:35, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6378, loss_cls: 2.7050, loss: 2.7050, grad_norm: 1.2666, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3803, loss/aux0: 2.3803 2020-10-18 18:21:22,671 - mmaction - INFO - Epoch [34][120/396] lr: 2.879e-01, eta: 1 day, 20:11:41, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6378, loss_cls: 2.7050, loss: 2.7050, grad_norm: 1.2747, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.3813, loss/aux0: 2.3813 2020-10-18 18:21:59,473 - mmaction - INFO - Epoch [34][140/396] lr: 2.879e-01, eta: 1 day, 20:09:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3581, top5_acc: 0.6346, loss_cls: 2.7231, loss: 2.7231, grad_norm: 1.2876, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7138, loss_cls/aux0: 2.3370, loss/aux0: 2.3370 2020-10-18 18:22:00,462 - mmaction - INFO - Epoch [34][140/396] lr: 2.879e-01, eta: 1 day, 20:11:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3581, top5_acc: 0.6346, loss_cls: 2.7231, loss: 2.7231, grad_norm: 1.2797, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.3207, loss/aux0: 2.3207 2020-10-18 18:22:36,907 - mmaction - INFO - Epoch [34][160/396] lr: 2.879e-01, eta: 1 day, 20:08:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6172, loss_cls: 2.8133, loss: 2.8133, grad_norm: 1.2574, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.6990, loss_cls/aux0: 2.4061, loss/aux0: 2.4061 2020-10-18 18:22:37,880 - mmaction - INFO - Epoch [34][160/396] lr: 2.879e-01, eta: 1 day, 20:10:48, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3430, top5_acc: 0.6172, loss_cls: 2.8133, loss: 2.8133, grad_norm: 1.2565, top1_acc/aux0: 0.4185, top5_acc/aux0: 0.6969, loss_cls/aux0: 2.4246, loss/aux0: 2.4246 2020-10-18 18:23:14,579 - mmaction - INFO - Epoch [34][180/396] lr: 2.879e-01, eta: 1 day, 20:08:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6208, loss_cls: 2.7826, loss: 2.7826, grad_norm: 1.2942, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3787, loss/aux0: 2.3787 2020-10-18 18:23:15,549 - mmaction - INFO - Epoch [34][180/396] lr: 2.879e-01, eta: 1 day, 20:10:22, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3497, top5_acc: 0.6208, loss_cls: 2.7826, loss: 2.7826, grad_norm: 1.2972, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3809, loss/aux0: 2.3809 2020-10-18 18:23:52,195 - mmaction - INFO - Epoch [34][200/396] lr: 2.879e-01, eta: 1 day, 20:07:51, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3362, top5_acc: 0.6294, loss_cls: 2.7667, loss: 2.7667, grad_norm: 1.2604, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3545, loss/aux0: 2.3545 2020-10-18 18:23:53,169 - mmaction - INFO - Epoch [34][200/396] lr: 2.879e-01, eta: 1 day, 20:09:56, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3362, top5_acc: 0.6294, loss_cls: 2.7667, loss: 2.7667, grad_norm: 1.2612, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3452, loss/aux0: 2.3452 2020-10-18 18:24:29,784 - mmaction - INFO - Epoch [34][220/396] lr: 2.879e-01, eta: 1 day, 20:07:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6281, loss_cls: 2.7306, loss: 2.7306, grad_norm: 1.3108, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3523, loss/aux0: 2.3523 2020-10-18 18:24:30,737 - mmaction - INFO - Epoch [34][220/396] lr: 2.879e-01, eta: 1 day, 20:09:30, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6281, loss_cls: 2.7306, loss: 2.7306, grad_norm: 1.3157, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3552, loss/aux0: 2.3552 2020-10-18 18:25:07,324 - mmaction - INFO - Epoch [34][240/396] lr: 2.879e-01, eta: 1 day, 20:06:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6331, loss_cls: 2.7227, loss: 2.7227, grad_norm: 1.2672, top1_acc/aux0: 0.4180, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4073, loss/aux0: 2.4073 2020-10-18 18:25:08,288 - mmaction - INFO - Epoch [34][240/396] lr: 2.879e-01, eta: 1 day, 20:09:04, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6331, loss_cls: 2.7227, loss: 2.7227, grad_norm: 1.2591, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.7021, loss_cls/aux0: 2.3989, loss/aux0: 2.3989 2020-10-18 18:25:45,008 - mmaction - INFO - Epoch [34][260/396] lr: 2.879e-01, eta: 1 day, 20:06:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6313, loss_cls: 2.7209, loss: 2.7209, grad_norm: 1.2643, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.3050, loss/aux0: 2.3050 2020-10-18 18:25:46,005 - mmaction - INFO - Epoch [34][260/396] lr: 2.879e-01, eta: 1 day, 20:08:38, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6313, loss_cls: 2.7209, loss: 2.7209, grad_norm: 1.2712, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.3202, loss/aux0: 2.3202 2020-10-18 18:26:22,723 - mmaction - INFO - Epoch [34][280/396] lr: 2.879e-01, eta: 1 day, 20:06:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3549, top5_acc: 0.6229, loss_cls: 2.7359, loss: 2.7359, grad_norm: 1.2871, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.3209, loss/aux0: 2.3209 2020-10-18 18:26:23,680 - mmaction - INFO - Epoch [34][280/396] lr: 2.879e-01, eta: 1 day, 20:08:12, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3549, top5_acc: 0.6229, loss_cls: 2.7359, loss: 2.7359, grad_norm: 1.2964, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7187, loss_cls/aux0: 2.3226, loss/aux0: 2.3226 2020-10-18 18:27:00,410 - mmaction - INFO - Epoch [34][300/396] lr: 2.879e-01, eta: 1 day, 20:05:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6224, loss_cls: 2.7324, loss: 2.7324, grad_norm: 1.3092, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3039, loss/aux0: 2.3039 2020-10-18 18:27:01,337 - mmaction - INFO - Epoch [34][300/396] lr: 2.879e-01, eta: 1 day, 20:07:46, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6224, loss_cls: 2.7324, loss: 2.7324, grad_norm: 1.3086, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3081, loss/aux0: 2.3081 2020-10-18 18:27:37,948 - mmaction - INFO - Epoch [34][320/396] lr: 2.879e-01, eta: 1 day, 20:05:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6221, loss_cls: 2.7595, loss: 2.7595, grad_norm: 1.2946, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7081, loss_cls/aux0: 2.3517, loss/aux0: 2.3517 2020-10-18 18:27:38,962 - mmaction - INFO - Epoch [34][320/396] lr: 2.879e-01, eta: 1 day, 20:07:20, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6221, loss_cls: 2.7595, loss: 2.7595, grad_norm: 1.2911, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3312, loss/aux0: 2.3312 2020-10-18 18:28:15,528 - mmaction - INFO - Epoch [34][340/396] lr: 2.879e-01, eta: 1 day, 20:04:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3482, top5_acc: 0.6331, loss_cls: 2.7573, loss: 2.7573, grad_norm: 1.2954, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3126, loss/aux0: 2.3126 2020-10-18 18:28:16,485 - mmaction - INFO - Epoch [34][340/396] lr: 2.879e-01, eta: 1 day, 20:06:54, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3482, top5_acc: 0.6331, loss_cls: 2.7573, loss: 2.7573, grad_norm: 1.2956, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3231, loss/aux0: 2.3231 2020-10-18 18:28:52,958 - mmaction - INFO - Epoch [34][360/396] lr: 2.879e-01, eta: 1 day, 20:04:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6354, loss_cls: 2.7355, loss: 2.7355, grad_norm: 1.3187, top1_acc/aux0: 0.4333, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.3368, loss/aux0: 2.3368 2020-10-18 18:28:53,875 - mmaction - INFO - Epoch [34][360/396] lr: 2.879e-01, eta: 1 day, 20:06:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3523, top5_acc: 0.6354, loss_cls: 2.7355, loss: 2.7355, grad_norm: 1.3206, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.3446, loss/aux0: 2.3446 2020-10-18 18:29:30,456 - mmaction - INFO - Epoch [34][380/396] lr: 2.879e-01, eta: 1 day, 20:03:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6198, loss_cls: 2.7691, loss: 2.7691, grad_norm: 1.2592, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3332, loss/aux0: 2.3332 2020-10-18 18:29:31,417 - mmaction - INFO - Epoch [34][380/396] lr: 2.879e-01, eta: 1 day, 20:05:59, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6198, loss_cls: 2.7691, loss: 2.7691, grad_norm: 1.2546, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7190, loss_cls/aux0: 2.3187, loss/aux0: 2.3187 2020-10-18 18:33:58,891 - mmaction - INFO - Epoch [35][20/396] lr: 2.871e-01, eta: 1 day, 19:59:51, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6365, loss_cls: 2.7048, loss: 2.7048, grad_norm: 1.3064, top1_acc/aux0: 0.4224, top5_acc/aux0: 0.6913, loss_cls/aux0: 2.3879, loss/aux0: 2.3879 2020-10-18 18:33:59,846 - mmaction - INFO - Epoch [35][20/396] lr: 2.871e-01, eta: 1 day, 20:01:52, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6365, loss_cls: 2.7048, loss: 2.7048, grad_norm: 1.2988, top1_acc/aux0: 0.4242, top5_acc/aux0: 0.6914, loss_cls/aux0: 2.3864, loss/aux0: 2.3864 2020-10-18 18:34:36,279 - mmaction - INFO - Epoch [35][40/396] lr: 2.871e-01, eta: 1 day, 19:59:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3549, top5_acc: 0.6211, loss_cls: 2.7821, loss: 2.7821, grad_norm: 1.2946, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3665, loss/aux0: 2.3665 2020-10-18 18:34:37,208 - mmaction - INFO - Epoch [35][40/396] lr: 2.871e-01, eta: 1 day, 20:01:24, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3549, top5_acc: 0.6211, loss_cls: 2.7821, loss: 2.7821, grad_norm: 1.2956, top1_acc/aux0: 0.4339, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3694, loss/aux0: 2.3694 2020-10-18 18:35:13,775 - mmaction - INFO - Epoch [35][60/396] lr: 2.871e-01, eta: 1 day, 19:58:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6258, loss_cls: 2.7308, loss: 2.7308, grad_norm: 1.2805, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.3803, loss/aux0: 2.3803 2020-10-18 18:35:14,745 - mmaction - INFO - Epoch [35][60/396] lr: 2.871e-01, eta: 1 day, 20:00:58, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6258, loss_cls: 2.7308, loss: 2.7308, grad_norm: 1.2911, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3853, loss/aux0: 2.3853 2020-10-18 18:35:51,285 - mmaction - INFO - Epoch [35][80/396] lr: 2.871e-01, eta: 1 day, 19:58:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6245, loss_cls: 2.7673, loss: 2.7673, grad_norm: 1.2649, top1_acc/aux0: 0.4362, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3802, loss/aux0: 2.3802 2020-10-18 18:35:52,260 - mmaction - INFO - Epoch [35][80/396] lr: 2.871e-01, eta: 1 day, 20:00:32, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6245, loss_cls: 2.7673, loss: 2.7673, grad_norm: 1.2693, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3682, loss/aux0: 2.3682 2020-10-18 18:36:28,821 - mmaction - INFO - Epoch [35][100/396] lr: 2.871e-01, eta: 1 day, 19:58:03, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3518, top5_acc: 0.6357, loss_cls: 2.7224, loss: 2.7224, grad_norm: 1.2837, top1_acc/aux0: 0.4331, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3748, loss/aux0: 2.3748 2020-10-18 18:36:29,821 - mmaction - INFO - Epoch [35][100/396] lr: 2.871e-01, eta: 1 day, 20:00:05, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.3518, top5_acc: 0.6357, loss_cls: 2.7224, loss: 2.7224, grad_norm: 1.2826, top1_acc/aux0: 0.4323, top5_acc/aux0: 0.7049, loss_cls/aux0: 2.3825, loss/aux0: 2.3825 2020-10-18 18:37:06,392 - mmaction - INFO - Epoch [35][120/396] lr: 2.871e-01, eta: 1 day, 19:57:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6396, loss_cls: 2.7126, loss: 2.7126, grad_norm: 1.2917, top1_acc/aux0: 0.4227, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3656, loss/aux0: 2.3656 2020-10-18 18:37:07,420 - mmaction - INFO - Epoch [35][120/396] lr: 2.871e-01, eta: 1 day, 19:59:38, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6396, loss_cls: 2.7126, loss: 2.7126, grad_norm: 1.2928, top1_acc/aux0: 0.4240, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3502, loss/aux0: 2.3502 2020-10-18 18:37:43,952 - mmaction - INFO - Epoch [35][140/396] lr: 2.871e-01, eta: 1 day, 19:57:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6331, loss_cls: 2.7443, loss: 2.7443, grad_norm: 1.2745, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3446, loss/aux0: 2.3446 2020-10-18 18:37:44,922 - mmaction - INFO - Epoch [35][140/396] lr: 2.871e-01, eta: 1 day, 19:59:11, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6331, loss_cls: 2.7443, loss: 2.7443, grad_norm: 1.2786, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7081, loss_cls/aux0: 2.3590, loss/aux0: 2.3590 2020-10-18 18:38:21,558 - mmaction - INFO - Epoch [35][160/396] lr: 2.871e-01, eta: 1 day, 19:56:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6229, loss_cls: 2.7923, loss: 2.7923, grad_norm: 1.2887, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3670, loss/aux0: 2.3670 2020-10-18 18:38:22,508 - mmaction - INFO - Epoch [35][160/396] lr: 2.871e-01, eta: 1 day, 19:58:45, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6229, loss_cls: 2.7923, loss: 2.7923, grad_norm: 1.2843, top1_acc/aux0: 0.4346, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.3522, loss/aux0: 2.3522 2020-10-18 18:38:59,093 - mmaction - INFO - Epoch [35][180/396] lr: 2.871e-01, eta: 1 day, 19:56:18, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6159, loss_cls: 2.7679, loss: 2.7679, grad_norm: 1.3078, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3697, loss/aux0: 2.3697 2020-10-18 18:39:00,053 - mmaction - INFO - Epoch [35][180/396] lr: 2.871e-01, eta: 1 day, 19:58:19, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3513, top5_acc: 0.6159, loss_cls: 2.7679, loss: 2.7679, grad_norm: 1.3044, top1_acc/aux0: 0.4281, top5_acc/aux0: 0.7065, loss_cls/aux0: 2.3805, loss/aux0: 2.3805 2020-10-18 18:39:36,588 - mmaction - INFO - Epoch [35][200/396] lr: 2.871e-01, eta: 1 day, 19:55:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6359, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2954, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7003, loss_cls/aux0: 2.3859, loss/aux0: 2.3859 2020-10-18 18:39:37,551 - mmaction - INFO - Epoch [35][200/396] lr: 2.871e-01, eta: 1 day, 19:57:52, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6359, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2907, top1_acc/aux0: 0.4349, top5_acc/aux0: 0.7026, loss_cls/aux0: 2.3911, loss/aux0: 2.3911 2020-10-18 18:40:14,172 - mmaction - INFO - Epoch [35][220/396] lr: 2.871e-01, eta: 1 day, 19:55:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6211, loss_cls: 2.7462, loss: 2.7462, grad_norm: 1.2856, top1_acc/aux0: 0.4294, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.4141, loss/aux0: 2.4141 2020-10-18 18:40:15,182 - mmaction - INFO - Epoch [35][220/396] lr: 2.871e-01, eta: 1 day, 19:57:26, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6211, loss_cls: 2.7462, loss: 2.7462, grad_norm: 1.2884, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.6979, loss_cls/aux0: 2.4099, loss/aux0: 2.4099 2020-10-18 18:40:51,834 - mmaction - INFO - Epoch [35][240/396] lr: 2.871e-01, eta: 1 day, 19:54:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6187, loss_cls: 2.7883, loss: 2.7883, grad_norm: 1.3389, top1_acc/aux0: 0.4237, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.4020, loss/aux0: 2.4020 2020-10-18 18:40:52,774 - mmaction - INFO - Epoch [35][240/396] lr: 2.871e-01, eta: 1 day, 19:56:59, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3448, top5_acc: 0.6187, loss_cls: 2.7883, loss: 2.7883, grad_norm: 1.3352, top1_acc/aux0: 0.4229, top5_acc/aux0: 0.7034, loss_cls/aux0: 2.4008, loss/aux0: 2.4008 2020-10-18 18:41:29,334 - mmaction - INFO - Epoch [35][260/396] lr: 2.871e-01, eta: 1 day, 19:54:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3383, top5_acc: 0.6115, loss_cls: 2.8253, loss: 2.8253, grad_norm: 1.2773, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3687, loss/aux0: 2.3687 2020-10-18 18:41:30,306 - mmaction - INFO - Epoch [35][260/396] lr: 2.871e-01, eta: 1 day, 19:56:32, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3383, top5_acc: 0.6115, loss_cls: 2.8253, loss: 2.8253, grad_norm: 1.2862, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3754, loss/aux0: 2.3754 2020-10-18 18:42:06,868 - mmaction - INFO - Epoch [35][280/396] lr: 2.871e-01, eta: 1 day, 19:54:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6388, loss_cls: 2.6621, loss: 2.6621, grad_norm: 1.2934, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7117, loss_cls/aux0: 2.3404, loss/aux0: 2.3404 2020-10-18 18:42:07,830 - mmaction - INFO - Epoch [35][280/396] lr: 2.871e-01, eta: 1 day, 19:56:05, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6388, loss_cls: 2.6621, loss: 2.6621, grad_norm: 1.2988, top1_acc/aux0: 0.4385, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3337, loss/aux0: 2.3337 2020-10-18 18:42:44,424 - mmaction - INFO - Epoch [35][300/396] lr: 2.871e-01, eta: 1 day, 19:53:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6268, loss_cls: 2.7448, loss: 2.7448, grad_norm: 1.2908, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.3537, loss/aux0: 2.3537 2020-10-18 18:42:45,393 - mmaction - INFO - Epoch [35][300/396] lr: 2.871e-01, eta: 1 day, 19:55:38, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6268, loss_cls: 2.7448, loss: 2.7448, grad_norm: 1.2948, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3639, loss/aux0: 2.3639 2020-10-18 18:43:22,036 - mmaction - INFO - Epoch [35][320/396] lr: 2.871e-01, eta: 1 day, 19:53:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6227, loss_cls: 2.7641, loss: 2.7641, grad_norm: 1.2711, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.2981, loss/aux0: 2.2981 2020-10-18 18:43:23,035 - mmaction - INFO - Epoch [35][320/396] lr: 2.871e-01, eta: 1 day, 19:55:12, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6227, loss_cls: 2.7641, loss: 2.7641, grad_norm: 1.2751, top1_acc/aux0: 0.4565, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.2909, loss/aux0: 2.2909 2020-10-18 18:43:59,670 - mmaction - INFO - Epoch [35][340/396] lr: 2.871e-01, eta: 1 day, 19:52:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6263, loss_cls: 2.7234, loss: 2.7234, grad_norm: 1.3004, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.2881, loss/aux0: 2.2881 2020-10-18 18:44:00,655 - mmaction - INFO - Epoch [35][340/396] lr: 2.871e-01, eta: 1 day, 19:54:45, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6263, loss_cls: 2.7234, loss: 2.7234, grad_norm: 1.3040, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.2942, loss/aux0: 2.2942 2020-10-18 18:44:37,152 - mmaction - INFO - Epoch [35][360/396] lr: 2.871e-01, eta: 1 day, 19:52:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3474, top5_acc: 0.6154, loss_cls: 2.8116, loss: 2.8116, grad_norm: 1.2499, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7057, loss_cls/aux0: 2.3645, loss/aux0: 2.3645 2020-10-18 18:44:38,112 - mmaction - INFO - Epoch [35][360/396] lr: 2.871e-01, eta: 1 day, 19:54:17, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3474, top5_acc: 0.6154, loss_cls: 2.8116, loss: 2.8116, grad_norm: 1.2659, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.3673, loss/aux0: 2.3673 2020-10-18 18:45:14,720 - mmaction - INFO - Epoch [35][380/396] lr: 2.871e-01, eta: 1 day, 19:51:51, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6320, loss_cls: 2.7100, loss: 2.7100, grad_norm: 1.3060, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.3062, loss/aux0: 2.3062 2020-10-18 18:45:15,696 - mmaction - INFO - Epoch [35][380/396] lr: 2.871e-01, eta: 1 day, 19:53:51, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6320, loss_cls: 2.7100, loss: 2.7100, grad_norm: 1.3060, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.3050, loss/aux0: 2.3050 2020-10-18 18:49:42,606 - mmaction - INFO - Epoch [36][20/396] lr: 2.864e-01, eta: 1 day, 19:47:53, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6229, loss_cls: 2.7498, loss: 2.7498, grad_norm: 1.3186, top1_acc/aux0: 0.4402, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3575, loss/aux0: 2.3575 2020-10-18 18:49:43,558 - mmaction - INFO - Epoch [36][20/396] lr: 2.864e-01, eta: 1 day, 19:49:50, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.3510, top5_acc: 0.6229, loss_cls: 2.7498, loss: 2.7498, grad_norm: 1.3213, top1_acc/aux0: 0.4378, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3662, loss/aux0: 2.3662 2020-10-18 18:50:19,960 - mmaction - INFO - Epoch [36][40/396] lr: 2.864e-01, eta: 1 day, 19:47:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6297, loss_cls: 2.7133, loss: 2.7133, grad_norm: 1.2936, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2994, loss/aux0: 2.2994 2020-10-18 18:50:20,934 - mmaction - INFO - Epoch [36][40/396] lr: 2.864e-01, eta: 1 day, 19:49:22, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6297, loss_cls: 2.7133, loss: 2.7133, grad_norm: 1.2964, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2879, loss/aux0: 2.2879 2020-10-18 18:50:57,374 - mmaction - INFO - Epoch [36][60/396] lr: 2.864e-01, eta: 1 day, 19:46:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6268, loss_cls: 2.7733, loss: 2.7733, grad_norm: 1.3070, top1_acc/aux0: 0.4404, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3432, loss/aux0: 2.3432 2020-10-18 18:50:58,338 - mmaction - INFO - Epoch [36][60/396] lr: 2.864e-01, eta: 1 day, 19:48:55, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3422, top5_acc: 0.6268, loss_cls: 2.7733, loss: 2.7733, grad_norm: 1.2978, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3347, loss/aux0: 2.3347 2020-10-18 18:51:34,879 - mmaction - INFO - Epoch [36][80/396] lr: 2.864e-01, eta: 1 day, 19:46:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6198, loss_cls: 2.7704, loss: 2.7704, grad_norm: 1.3018, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2891, loss/aux0: 2.2891 2020-10-18 18:51:35,816 - mmaction - INFO - Epoch [36][80/396] lr: 2.864e-01, eta: 1 day, 19:48:27, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3464, top5_acc: 0.6198, loss_cls: 2.7704, loss: 2.7704, grad_norm: 1.3061, top1_acc/aux0: 0.4383, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.3153, loss/aux0: 2.3153 2020-10-18 18:52:12,283 - mmaction - INFO - Epoch [36][100/396] lr: 2.864e-01, eta: 1 day, 19:46:02, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6117, loss_cls: 2.7959, loss: 2.7959, grad_norm: 1.2699, top1_acc/aux0: 0.4250, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3958, loss/aux0: 2.3958 2020-10-18 18:52:13,258 - mmaction - INFO - Epoch [36][100/396] lr: 2.864e-01, eta: 1 day, 19:47:59, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6117, loss_cls: 2.7959, loss: 2.7959, grad_norm: 1.2737, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.3783, loss/aux0: 2.3783 2020-10-18 18:52:49,788 - mmaction - INFO - Epoch [36][120/396] lr: 2.864e-01, eta: 1 day, 19:45:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6240, loss_cls: 2.7573, loss: 2.7573, grad_norm: 1.2710, top1_acc/aux0: 0.4451, top5_acc/aux0: 0.7042, loss_cls/aux0: 2.3428, loss/aux0: 2.3428 2020-10-18 18:52:50,721 - mmaction - INFO - Epoch [36][120/396] lr: 2.864e-01, eta: 1 day, 19:47:31, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6240, loss_cls: 2.7573, loss: 2.7573, grad_norm: 1.2700, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3501, loss/aux0: 2.3501 2020-10-18 18:53:27,260 - mmaction - INFO - Epoch [36][140/396] lr: 2.864e-01, eta: 1 day, 19:45:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6388, loss_cls: 2.7104, loss: 2.7104, grad_norm: 1.2988, top1_acc/aux0: 0.4352, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3889, loss/aux0: 2.3889 2020-10-18 18:53:28,206 - mmaction - INFO - Epoch [36][140/396] lr: 2.864e-01, eta: 1 day, 19:47:04, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6388, loss_cls: 2.7104, loss: 2.7104, grad_norm: 1.3038, top1_acc/aux0: 0.4315, top5_acc/aux0: 0.6987, loss_cls/aux0: 2.3989, loss/aux0: 2.3989 2020-10-18 18:54:04,793 - mmaction - INFO - Epoch [36][160/396] lr: 2.864e-01, eta: 1 day, 19:44:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6359, loss_cls: 2.7118, loss: 2.7118, grad_norm: 1.2963, top1_acc/aux0: 0.4195, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3702, loss/aux0: 2.3702 2020-10-18 18:54:05,764 - mmaction - INFO - Epoch [36][160/396] lr: 2.864e-01, eta: 1 day, 19:46:36, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6359, loss_cls: 2.7118, loss: 2.7118, grad_norm: 1.3032, top1_acc/aux0: 0.4221, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3649, loss/aux0: 2.3649 2020-10-18 18:54:42,452 - mmaction - INFO - Epoch [36][180/396] lr: 2.864e-01, eta: 1 day, 19:44:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6357, loss_cls: 2.7068, loss: 2.7068, grad_norm: 1.2940, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3628, loss/aux0: 2.3628 2020-10-18 18:54:43,414 - mmaction - INFO - Epoch [36][180/396] lr: 2.864e-01, eta: 1 day, 19:46:10, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6357, loss_cls: 2.7068, loss: 2.7068, grad_norm: 1.2976, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7138, loss_cls/aux0: 2.3577, loss/aux0: 2.3577 2020-10-18 18:55:20,109 - mmaction - INFO - Epoch [36][200/396] lr: 2.864e-01, eta: 1 day, 19:43:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3518, top5_acc: 0.6307, loss_cls: 2.7440, loss: 2.7440, grad_norm: 1.2733, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.7010, loss_cls/aux0: 2.3931, loss/aux0: 2.3931 2020-10-18 18:55:21,077 - mmaction - INFO - Epoch [36][200/396] lr: 2.864e-01, eta: 1 day, 19:45:44, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3518, top5_acc: 0.6307, loss_cls: 2.7440, loss: 2.7440, grad_norm: 1.2742, top1_acc/aux0: 0.4253, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3895, loss/aux0: 2.3895 2020-10-18 18:55:57,633 - mmaction - INFO - Epoch [36][220/396] lr: 2.864e-01, eta: 1 day, 19:43:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6159, loss_cls: 2.7543, loss: 2.7543, grad_norm: 1.2988, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2722, loss/aux0: 2.2722 2020-10-18 18:55:58,581 - mmaction - INFO - Epoch [36][220/396] lr: 2.864e-01, eta: 1 day, 19:45:16, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6159, loss_cls: 2.7543, loss: 2.7543, grad_norm: 1.2986, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2672, loss/aux0: 2.2672 2020-10-18 18:56:35,109 - mmaction - INFO - Epoch [36][240/396] lr: 2.864e-01, eta: 1 day, 19:42:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6310, loss_cls: 2.7182, loss: 2.7182, grad_norm: 1.2770, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.7008, loss_cls/aux0: 2.3959, loss/aux0: 2.3959 2020-10-18 18:56:36,070 - mmaction - INFO - Epoch [36][240/396] lr: 2.864e-01, eta: 1 day, 19:44:49, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6310, loss_cls: 2.7182, loss: 2.7182, grad_norm: 1.2797, top1_acc/aux0: 0.4299, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3966, loss/aux0: 2.3966 2020-10-18 18:57:12,766 - mmaction - INFO - Epoch [36][260/396] lr: 2.864e-01, eta: 1 day, 19:42:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6276, loss_cls: 2.7670, loss: 2.7670, grad_norm: 1.2794, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.3044, loss/aux0: 2.3044 2020-10-18 18:57:13,735 - mmaction - INFO - Epoch [36][260/396] lr: 2.864e-01, eta: 1 day, 19:44:23, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3552, top5_acc: 0.6276, loss_cls: 2.7670, loss: 2.7670, grad_norm: 1.2869, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.3137, loss/aux0: 2.3137 2020-10-18 18:57:50,357 - mmaction - INFO - Epoch [36][280/396] lr: 2.864e-01, eta: 1 day, 19:42:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6242, loss_cls: 2.7253, loss: 2.7253, grad_norm: 1.2815, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2925, loss/aux0: 2.2925 2020-10-18 18:57:51,313 - mmaction - INFO - Epoch [36][280/396] lr: 2.864e-01, eta: 1 day, 19:43:57, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6242, loss_cls: 2.7253, loss: 2.7253, grad_norm: 1.2829, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2848, loss/aux0: 2.2848 2020-10-18 18:58:27,963 - mmaction - INFO - Epoch [36][300/396] lr: 2.864e-01, eta: 1 day, 19:41:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6279, loss_cls: 2.7372, loss: 2.7372, grad_norm: 1.2419, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3199, loss/aux0: 2.3199 2020-10-18 18:58:28,910 - mmaction - INFO - Epoch [36][300/396] lr: 2.864e-01, eta: 1 day, 19:43:30, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3477, top5_acc: 0.6279, loss_cls: 2.7372, loss: 2.7372, grad_norm: 1.2489, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.3232, loss/aux0: 2.3232 2020-10-18 18:59:05,455 - mmaction - INFO - Epoch [36][320/396] lr: 2.864e-01, eta: 1 day, 19:41:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6154, loss_cls: 2.7942, loss: 2.7942, grad_norm: 1.2762, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.2931, loss/aux0: 2.2931 2020-10-18 18:59:06,411 - mmaction - INFO - Epoch [36][320/396] lr: 2.864e-01, eta: 1 day, 19:43:02, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6154, loss_cls: 2.7942, loss: 2.7942, grad_norm: 1.2753, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2898, loss/aux0: 2.2898 2020-10-18 18:59:43,089 - mmaction - INFO - Epoch [36][340/396] lr: 2.864e-01, eta: 1 day, 19:40:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6380, loss_cls: 2.7199, loss: 2.7199, grad_norm: 1.2728, top1_acc/aux0: 0.4453, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.3213, loss/aux0: 2.3213 2020-10-18 18:59:44,084 - mmaction - INFO - Epoch [36][340/396] lr: 2.864e-01, eta: 1 day, 19:42:35, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6380, loss_cls: 2.7199, loss: 2.7199, grad_norm: 1.2671, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.3187, loss/aux0: 2.3187 2020-10-18 19:00:20,726 - mmaction - INFO - Epoch [36][360/396] lr: 2.864e-01, eta: 1 day, 19:40:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6201, loss_cls: 2.7609, loss: 2.7609, grad_norm: 1.3170, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3285, loss/aux0: 2.3285 2020-10-18 19:00:21,692 - mmaction - INFO - Epoch [36][360/396] lr: 2.864e-01, eta: 1 day, 19:42:08, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3484, top5_acc: 0.6201, loss_cls: 2.7609, loss: 2.7609, grad_norm: 1.3269, top1_acc/aux0: 0.4401, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3364, loss/aux0: 2.3364 2020-10-18 19:00:58,356 - mmaction - INFO - Epoch [36][380/396] lr: 2.864e-01, eta: 1 day, 19:39:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6344, loss_cls: 2.7306, loss: 2.7306, grad_norm: 1.3167, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3829, loss/aux0: 2.3829 2020-10-18 19:00:59,323 - mmaction - INFO - Epoch [36][380/396] lr: 2.864e-01, eta: 1 day, 19:41:41, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6344, loss_cls: 2.7306, loss: 2.7306, grad_norm: 1.3158, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3726, loss/aux0: 2.3726 2020-10-18 19:05:29,662 - mmaction - INFO - Epoch [37][20/396] lr: 2.856e-01, eta: 1 day, 19:35:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3474, top5_acc: 0.6180, loss_cls: 2.7872, loss: 2.7872, grad_norm: 1.2575, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.3316, loss/aux0: 2.3316 2020-10-18 19:05:30,616 - mmaction - INFO - Epoch [37][20/396] lr: 2.856e-01, eta: 1 day, 19:37:48, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3474, top5_acc: 0.6180, loss_cls: 2.7872, loss: 2.7872, grad_norm: 1.2707, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3454, loss/aux0: 2.3454 2020-10-18 19:06:07,170 - mmaction - INFO - Epoch [37][40/396] lr: 2.856e-01, eta: 1 day, 19:35:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6346, loss_cls: 2.7087, loss: 2.7087, grad_norm: 1.2888, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.3192, loss/aux0: 2.3192 2020-10-18 19:06:08,164 - mmaction - INFO - Epoch [37][40/396] lr: 2.856e-01, eta: 1 day, 19:37:21, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6346, loss_cls: 2.7087, loss: 2.7087, grad_norm: 1.2909, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.3072, loss/aux0: 2.3072 2020-10-18 19:06:44,634 - mmaction - INFO - Epoch [37][60/396] lr: 2.856e-01, eta: 1 day, 19:34:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6326, loss_cls: 2.6847, loss: 2.6847, grad_norm: 1.2776, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3259, loss/aux0: 2.3259 2020-10-18 19:06:45,625 - mmaction - INFO - Epoch [37][60/396] lr: 2.856e-01, eta: 1 day, 19:36:53, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6326, loss_cls: 2.6847, loss: 2.6847, grad_norm: 1.2726, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3139, loss/aux0: 2.3139 2020-10-18 19:07:22,121 - mmaction - INFO - Epoch [37][80/396] lr: 2.856e-01, eta: 1 day, 19:34:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6281, loss_cls: 2.7121, loss: 2.7121, grad_norm: 1.3056, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.3238, loss/aux0: 2.3238 2020-10-18 19:07:23,086 - mmaction - INFO - Epoch [37][80/396] lr: 2.856e-01, eta: 1 day, 19:36:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6281, loss_cls: 2.7121, loss: 2.7121, grad_norm: 1.3087, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3255, loss/aux0: 2.3255 2020-10-18 19:07:59,508 - mmaction - INFO - Epoch [37][100/396] lr: 2.856e-01, eta: 1 day, 19:34:04, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6391, loss_cls: 2.6692, loss: 2.6692, grad_norm: 1.3477, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.3179, loss/aux0: 2.3179 2020-10-18 19:08:00,507 - mmaction - INFO - Epoch [37][100/396] lr: 2.856e-01, eta: 1 day, 19:35:57, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6391, loss_cls: 2.6692, loss: 2.6692, grad_norm: 1.3504, top1_acc/aux0: 0.4346, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.3349, loss/aux0: 2.3349 2020-10-18 19:08:37,020 - mmaction - INFO - Epoch [37][120/396] lr: 2.856e-01, eta: 1 day, 19:33:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6268, loss_cls: 2.7128, loss: 2.7128, grad_norm: 1.2831, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7081, loss_cls/aux0: 2.3277, loss/aux0: 2.3277 2020-10-18 19:08:37,988 - mmaction - INFO - Epoch [37][120/396] lr: 2.856e-01, eta: 1 day, 19:35:30, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6268, loss_cls: 2.7128, loss: 2.7128, grad_norm: 1.2828, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3123, loss/aux0: 2.3123 2020-10-18 19:09:14,465 - mmaction - INFO - Epoch [37][140/396] lr: 2.856e-01, eta: 1 day, 19:33:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6297, loss_cls: 2.7229, loss: 2.7229, grad_norm: 1.2811, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.3002, loss/aux0: 2.3002 2020-10-18 19:09:15,419 - mmaction - INFO - Epoch [37][140/396] lr: 2.856e-01, eta: 1 day, 19:35:03, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6297, loss_cls: 2.7229, loss: 2.7229, grad_norm: 1.2769, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.3024, loss/aux0: 2.3024 2020-10-18 19:09:52,052 - mmaction - INFO - Epoch [37][160/396] lr: 2.856e-01, eta: 1 day, 19:32:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6422, loss_cls: 2.6874, loss: 2.6874, grad_norm: 1.3058, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2920, loss/aux0: 2.2920 2020-10-18 19:09:53,001 - mmaction - INFO - Epoch [37][160/396] lr: 2.856e-01, eta: 1 day, 19:34:36, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6422, loss_cls: 2.6874, loss: 2.6874, grad_norm: 1.3062, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.3004, loss/aux0: 2.3004 2020-10-18 19:10:29,679 - mmaction - INFO - Epoch [37][180/396] lr: 2.856e-01, eta: 1 day, 19:32:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6224, loss_cls: 2.7742, loss: 2.7742, grad_norm: 1.2663, top1_acc/aux0: 0.4362, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3131, loss/aux0: 2.3131 2020-10-18 19:10:30,613 - mmaction - INFO - Epoch [37][180/396] lr: 2.856e-01, eta: 1 day, 19:34:10, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6224, loss_cls: 2.7742, loss: 2.7742, grad_norm: 1.2725, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3134, loss/aux0: 2.3134 2020-10-18 19:11:07,376 - mmaction - INFO - Epoch [37][200/396] lr: 2.856e-01, eta: 1 day, 19:31:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3461, top5_acc: 0.6219, loss_cls: 2.7663, loss: 2.7663, grad_norm: 1.2823, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3164, loss/aux0: 2.3164 2020-10-18 19:11:08,351 - mmaction - INFO - Epoch [37][200/396] lr: 2.856e-01, eta: 1 day, 19:33:43, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3461, top5_acc: 0.6219, loss_cls: 2.7663, loss: 2.7663, grad_norm: 1.2780, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3121, loss/aux0: 2.3121 2020-10-18 19:11:44,921 - mmaction - INFO - Epoch [37][220/396] lr: 2.856e-01, eta: 1 day, 19:31:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3443, top5_acc: 0.6156, loss_cls: 2.7873, loss: 2.7873, grad_norm: 1.2936, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.6977, loss_cls/aux0: 2.4169, loss/aux0: 2.4169 2020-10-18 19:11:45,884 - mmaction - INFO - Epoch [37][220/396] lr: 2.856e-01, eta: 1 day, 19:33:15, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3443, top5_acc: 0.6156, loss_cls: 2.7873, loss: 2.7873, grad_norm: 1.2963, top1_acc/aux0: 0.4247, top5_acc/aux0: 0.6956, loss_cls/aux0: 2.4254, loss/aux0: 2.4254 2020-10-18 19:12:22,457 - mmaction - INFO - Epoch [37][240/396] lr: 2.856e-01, eta: 1 day, 19:30:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6307, loss_cls: 2.7280, loss: 2.7280, grad_norm: 1.2851, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3740, loss/aux0: 2.3740 2020-10-18 19:12:23,415 - mmaction - INFO - Epoch [37][240/396] lr: 2.856e-01, eta: 1 day, 19:32:47, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6307, loss_cls: 2.7280, loss: 2.7280, grad_norm: 1.2812, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.3603, loss/aux0: 2.3603 2020-10-18 19:13:00,026 - mmaction - INFO - Epoch [37][260/396] lr: 2.856e-01, eta: 1 day, 19:30:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6182, loss_cls: 2.7549, loss: 2.7549, grad_norm: 1.2671, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2778, loss/aux0: 2.2778 2020-10-18 19:13:00,953 - mmaction - INFO - Epoch [37][260/396] lr: 2.856e-01, eta: 1 day, 19:32:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6182, loss_cls: 2.7549, loss: 2.7549, grad_norm: 1.2693, top1_acc/aux0: 0.4453, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2864, loss/aux0: 2.2864 2020-10-18 19:13:37,516 - mmaction - INFO - Epoch [37][280/396] lr: 2.856e-01, eta: 1 day, 19:30:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6315, loss_cls: 2.7129, loss: 2.7129, grad_norm: 1.3230, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2851, loss/aux0: 2.2851 2020-10-18 19:13:38,489 - mmaction - INFO - Epoch [37][280/396] lr: 2.856e-01, eta: 1 day, 19:31:53, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6315, loss_cls: 2.7129, loss: 2.7129, grad_norm: 1.3234, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2924, loss/aux0: 2.2924 2020-10-18 19:14:15,158 - mmaction - INFO - Epoch [37][300/396] lr: 2.856e-01, eta: 1 day, 19:29:34, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6315, loss_cls: 2.6984, loss: 2.6984, grad_norm: 1.3087, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3562, loss/aux0: 2.3562 2020-10-18 19:14:16,077 - mmaction - INFO - Epoch [37][300/396] lr: 2.856e-01, eta: 1 day, 19:31:26, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6315, loss_cls: 2.6984, loss: 2.6984, grad_norm: 1.3059, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7065, loss_cls/aux0: 2.3559, loss/aux0: 2.3559 2020-10-18 19:14:52,733 - mmaction - INFO - Epoch [37][320/396] lr: 2.856e-01, eta: 1 day, 19:29:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6336, loss_cls: 2.7120, loss: 2.7120, grad_norm: 1.2929, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3566, loss/aux0: 2.3566 2020-10-18 19:14:53,695 - mmaction - INFO - Epoch [37][320/396] lr: 2.856e-01, eta: 1 day, 19:30:59, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6336, loss_cls: 2.7120, loss: 2.7120, grad_norm: 1.2875, top1_acc/aux0: 0.4331, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3421, loss/aux0: 2.3421 2020-10-18 19:15:30,208 - mmaction - INFO - Epoch [37][340/396] lr: 2.856e-01, eta: 1 day, 19:28:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3531, top5_acc: 0.6326, loss_cls: 2.7425, loss: 2.7425, grad_norm: 1.3057, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.3111, loss/aux0: 2.3111 2020-10-18 19:15:31,174 - mmaction - INFO - Epoch [37][340/396] lr: 2.856e-01, eta: 1 day, 19:30:32, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3531, top5_acc: 0.6326, loss_cls: 2.7425, loss: 2.7425, grad_norm: 1.3018, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.3150, loss/aux0: 2.3150 2020-10-18 19:16:07,808 - mmaction - INFO - Epoch [37][360/396] lr: 2.856e-01, eta: 1 day, 19:28:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3633, top5_acc: 0.6315, loss_cls: 2.7543, loss: 2.7543, grad_norm: 1.3080, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2796, loss/aux0: 2.2796 2020-10-18 19:16:08,770 - mmaction - INFO - Epoch [37][360/396] lr: 2.856e-01, eta: 1 day, 19:30:04, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3633, top5_acc: 0.6315, loss_cls: 2.7543, loss: 2.7543, grad_norm: 1.3090, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2830, loss/aux0: 2.2830 2020-10-18 19:16:45,341 - mmaction - INFO - Epoch [37][380/396] lr: 2.856e-01, eta: 1 day, 19:27:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6208, loss_cls: 2.7867, loss: 2.7867, grad_norm: 1.2900, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7052, loss_cls/aux0: 2.3600, loss/aux0: 2.3600 2020-10-18 19:16:46,313 - mmaction - INFO - Epoch [37][380/396] lr: 2.856e-01, eta: 1 day, 19:29:37, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6208, loss_cls: 2.7867, loss: 2.7867, grad_norm: 1.2899, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7044, loss_cls/aux0: 2.3594, loss/aux0: 2.3594 2020-10-18 19:21:18,748 - mmaction - INFO - Epoch [38][20/396] lr: 2.848e-01, eta: 1 day, 19:23:59, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6352, loss_cls: 2.7036, loss: 2.7036, grad_norm: 1.2699, top1_acc/aux0: 0.4331, top5_acc/aux0: 0.7023, loss_cls/aux0: 2.3536, loss/aux0: 2.3536 2020-10-18 19:21:19,713 - mmaction - INFO - Epoch [38][20/396] lr: 2.848e-01, eta: 1 day, 19:25:49, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6352, loss_cls: 2.7036, loss: 2.7036, grad_norm: 1.2659, top1_acc/aux0: 0.4310, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3521, loss/aux0: 2.3521 2020-10-18 19:21:56,145 - mmaction - INFO - Epoch [38][40/396] lr: 2.848e-01, eta: 1 day, 19:23:30, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6247, loss_cls: 2.7248, loss: 2.7248, grad_norm: 1.3011, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3955, loss/aux0: 2.3955 2020-10-18 19:21:57,182 - mmaction - INFO - Epoch [38][40/396] lr: 2.848e-01, eta: 1 day, 19:25:21, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6247, loss_cls: 2.7248, loss: 2.7248, grad_norm: 1.2977, top1_acc/aux0: 0.4310, top5_acc/aux0: 0.7000, loss_cls/aux0: 2.4009, loss/aux0: 2.4009 2020-10-18 19:22:33,687 - mmaction - INFO - Epoch [38][60/396] lr: 2.848e-01, eta: 1 day, 19:23:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6294, loss_cls: 2.7388, loss: 2.7388, grad_norm: 1.2734, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3651, loss/aux0: 2.3651 2020-10-18 19:22:34,647 - mmaction - INFO - Epoch [38][60/396] lr: 2.848e-01, eta: 1 day, 19:24:53, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6294, loss_cls: 2.7388, loss: 2.7388, grad_norm: 1.2705, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3524, loss/aux0: 2.3524 2020-10-18 19:23:11,290 - mmaction - INFO - Epoch [38][80/396] lr: 2.848e-01, eta: 1 day, 19:22:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6289, loss_cls: 2.7318, loss: 2.7318, grad_norm: 1.3001, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2645, loss/aux0: 2.2645 2020-10-18 19:23:12,266 - mmaction - INFO - Epoch [38][80/396] lr: 2.848e-01, eta: 1 day, 19:24:26, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6289, loss_cls: 2.7318, loss: 2.7318, grad_norm: 1.3064, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2672, loss/aux0: 2.2672 2020-10-18 19:23:48,825 - mmaction - INFO - Epoch [38][100/396] lr: 2.848e-01, eta: 1 day, 19:22:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6307, loss_cls: 2.7265, loss: 2.7265, grad_norm: 1.2961, top1_acc/aux0: 0.4294, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3367, loss/aux0: 2.3367 2020-10-18 19:23:49,781 - mmaction - INFO - Epoch [38][100/396] lr: 2.848e-01, eta: 1 day, 19:23:57, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3534, top5_acc: 0.6307, loss_cls: 2.7265, loss: 2.7265, grad_norm: 1.2959, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.3325, loss/aux0: 2.3325 2020-10-18 19:24:26,467 - mmaction - INFO - Epoch [38][120/396] lr: 2.848e-01, eta: 1 day, 19:21:40, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6258, loss_cls: 2.7524, loss: 2.7524, grad_norm: 1.3301, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2871, loss/aux0: 2.2871 2020-10-18 19:24:27,433 - mmaction - INFO - Epoch [38][120/396] lr: 2.848e-01, eta: 1 day, 19:23:30, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6258, loss_cls: 2.7524, loss: 2.7524, grad_norm: 1.3318, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.3024, loss/aux0: 2.3024 2020-10-18 19:25:04,017 - mmaction - INFO - Epoch [38][140/396] lr: 2.848e-01, eta: 1 day, 19:21:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6310, loss_cls: 2.7194, loss: 2.7194, grad_norm: 1.3332, top1_acc/aux0: 0.4263, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3609, loss/aux0: 2.3609 2020-10-18 19:25:04,988 - mmaction - INFO - Epoch [38][140/396] lr: 2.848e-01, eta: 1 day, 19:23:04, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6310, loss_cls: 2.7194, loss: 2.7194, grad_norm: 1.3292, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3470, loss/aux0: 2.3470 2020-10-18 19:25:41,616 - mmaction - INFO - Epoch [38][160/396] lr: 2.848e-01, eta: 1 day, 19:20:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6398, loss_cls: 2.6627, loss: 2.6627, grad_norm: 1.2940, top1_acc/aux0: 0.4383, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2924, loss/aux0: 2.2924 2020-10-18 19:25:42,547 - mmaction - INFO - Epoch [38][160/396] lr: 2.848e-01, eta: 1 day, 19:22:36, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6398, loss_cls: 2.6627, loss: 2.6627, grad_norm: 1.2940, top1_acc/aux0: 0.4362, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.3076, loss/aux0: 2.3076 2020-10-18 19:26:19,157 - mmaction - INFO - Epoch [38][180/396] lr: 2.848e-01, eta: 1 day, 19:20:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6401, loss_cls: 2.6692, loss: 2.6692, grad_norm: 1.3196, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3304, loss/aux0: 2.3304 2020-10-18 19:26:20,117 - mmaction - INFO - Epoch [38][180/396] lr: 2.848e-01, eta: 1 day, 19:22:08, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6401, loss_cls: 2.6692, loss: 2.6692, grad_norm: 1.3186, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3182, loss/aux0: 2.3182 2020-10-18 19:26:56,680 - mmaction - INFO - Epoch [38][200/396] lr: 2.848e-01, eta: 1 day, 19:19:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6339, loss_cls: 2.6999, loss: 2.6999, grad_norm: 1.3430, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7055, loss_cls/aux0: 2.3484, loss/aux0: 2.3484 2020-10-18 19:26:57,647 - mmaction - INFO - Epoch [38][200/396] lr: 2.848e-01, eta: 1 day, 19:21:41, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6339, loss_cls: 2.6999, loss: 2.6999, grad_norm: 1.3468, top1_acc/aux0: 0.4336, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.3561, loss/aux0: 2.3561 2020-10-18 19:27:34,222 - mmaction - INFO - Epoch [38][220/396] lr: 2.848e-01, eta: 1 day, 19:19:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6294, loss_cls: 2.7019, loss: 2.7019, grad_norm: 1.3144, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3117, loss/aux0: 2.3117 2020-10-18 19:27:35,189 - mmaction - INFO - Epoch [38][220/396] lr: 2.848e-01, eta: 1 day, 19:21:14, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6294, loss_cls: 2.7019, loss: 2.7019, grad_norm: 1.3215, top1_acc/aux0: 0.4367, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3120, loss/aux0: 2.3120 2020-10-18 19:28:11,694 - mmaction - INFO - Epoch [38][240/396] lr: 2.848e-01, eta: 1 day, 19:18:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3599, top5_acc: 0.6305, loss_cls: 2.7102, loss: 2.7102, grad_norm: 1.3179, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2713, loss/aux0: 2.2713 2020-10-18 19:28:12,650 - mmaction - INFO - Epoch [38][240/396] lr: 2.848e-01, eta: 1 day, 19:20:47, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3599, top5_acc: 0.6305, loss_cls: 2.7102, loss: 2.7102, grad_norm: 1.3182, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2725, loss/aux0: 2.2725 2020-10-18 19:28:49,113 - mmaction - INFO - Epoch [38][260/396] lr: 2.848e-01, eta: 1 day, 19:18:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6362, loss_cls: 2.7263, loss: 2.7263, grad_norm: 1.2931, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.3224, loss/aux0: 2.3224 2020-10-18 19:28:50,082 - mmaction - INFO - Epoch [38][260/396] lr: 2.848e-01, eta: 1 day, 19:20:18, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6362, loss_cls: 2.7263, loss: 2.7263, grad_norm: 1.2888, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.3140, loss/aux0: 2.3140 2020-10-18 19:29:26,762 - mmaction - INFO - Epoch [38][280/396] lr: 2.848e-01, eta: 1 day, 19:18:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3557, top5_acc: 0.6310, loss_cls: 2.7450, loss: 2.7450, grad_norm: 1.2931, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3473, loss/aux0: 2.3473 2020-10-18 19:29:27,721 - mmaction - INFO - Epoch [38][280/396] lr: 2.848e-01, eta: 1 day, 19:19:51, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3557, top5_acc: 0.6310, loss_cls: 2.7450, loss: 2.7450, grad_norm: 1.2937, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3571, loss/aux0: 2.3571 2020-10-18 19:30:04,254 - mmaction - INFO - Epoch [38][300/396] lr: 2.848e-01, eta: 1 day, 19:17:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3539, top5_acc: 0.6292, loss_cls: 2.7300, loss: 2.7300, grad_norm: 1.3178, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.3196, loss/aux0: 2.3196 2020-10-18 19:30:05,233 - mmaction - INFO - Epoch [38][300/396] lr: 2.848e-01, eta: 1 day, 19:19:24, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3539, top5_acc: 0.6292, loss_cls: 2.7300, loss: 2.7300, grad_norm: 1.3125, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.3027, loss/aux0: 2.3027 2020-10-18 19:30:41,848 - mmaction - INFO - Epoch [38][320/396] lr: 2.848e-01, eta: 1 day, 19:17:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6370, loss_cls: 2.7133, loss: 2.7133, grad_norm: 1.3226, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.3207, loss/aux0: 2.3207 2020-10-18 19:30:42,831 - mmaction - INFO - Epoch [38][320/396] lr: 2.848e-01, eta: 1 day, 19:18:57, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6370, loss_cls: 2.7133, loss: 2.7133, grad_norm: 1.3203, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3275, loss/aux0: 2.3275 2020-10-18 19:31:19,443 - mmaction - INFO - Epoch [38][340/396] lr: 2.848e-01, eta: 1 day, 19:16:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6221, loss_cls: 2.7839, loss: 2.7839, grad_norm: 1.2869, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3079, loss/aux0: 2.3079 2020-10-18 19:31:20,395 - mmaction - INFO - Epoch [38][340/396] lr: 2.848e-01, eta: 1 day, 19:18:29, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6221, loss_cls: 2.7839, loss: 2.7839, grad_norm: 1.2948, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3022, loss/aux0: 2.3022 2020-10-18 19:31:56,989 - mmaction - INFO - Epoch [38][360/396] lr: 2.848e-01, eta: 1 day, 19:16:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6258, loss_cls: 2.7198, loss: 2.7198, grad_norm: 1.3112, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.3106, loss/aux0: 2.3106 2020-10-18 19:31:57,948 - mmaction - INFO - Epoch [38][360/396] lr: 2.848e-01, eta: 1 day, 19:18:02, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6258, loss_cls: 2.7198, loss: 2.7198, grad_norm: 1.3066, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3073, loss/aux0: 2.3073 2020-10-18 19:32:34,605 - mmaction - INFO - Epoch [38][380/396] lr: 2.848e-01, eta: 1 day, 19:15:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6102, loss_cls: 2.7878, loss: 2.7878, grad_norm: 1.3000, top1_acc/aux0: 0.4341, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.3339, loss/aux0: 2.3339 2020-10-18 19:32:35,603 - mmaction - INFO - Epoch [38][380/396] lr: 2.848e-01, eta: 1 day, 19:17:35, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3456, top5_acc: 0.6102, loss_cls: 2.7878, loss: 2.7878, grad_norm: 1.2972, top1_acc/aux0: 0.4305, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.3399, loss/aux0: 2.3399 2020-10-18 19:37:23,826 - mmaction - INFO - Epoch [39][20/396] lr: 2.840e-01, eta: 1 day, 19:12:04, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6203, loss_cls: 2.8088, loss: 2.8088, grad_norm: 1.2502, top1_acc/aux0: 0.4405, top5_acc/aux0: 0.7218, loss_cls/aux0: 2.3257, loss/aux0: 2.3257 2020-10-18 19:37:24,793 - mmaction - INFO - Epoch [39][20/396] lr: 2.840e-01, eta: 1 day, 19:13:51, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3414, top5_acc: 0.6203, loss_cls: 2.8088, loss: 2.8088, grad_norm: 1.2524, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.3191, loss/aux0: 2.3191 2020-10-18 19:38:01,231 - mmaction - INFO - Epoch [39][40/396] lr: 2.840e-01, eta: 1 day, 19:11:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6453, loss_cls: 2.6754, loss: 2.6754, grad_norm: 1.3238, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.3248, loss/aux0: 2.3248 2020-10-18 19:38:02,196 - mmaction - INFO - Epoch [39][40/396] lr: 2.840e-01, eta: 1 day, 19:13:22, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6453, loss_cls: 2.6754, loss: 2.6754, grad_norm: 1.3216, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.3395, loss/aux0: 2.3395 2020-10-18 19:38:38,682 - mmaction - INFO - Epoch [39][60/396] lr: 2.840e-01, eta: 1 day, 19:11:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6289, loss_cls: 2.7292, loss: 2.7292, grad_norm: 1.2886, top1_acc/aux0: 0.4284, top5_acc/aux0: 0.6982, loss_cls/aux0: 2.3946, loss/aux0: 2.3946 2020-10-18 19:38:39,658 - mmaction - INFO - Epoch [39][60/396] lr: 2.840e-01, eta: 1 day, 19:12:54, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6289, loss_cls: 2.7292, loss: 2.7292, grad_norm: 1.2852, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.6992, loss_cls/aux0: 2.3945, loss/aux0: 2.3945 2020-10-18 19:39:16,231 - mmaction - INFO - Epoch [39][80/396] lr: 2.840e-01, eta: 1 day, 19:10:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6227, loss_cls: 2.7490, loss: 2.7490, grad_norm: 1.2762, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.2861, loss/aux0: 2.2861 2020-10-18 19:39:17,213 - mmaction - INFO - Epoch [39][80/396] lr: 2.840e-01, eta: 1 day, 19:12:26, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6227, loss_cls: 2.7490, loss: 2.7490, grad_norm: 1.2700, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2679, loss/aux0: 2.2679 2020-10-18 19:39:53,584 - mmaction - INFO - Epoch [39][100/396] lr: 2.840e-01, eta: 1 day, 19:10:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6263, loss_cls: 2.7148, loss: 2.7148, grad_norm: 1.2782, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2514, loss/aux0: 2.2514 2020-10-18 19:39:54,559 - mmaction - INFO - Epoch [39][100/396] lr: 2.840e-01, eta: 1 day, 19:11:58, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6263, loss_cls: 2.7148, loss: 2.7148, grad_norm: 1.2880, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2686, loss/aux0: 2.2686 2020-10-18 19:40:31,138 - mmaction - INFO - Epoch [39][120/396] lr: 2.840e-01, eta: 1 day, 19:09:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6201, loss_cls: 2.7972, loss: 2.7972, grad_norm: 1.2909, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.3023, loss/aux0: 2.3023 2020-10-18 19:40:32,074 - mmaction - INFO - Epoch [39][120/396] lr: 2.840e-01, eta: 1 day, 19:11:30, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6201, loss_cls: 2.7972, loss: 2.7972, grad_norm: 1.2924, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2946, loss/aux0: 2.2946 2020-10-18 19:41:08,628 - mmaction - INFO - Epoch [39][140/396] lr: 2.840e-01, eta: 1 day, 19:09:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6167, loss_cls: 2.7488, loss: 2.7488, grad_norm: 1.2648, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3563, loss/aux0: 2.3563 2020-10-18 19:41:09,613 - mmaction - INFO - Epoch [39][140/396] lr: 2.840e-01, eta: 1 day, 19:11:02, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6167, loss_cls: 2.7488, loss: 2.7488, grad_norm: 1.2669, top1_acc/aux0: 0.4367, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3617, loss/aux0: 2.3617 2020-10-18 19:41:46,091 - mmaction - INFO - Epoch [39][160/396] lr: 2.840e-01, eta: 1 day, 19:08:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6367, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.2935, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.3583, loss/aux0: 2.3583 2020-10-18 19:41:47,038 - mmaction - INFO - Epoch [39][160/396] lr: 2.840e-01, eta: 1 day, 19:10:34, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6367, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.2879, top1_acc/aux0: 0.4318, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3465, loss/aux0: 2.3465 2020-10-18 19:42:23,590 - mmaction - INFO - Epoch [39][180/396] lr: 2.840e-01, eta: 1 day, 19:08:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3581, top5_acc: 0.6237, loss_cls: 2.7093, loss: 2.7093, grad_norm: 1.2801, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7005, loss_cls/aux0: 2.3275, loss/aux0: 2.3275 2020-10-18 19:42:24,579 - mmaction - INFO - Epoch [39][180/396] lr: 2.840e-01, eta: 1 day, 19:10:06, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3581, top5_acc: 0.6237, loss_cls: 2.7093, loss: 2.7093, grad_norm: 1.2799, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7013, loss_cls/aux0: 2.3242, loss/aux0: 2.3242 2020-10-18 19:43:01,179 - mmaction - INFO - Epoch [39][200/396] lr: 2.840e-01, eta: 1 day, 19:07:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6362, loss_cls: 2.6975, loss: 2.6975, grad_norm: 1.2823, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3563, loss/aux0: 2.3563 2020-10-18 19:43:02,132 - mmaction - INFO - Epoch [39][200/396] lr: 2.840e-01, eta: 1 day, 19:09:38, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3565, top5_acc: 0.6362, loss_cls: 2.6975, loss: 2.6975, grad_norm: 1.2822, top1_acc/aux0: 0.4326, top5_acc/aux0: 0.7076, loss_cls/aux0: 2.3625, loss/aux0: 2.3625 2020-10-18 19:43:38,644 - mmaction - INFO - Epoch [39][220/396] lr: 2.840e-01, eta: 1 day, 19:07:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6310, loss_cls: 2.7130, loss: 2.7130, grad_norm: 1.2998, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3067, loss/aux0: 2.3067 2020-10-18 19:43:39,612 - mmaction - INFO - Epoch [39][220/396] lr: 2.840e-01, eta: 1 day, 19:09:10, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3542, top5_acc: 0.6310, loss_cls: 2.7130, loss: 2.7130, grad_norm: 1.3018, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3096, loss/aux0: 2.3096 2020-10-18 19:44:16,303 - mmaction - INFO - Epoch [39][240/396] lr: 2.840e-01, eta: 1 day, 19:06:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6234, loss_cls: 2.7743, loss: 2.7743, grad_norm: 1.2874, top1_acc/aux0: 0.4346, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3342, loss/aux0: 2.3342 2020-10-18 19:44:17,275 - mmaction - INFO - Epoch [39][240/396] lr: 2.840e-01, eta: 1 day, 19:08:43, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6234, loss_cls: 2.7743, loss: 2.7743, grad_norm: 1.2929, top1_acc/aux0: 0.4331, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3377, loss/aux0: 2.3377 2020-10-18 19:44:53,921 - mmaction - INFO - Epoch [39][260/396] lr: 2.840e-01, eta: 1 day, 19:06:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6315, loss_cls: 2.6970, loss: 2.6970, grad_norm: 1.2907, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3062, loss/aux0: 2.3062 2020-10-18 19:44:54,867 - mmaction - INFO - Epoch [39][260/396] lr: 2.840e-01, eta: 1 day, 19:08:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6315, loss_cls: 2.6970, loss: 2.6970, grad_norm: 1.2968, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.2991, loss/aux0: 2.2991 2020-10-18 19:45:31,556 - mmaction - INFO - Epoch [39][280/396] lr: 2.840e-01, eta: 1 day, 19:06:02, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3633, top5_acc: 0.6398, loss_cls: 2.6769, loss: 2.6769, grad_norm: 1.3033, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2811, loss/aux0: 2.2811 2020-10-18 19:45:32,527 - mmaction - INFO - Epoch [39][280/396] lr: 2.840e-01, eta: 1 day, 19:07:48, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3633, top5_acc: 0.6398, loss_cls: 2.6769, loss: 2.6769, grad_norm: 1.3050, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2877, loss/aux0: 2.2877 2020-10-18 19:46:09,267 - mmaction - INFO - Epoch [39][300/396] lr: 2.840e-01, eta: 1 day, 19:05:35, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6401, loss_cls: 2.6701, loss: 2.6701, grad_norm: 1.2881, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7070, loss_cls/aux0: 2.3377, loss/aux0: 2.3377 2020-10-18 19:46:10,221 - mmaction - INFO - Epoch [39][300/396] lr: 2.840e-01, eta: 1 day, 19:07:21, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3737, top5_acc: 0.6401, loss_cls: 2.6701, loss: 2.6701, grad_norm: 1.2866, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7086, loss_cls/aux0: 2.3247, loss/aux0: 2.3247 2020-10-18 19:46:46,826 - mmaction - INFO - Epoch [39][320/396] lr: 2.840e-01, eta: 1 day, 19:05:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6193, loss_cls: 2.7460, loss: 2.7460, grad_norm: 1.3196, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2505, loss/aux0: 2.2505 2020-10-18 19:46:47,787 - mmaction - INFO - Epoch [39][320/396] lr: 2.840e-01, eta: 1 day, 19:06:53, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6193, loss_cls: 2.7460, loss: 2.7460, grad_norm: 1.3210, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2598, loss/aux0: 2.2598 2020-10-18 19:47:24,498 - mmaction - INFO - Epoch [39][340/396] lr: 2.840e-01, eta: 1 day, 19:04:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3490, top5_acc: 0.6305, loss_cls: 2.7542, loss: 2.7542, grad_norm: 1.3049, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.2708, loss/aux0: 2.2708 2020-10-18 19:47:25,426 - mmaction - INFO - Epoch [39][340/396] lr: 2.840e-01, eta: 1 day, 19:06:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3490, top5_acc: 0.6305, loss_cls: 2.7542, loss: 2.7542, grad_norm: 1.3051, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.2702, loss/aux0: 2.2702 2020-10-18 19:48:02,072 - mmaction - INFO - Epoch [39][360/396] lr: 2.840e-01, eta: 1 day, 19:04:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6365, loss_cls: 2.6926, loss: 2.6926, grad_norm: 1.3178, top1_acc/aux0: 0.4349, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.3350, loss/aux0: 2.3350 2020-10-18 19:48:03,025 - mmaction - INFO - Epoch [39][360/396] lr: 2.840e-01, eta: 1 day, 19:05:57, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6365, loss_cls: 2.6926, loss: 2.6926, grad_norm: 1.3141, top1_acc/aux0: 0.4357, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.3256, loss/aux0: 2.3256 2020-10-18 19:48:39,608 - mmaction - INFO - Epoch [39][380/396] lr: 2.840e-01, eta: 1 day, 19:03:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6299, loss_cls: 2.7251, loss: 2.7251, grad_norm: 1.2979, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2268, loss/aux0: 2.2268 2020-10-18 19:48:40,569 - mmaction - INFO - Epoch [39][380/396] lr: 2.840e-01, eta: 1 day, 19:05:30, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3521, top5_acc: 0.6299, loss_cls: 2.7251, loss: 2.7251, grad_norm: 1.2966, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2363, loss/aux0: 2.2363 2020-10-18 19:53:39,779 - mmaction - INFO - Epoch [40][20/396] lr: 2.831e-01, eta: 1 day, 19:00:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6375, loss_cls: 2.7002, loss: 2.7002, grad_norm: 1.3151, top1_acc/aux0: 0.4276, top5_acc/aux0: 0.7009, loss_cls/aux0: 2.3810, loss/aux0: 2.3810 2020-10-18 19:53:40,729 - mmaction - INFO - Epoch [40][20/396] lr: 2.831e-01, eta: 1 day, 19:01:51, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6375, loss_cls: 2.7002, loss: 2.7002, grad_norm: 1.3134, top1_acc/aux0: 0.4297, top5_acc/aux0: 0.7016, loss_cls/aux0: 2.3743, loss/aux0: 2.3743 2020-10-18 19:54:17,057 - mmaction - INFO - Epoch [40][40/396] lr: 2.831e-01, eta: 1 day, 18:59:37, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3633, top5_acc: 0.6432, loss_cls: 2.6726, loss: 2.6726, grad_norm: 1.3234, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3370, loss/aux0: 2.3370 2020-10-18 19:54:18,013 - mmaction - INFO - Epoch [40][40/396] lr: 2.831e-01, eta: 1 day, 19:01:21, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3633, top5_acc: 0.6432, loss_cls: 2.6726, loss: 2.6726, grad_norm: 1.3218, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7143, loss_cls/aux0: 2.3404, loss/aux0: 2.3404 2020-10-18 19:54:54,556 - mmaction - INFO - Epoch [40][60/396] lr: 2.831e-01, eta: 1 day, 18:59:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6279, loss_cls: 2.7016, loss: 2.7016, grad_norm: 1.2947, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.2678, loss/aux0: 2.2678 2020-10-18 19:54:55,471 - mmaction - INFO - Epoch [40][60/396] lr: 2.831e-01, eta: 1 day, 19:00:53, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6279, loss_cls: 2.7016, loss: 2.7016, grad_norm: 1.3014, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.2758, loss/aux0: 2.2758 2020-10-18 19:55:31,918 - mmaction - INFO - Epoch [40][80/396] lr: 2.831e-01, eta: 1 day, 18:58:40, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3687, top5_acc: 0.6391, loss_cls: 2.6965, loss: 2.6965, grad_norm: 1.3020, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3530, loss/aux0: 2.3530 2020-10-18 19:55:32,881 - mmaction - INFO - Epoch [40][80/396] lr: 2.831e-01, eta: 1 day, 19:00:23, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3687, top5_acc: 0.6391, loss_cls: 2.6965, loss: 2.6965, grad_norm: 1.3102, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3535, loss/aux0: 2.3535 2020-10-18 19:56:09,405 - mmaction - INFO - Epoch [40][100/396] lr: 2.831e-01, eta: 1 day, 18:58:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6461, loss_cls: 2.6515, loss: 2.6515, grad_norm: 1.3200, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3277, loss/aux0: 2.3277 2020-10-18 19:56:10,378 - mmaction - INFO - Epoch [40][100/396] lr: 2.831e-01, eta: 1 day, 18:59:55, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6461, loss_cls: 2.6515, loss: 2.6515, grad_norm: 1.3242, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.3206, loss/aux0: 2.3206 2020-10-18 19:56:47,100 - mmaction - INFO - Epoch [40][120/396] lr: 2.831e-01, eta: 1 day, 18:57:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3471, top5_acc: 0.6169, loss_cls: 2.8056, loss: 2.8056, grad_norm: 1.3122, top1_acc/aux0: 0.4258, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3676, loss/aux0: 2.3676 2020-10-18 19:56:48,076 - mmaction - INFO - Epoch [40][120/396] lr: 2.831e-01, eta: 1 day, 18:59:27, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.3471, top5_acc: 0.6169, loss_cls: 2.8056, loss: 2.8056, grad_norm: 1.3091, top1_acc/aux0: 0.4268, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.3650, loss/aux0: 2.3650 2020-10-18 19:57:24,571 - mmaction - INFO - Epoch [40][140/396] lr: 2.831e-01, eta: 1 day, 18:57:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6281, loss_cls: 2.7214, loss: 2.7214, grad_norm: 1.2887, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7047, loss_cls/aux0: 2.3543, loss/aux0: 2.3543 2020-10-18 19:57:25,587 - mmaction - INFO - Epoch [40][140/396] lr: 2.831e-01, eta: 1 day, 18:58:59, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6281, loss_cls: 2.7214, loss: 2.7214, grad_norm: 1.2876, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.6997, loss_cls/aux0: 2.3635, loss/aux0: 2.3635 2020-10-18 19:58:02,197 - mmaction - INFO - Epoch [40][160/396] lr: 2.831e-01, eta: 1 day, 18:56:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3560, top5_acc: 0.6268, loss_cls: 2.7278, loss: 2.7278, grad_norm: 1.3393, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.3112, loss/aux0: 2.3112 2020-10-18 19:58:03,233 - mmaction - INFO - Epoch [40][160/396] lr: 2.831e-01, eta: 1 day, 18:58:32, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3560, top5_acc: 0.6268, loss_cls: 2.7278, loss: 2.7278, grad_norm: 1.3373, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2957, loss/aux0: 2.2957 2020-10-18 19:58:39,867 - mmaction - INFO - Epoch [40][180/396] lr: 2.831e-01, eta: 1 day, 18:56:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6401, loss_cls: 2.6713, loss: 2.6713, grad_norm: 1.2808, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3016, loss/aux0: 2.3016 2020-10-18 19:58:40,856 - mmaction - INFO - Epoch [40][180/396] lr: 2.831e-01, eta: 1 day, 18:58:04, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6401, loss_cls: 2.6713, loss: 2.6713, grad_norm: 1.2760, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3017, loss/aux0: 2.3017 2020-10-18 19:59:17,483 - mmaction - INFO - Epoch [40][200/396] lr: 2.831e-01, eta: 1 day, 18:55:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6307, loss_cls: 2.7076, loss: 2.7076, grad_norm: 1.2782, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.3064, loss/aux0: 2.3064 2020-10-18 19:59:18,438 - mmaction - INFO - Epoch [40][200/396] lr: 2.831e-01, eta: 1 day, 18:57:36, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6307, loss_cls: 2.7076, loss: 2.7076, grad_norm: 1.2755, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3115, loss/aux0: 2.3115 2020-10-18 19:59:55,189 - mmaction - INFO - Epoch [40][220/396] lr: 2.831e-01, eta: 1 day, 18:55:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3549, top5_acc: 0.6378, loss_cls: 2.7039, loss: 2.7039, grad_norm: 1.2941, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.2780, loss/aux0: 2.2780 2020-10-18 19:59:56,198 - mmaction - INFO - Epoch [40][220/396] lr: 2.831e-01, eta: 1 day, 18:57:08, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3549, top5_acc: 0.6378, loss_cls: 2.7039, loss: 2.7039, grad_norm: 1.2943, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.2837, loss/aux0: 2.2837 2020-10-18 20:00:32,729 - mmaction - INFO - Epoch [40][240/396] lr: 2.831e-01, eta: 1 day, 18:54:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6318, loss_cls: 2.6878, loss: 2.6878, grad_norm: 1.3116, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.2960, loss/aux0: 2.2960 2020-10-18 20:00:33,679 - mmaction - INFO - Epoch [40][240/396] lr: 2.831e-01, eta: 1 day, 18:56:40, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6318, loss_cls: 2.6878, loss: 2.6878, grad_norm: 1.3159, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7122, loss_cls/aux0: 2.2887, loss/aux0: 2.2887 2020-10-18 20:01:10,383 - mmaction - INFO - Epoch [40][260/396] lr: 2.831e-01, eta: 1 day, 18:54:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6440, loss_cls: 2.7078, loss: 2.7078, grad_norm: 1.3456, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.3158, loss/aux0: 2.3158 2020-10-18 20:01:11,353 - mmaction - INFO - Epoch [40][260/396] lr: 2.831e-01, eta: 1 day, 18:56:12, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6440, loss_cls: 2.7078, loss: 2.7078, grad_norm: 1.3456, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.3238, loss/aux0: 2.3238 2020-10-18 20:01:47,885 - mmaction - INFO - Epoch [40][280/396] lr: 2.831e-01, eta: 1 day, 18:54:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6320, loss_cls: 2.7207, loss: 2.7207, grad_norm: 1.2946, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2908, loss/aux0: 2.2908 2020-10-18 20:01:48,838 - mmaction - INFO - Epoch [40][280/396] lr: 2.831e-01, eta: 1 day, 18:55:43, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6320, loss_cls: 2.7207, loss: 2.7207, grad_norm: 1.2946, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2896, loss/aux0: 2.2896 2020-10-18 20:02:25,414 - mmaction - INFO - Epoch [40][300/396] lr: 2.831e-01, eta: 1 day, 18:53:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6414, loss_cls: 2.6761, loss: 2.6761, grad_norm: 1.3042, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.3064, loss/aux0: 2.3064 2020-10-18 20:02:26,395 - mmaction - INFO - Epoch [40][300/396] lr: 2.831e-01, eta: 1 day, 18:55:15, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6414, loss_cls: 2.6761, loss: 2.6761, grad_norm: 1.2999, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.3080, loss/aux0: 2.3080 2020-10-18 20:03:03,167 - mmaction - INFO - Epoch [40][320/396] lr: 2.831e-01, eta: 1 day, 18:53:06, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6281, loss_cls: 2.7103, loss: 2.7103, grad_norm: 1.3004, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7086, loss_cls/aux0: 2.3393, loss/aux0: 2.3393 2020-10-18 20:03:04,186 - mmaction - INFO - Epoch [40][320/396] lr: 2.831e-01, eta: 1 day, 18:54:49, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6281, loss_cls: 2.7103, loss: 2.7103, grad_norm: 1.3017, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3380, loss/aux0: 2.3380 2020-10-18 20:03:40,675 - mmaction - INFO - Epoch [40][340/396] lr: 2.831e-01, eta: 1 day, 18:52:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6404, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.2964, top1_acc/aux0: 0.4320, top5_acc/aux0: 0.7070, loss_cls/aux0: 2.3320, loss/aux0: 2.3320 2020-10-18 20:03:41,613 - mmaction - INFO - Epoch [40][340/396] lr: 2.831e-01, eta: 1 day, 18:54:20, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3492, top5_acc: 0.6404, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.2918, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3206, loss/aux0: 2.3206 2020-10-18 20:04:18,149 - mmaction - INFO - Epoch [40][360/396] lr: 2.831e-01, eta: 1 day, 18:52:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6375, loss_cls: 2.6553, loss: 2.6553, grad_norm: 1.3126, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.3125, loss/aux0: 2.3125 2020-10-18 20:04:19,096 - mmaction - INFO - Epoch [40][360/396] lr: 2.831e-01, eta: 1 day, 18:53:51, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6375, loss_cls: 2.6553, loss: 2.6553, grad_norm: 1.3078, top1_acc/aux0: 0.4404, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.3212, loss/aux0: 2.3212 2020-10-18 20:04:55,650 - mmaction - INFO - Epoch [40][380/396] lr: 2.831e-01, eta: 1 day, 18:51:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3596, top5_acc: 0.6273, loss_cls: 2.7133, loss: 2.7133, grad_norm: 1.2785, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2177, loss/aux0: 2.2177 2020-10-18 20:04:56,617 - mmaction - INFO - Epoch [40][380/396] lr: 2.831e-01, eta: 1 day, 18:53:23, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3596, top5_acc: 0.6273, loss_cls: 2.7133, loss: 2.7133, grad_norm: 1.2791, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2157, loss/aux0: 2.2157 2020-10-18 20:05:28,405 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-18 20:07:07,835 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 20:07:07,968 - mmaction - INFO - top1_acc 0.4603 top5_acc 0.7439 2020-10-18 20:07:07,968 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 20:07:08,000 - mmaction - INFO - mean_acc 0.4605 2020-10-18 20:07:08,001 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-10-18 20:07:08,007 - mmaction - INFO - Epoch(val) [40][396] top1_acc: 0.4603, top5_acc: 0.7439, mean_class_accuracy: 0.4605 2020-10-18 20:11:07,730 - mmaction - INFO - Epoch [41][20/396] lr: 2.823e-01, eta: 1 day, 18:48:07, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6302, loss_cls: 2.7439, loss: 2.7439, grad_norm: 1.3163, top1_acc/aux0: 0.4386, top5_acc/aux0: 0.7081, loss_cls/aux0: 2.3313, loss/aux0: 2.3313 2020-10-18 20:11:08,722 - mmaction - INFO - Epoch [41][20/396] lr: 2.823e-01, eta: 1 day, 18:49:48, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6302, loss_cls: 2.7439, loss: 2.7439, grad_norm: 1.3220, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7073, loss_cls/aux0: 2.3453, loss/aux0: 2.3453 2020-10-18 20:11:45,271 - mmaction - INFO - Epoch [41][40/396] lr: 2.823e-01, eta: 1 day, 18:47:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6323, loss_cls: 2.7131, loss: 2.7131, grad_norm: 1.3017, top1_acc/aux0: 0.4367, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.3309, loss/aux0: 2.3309 2020-10-18 20:11:46,230 - mmaction - INFO - Epoch [41][40/396] lr: 2.823e-01, eta: 1 day, 18:49:20, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6323, loss_cls: 2.7131, loss: 2.7131, grad_norm: 1.2986, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.3207, loss/aux0: 2.3207 2020-10-18 20:12:23,140 - mmaction - INFO - Epoch [41][60/396] lr: 2.823e-01, eta: 1 day, 18:47:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6339, loss_cls: 2.6850, loss: 2.6850, grad_norm: 1.3025, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.3237, loss/aux0: 2.3237 2020-10-18 20:12:24,088 - mmaction - INFO - Epoch [41][60/396] lr: 2.823e-01, eta: 1 day, 18:48:52, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6339, loss_cls: 2.6850, loss: 2.6850, grad_norm: 1.2943, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.3126, loss/aux0: 2.3126 2020-10-18 20:13:00,659 - mmaction - INFO - Epoch [41][80/396] lr: 2.823e-01, eta: 1 day, 18:46:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6292, loss_cls: 2.7373, loss: 2.7373, grad_norm: 1.2954, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3043, loss/aux0: 2.3043 2020-10-18 20:13:01,657 - mmaction - INFO - Epoch [41][80/396] lr: 2.823e-01, eta: 1 day, 18:48:24, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6292, loss_cls: 2.7373, loss: 2.7373, grad_norm: 1.2982, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3044, loss/aux0: 2.3044 2020-10-18 20:13:38,170 - mmaction - INFO - Epoch [41][100/396] lr: 2.823e-01, eta: 1 day, 18:46:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6380, loss_cls: 2.7139, loss: 2.7139, grad_norm: 1.3159, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.2595, loss/aux0: 2.2595 2020-10-18 20:13:39,163 - mmaction - INFO - Epoch [41][100/396] lr: 2.823e-01, eta: 1 day, 18:47:57, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3536, top5_acc: 0.6380, loss_cls: 2.7139, loss: 2.7139, grad_norm: 1.3180, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2606, loss/aux0: 2.2606 2020-10-18 20:14:15,872 - mmaction - INFO - Epoch [41][120/396] lr: 2.823e-01, eta: 1 day, 18:45:48, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6388, loss_cls: 2.7257, loss: 2.7257, grad_norm: 1.3151, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3017, loss/aux0: 2.3017 2020-10-18 20:14:16,830 - mmaction - INFO - Epoch [41][120/396] lr: 2.823e-01, eta: 1 day, 18:47:29, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6388, loss_cls: 2.7257, loss: 2.7257, grad_norm: 1.3132, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.3124, loss/aux0: 2.3124 2020-10-18 20:14:53,517 - mmaction - INFO - Epoch [41][140/396] lr: 2.823e-01, eta: 1 day, 18:45:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6414, loss_cls: 2.6857, loss: 2.6857, grad_norm: 1.2986, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2716, loss/aux0: 2.2716 2020-10-18 20:14:54,496 - mmaction - INFO - Epoch [41][140/396] lr: 2.823e-01, eta: 1 day, 18:47:02, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6414, loss_cls: 2.6857, loss: 2.6857, grad_norm: 1.2964, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2636, loss/aux0: 2.2636 2020-10-18 20:15:31,023 - mmaction - INFO - Epoch [41][160/396] lr: 2.823e-01, eta: 1 day, 18:44:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6557, loss_cls: 2.6448, loss: 2.6448, grad_norm: 1.3253, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2776, loss/aux0: 2.2776 2020-10-18 20:15:32,047 - mmaction - INFO - Epoch [41][160/396] lr: 2.823e-01, eta: 1 day, 18:46:33, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6557, loss_cls: 2.6448, loss: 2.6448, grad_norm: 1.3210, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2730, loss/aux0: 2.2730 2020-10-18 20:16:08,637 - mmaction - INFO - Epoch [41][180/396] lr: 2.823e-01, eta: 1 day, 18:44:26, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6310, loss_cls: 2.7282, loss: 2.7282, grad_norm: 1.2896, top1_acc/aux0: 0.4294, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.3599, loss/aux0: 2.3599 2020-10-18 20:16:09,570 - mmaction - INFO - Epoch [41][180/396] lr: 2.823e-01, eta: 1 day, 18:46:06, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3573, top5_acc: 0.6310, loss_cls: 2.7282, loss: 2.7282, grad_norm: 1.2909, top1_acc/aux0: 0.4279, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.3724, loss/aux0: 2.3724 2020-10-18 20:16:46,097 - mmaction - INFO - Epoch [41][200/396] lr: 2.823e-01, eta: 1 day, 18:43:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6315, loss_cls: 2.6937, loss: 2.6937, grad_norm: 1.2998, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2876, loss/aux0: 2.2876 2020-10-18 20:16:47,073 - mmaction - INFO - Epoch [41][200/396] lr: 2.823e-01, eta: 1 day, 18:45:37, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6315, loss_cls: 2.6937, loss: 2.6937, grad_norm: 1.3012, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2716, loss/aux0: 2.2716 2020-10-18 20:17:23,698 - mmaction - INFO - Epoch [41][220/396] lr: 2.823e-01, eta: 1 day, 18:43:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6339, loss_cls: 2.7377, loss: 2.7377, grad_norm: 1.3166, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2675, loss/aux0: 2.2675 2020-10-18 20:17:24,650 - mmaction - INFO - Epoch [41][220/396] lr: 2.823e-01, eta: 1 day, 18:45:09, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6339, loss_cls: 2.7377, loss: 2.7377, grad_norm: 1.3195, top1_acc/aux0: 0.4492, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2902, loss/aux0: 2.2902 2020-10-18 20:18:01,344 - mmaction - INFO - Epoch [41][240/396] lr: 2.823e-01, eta: 1 day, 18:43:02, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6260, loss_cls: 2.7530, loss: 2.7530, grad_norm: 1.2971, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.3200, loss/aux0: 2.3200 2020-10-18 20:18:02,300 - mmaction - INFO - Epoch [41][240/396] lr: 2.823e-01, eta: 1 day, 18:44:42, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6260, loss_cls: 2.7530, loss: 2.7530, grad_norm: 1.2996, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.3140, loss/aux0: 2.3140 2020-10-18 20:18:38,916 - mmaction - INFO - Epoch [41][260/396] lr: 2.823e-01, eta: 1 day, 18:42:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6297, loss_cls: 2.7190, loss: 2.7190, grad_norm: 1.2978, top1_acc/aux0: 0.4409, top5_acc/aux0: 0.7091, loss_cls/aux0: 2.3316, loss/aux0: 2.3316 2020-10-18 20:18:39,917 - mmaction - INFO - Epoch [41][260/396] lr: 2.823e-01, eta: 1 day, 18:44:13, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6297, loss_cls: 2.7190, loss: 2.7190, grad_norm: 1.3015, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7109, loss_cls/aux0: 2.3284, loss/aux0: 2.3284 2020-10-18 20:19:16,551 - mmaction - INFO - Epoch [41][280/396] lr: 2.823e-01, eta: 1 day, 18:42:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6495, loss_cls: 2.6521, loss: 2.6521, grad_norm: 1.2964, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2479, loss/aux0: 2.2479 2020-10-18 20:19:17,526 - mmaction - INFO - Epoch [41][280/396] lr: 2.823e-01, eta: 1 day, 18:43:45, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3708, top5_acc: 0.6495, loss_cls: 2.6521, loss: 2.6521, grad_norm: 1.3081, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2505, loss/aux0: 2.2505 2020-10-18 20:19:54,171 - mmaction - INFO - Epoch [41][300/396] lr: 2.823e-01, eta: 1 day, 18:41:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6344, loss_cls: 2.7072, loss: 2.7072, grad_norm: 1.3141, top1_acc/aux0: 0.4383, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.3217, loss/aux0: 2.3217 2020-10-18 20:19:55,143 - mmaction - INFO - Epoch [41][300/396] lr: 2.823e-01, eta: 1 day, 18:43:17, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6344, loss_cls: 2.7072, loss: 2.7072, grad_norm: 1.3166, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.3227, loss/aux0: 2.3227 2020-10-18 20:20:31,639 - mmaction - INFO - Epoch [41][320/396] lr: 2.823e-01, eta: 1 day, 18:41:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6260, loss_cls: 2.7488, loss: 2.7488, grad_norm: 1.2987, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2465, loss/aux0: 2.2465 2020-10-18 20:20:32,656 - mmaction - INFO - Epoch [41][320/396] lr: 2.823e-01, eta: 1 day, 18:42:48, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6260, loss_cls: 2.7488, loss: 2.7488, grad_norm: 1.3037, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2446, loss/aux0: 2.2446 2020-10-18 20:21:09,229 - mmaction - INFO - Epoch [41][340/396] lr: 2.823e-01, eta: 1 day, 18:40:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6417, loss_cls: 2.6460, loss: 2.6460, grad_norm: 1.3063, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.3155, loss/aux0: 2.3155 2020-10-18 20:21:10,193 - mmaction - INFO - Epoch [41][340/396] lr: 2.823e-01, eta: 1 day, 18:42:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6417, loss_cls: 2.6460, loss: 2.6460, grad_norm: 1.3103, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.3063, loss/aux0: 2.3063 2020-10-18 20:21:46,715 - mmaction - INFO - Epoch [41][360/396] lr: 2.823e-01, eta: 1 day, 18:40:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6320, loss_cls: 2.7151, loss: 2.7151, grad_norm: 1.2900, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.2682, loss/aux0: 2.2682 2020-10-18 20:21:47,666 - mmaction - INFO - Epoch [41][360/396] lr: 2.823e-01, eta: 1 day, 18:41:52, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6320, loss_cls: 2.7151, loss: 2.7151, grad_norm: 1.2771, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7190, loss_cls/aux0: 2.2619, loss/aux0: 2.2619 2020-10-18 20:22:24,352 - mmaction - INFO - Epoch [41][380/396] lr: 2.823e-01, eta: 1 day, 18:39:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6294, loss_cls: 2.7158, loss: 2.7158, grad_norm: 1.3108, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.3328, loss/aux0: 2.3328 2020-10-18 20:22:25,304 - mmaction - INFO - Epoch [41][380/396] lr: 2.823e-01, eta: 1 day, 18:41:24, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6294, loss_cls: 2.7158, loss: 2.7158, grad_norm: 1.3050, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.3421, loss/aux0: 2.3421 2020-10-18 20:27:12,108 - mmaction - INFO - Epoch [42][20/396] lr: 2.814e-01, eta: 1 day, 18:36:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6419, loss_cls: 2.6802, loss: 2.6802, grad_norm: 1.3337, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2677, loss/aux0: 2.2677 2020-10-18 20:27:13,076 - mmaction - INFO - Epoch [42][20/396] lr: 2.814e-01, eta: 1 day, 18:37:54, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6419, loss_cls: 2.6802, loss: 2.6802, grad_norm: 1.3342, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2614, loss/aux0: 2.2614 2020-10-18 20:27:49,525 - mmaction - INFO - Epoch [42][40/396] lr: 2.814e-01, eta: 1 day, 18:35:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6370, loss_cls: 2.6928, loss: 2.6928, grad_norm: 1.3166, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3374, loss/aux0: 2.3374 2020-10-18 20:27:50,491 - mmaction - INFO - Epoch [42][40/396] lr: 2.814e-01, eta: 1 day, 18:37:26, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6370, loss_cls: 2.6928, loss: 2.6928, grad_norm: 1.3151, top1_acc/aux0: 0.4367, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3521, loss/aux0: 2.3521 2020-10-18 20:28:26,939 - mmaction - INFO - Epoch [42][60/396] lr: 2.814e-01, eta: 1 day, 18:35:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6422, loss_cls: 2.6755, loss: 2.6755, grad_norm: 1.3211, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2806, loss/aux0: 2.2806 2020-10-18 20:28:27,918 - mmaction - INFO - Epoch [42][60/396] lr: 2.814e-01, eta: 1 day, 18:36:57, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6422, loss_cls: 2.6755, loss: 2.6755, grad_norm: 1.3131, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2613, loss/aux0: 2.2613 2020-10-18 20:29:04,406 - mmaction - INFO - Epoch [42][80/396] lr: 2.814e-01, eta: 1 day, 18:34:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6414, loss_cls: 2.6785, loss: 2.6785, grad_norm: 1.3419, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2611, loss/aux0: 2.2611 2020-10-18 20:29:05,352 - mmaction - INFO - Epoch [42][80/396] lr: 2.814e-01, eta: 1 day, 18:36:28, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6414, loss_cls: 2.6785, loss: 2.6785, grad_norm: 1.3467, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2740, loss/aux0: 2.2740 2020-10-18 20:29:41,771 - mmaction - INFO - Epoch [42][100/396] lr: 2.814e-01, eta: 1 day, 18:34:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6503, loss_cls: 2.7034, loss: 2.7034, grad_norm: 1.3212, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.3159, loss/aux0: 2.3159 2020-10-18 20:29:42,761 - mmaction - INFO - Epoch [42][100/396] lr: 2.814e-01, eta: 1 day, 18:36:00, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6503, loss_cls: 2.7034, loss: 2.7034, grad_norm: 1.3262, top1_acc/aux0: 0.4391, top5_acc/aux0: 0.7133, loss_cls/aux0: 2.3219, loss/aux0: 2.3219 2020-10-18 20:30:19,307 - mmaction - INFO - Epoch [42][120/396] lr: 2.814e-01, eta: 1 day, 18:33:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6443, loss_cls: 2.6874, loss: 2.6874, grad_norm: 1.3202, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7112, loss_cls/aux0: 2.3209, loss/aux0: 2.3209 2020-10-18 20:30:20,262 - mmaction - INFO - Epoch [42][120/396] lr: 2.814e-01, eta: 1 day, 18:35:31, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6443, loss_cls: 2.6874, loss: 2.6874, grad_norm: 1.3202, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7133, loss_cls/aux0: 2.3171, loss/aux0: 2.3171 2020-10-18 20:30:56,864 - mmaction - INFO - Epoch [42][140/396] lr: 2.814e-01, eta: 1 day, 18:33:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6385, loss_cls: 2.7186, loss: 2.7186, grad_norm: 1.2993, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2725, loss/aux0: 2.2725 2020-10-18 20:30:57,843 - mmaction - INFO - Epoch [42][140/396] lr: 2.814e-01, eta: 1 day, 18:35:02, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6385, loss_cls: 2.7186, loss: 2.7186, grad_norm: 1.3049, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2696, loss/aux0: 2.2696 2020-10-18 20:31:34,314 - mmaction - INFO - Epoch [42][160/396] lr: 2.814e-01, eta: 1 day, 18:32:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6341, loss_cls: 2.7136, loss: 2.7136, grad_norm: 1.2967, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2496, loss/aux0: 2.2496 2020-10-18 20:31:35,266 - mmaction - INFO - Epoch [42][160/396] lr: 2.814e-01, eta: 1 day, 18:34:33, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6341, loss_cls: 2.7136, loss: 2.7136, grad_norm: 1.2946, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2544, loss/aux0: 2.2544 2020-10-18 20:32:11,873 - mmaction - INFO - Epoch [42][180/396] lr: 2.814e-01, eta: 1 day, 18:32:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6448, loss_cls: 2.6833, loss: 2.6833, grad_norm: 1.3210, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.3054, loss/aux0: 2.3054 2020-10-18 20:32:12,843 - mmaction - INFO - Epoch [42][180/396] lr: 2.814e-01, eta: 1 day, 18:34:05, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6448, loss_cls: 2.6833, loss: 2.6833, grad_norm: 1.3175, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2945, loss/aux0: 2.2945 2020-10-18 20:32:49,354 - mmaction - INFO - Epoch [42][200/396] lr: 2.814e-01, eta: 1 day, 18:31:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6354, loss_cls: 2.7078, loss: 2.7078, grad_norm: 1.2705, top1_acc/aux0: 0.4596, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2552, loss/aux0: 2.2552 2020-10-18 20:32:50,305 - mmaction - INFO - Epoch [42][200/396] lr: 2.814e-01, eta: 1 day, 18:33:36, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6354, loss_cls: 2.7078, loss: 2.7078, grad_norm: 1.2763, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2602, loss/aux0: 2.2602 2020-10-18 20:33:26,905 - mmaction - INFO - Epoch [42][220/396] lr: 2.814e-01, eta: 1 day, 18:31:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6286, loss_cls: 2.7195, loss: 2.7195, grad_norm: 1.3259, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2538, loss/aux0: 2.2538 2020-10-18 20:33:27,901 - mmaction - INFO - Epoch [42][220/396] lr: 2.814e-01, eta: 1 day, 18:33:08, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3602, top5_acc: 0.6286, loss_cls: 2.7195, loss: 2.7195, grad_norm: 1.3267, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2610, loss/aux0: 2.2610 2020-10-18 20:34:04,485 - mmaction - INFO - Epoch [42][240/396] lr: 2.814e-01, eta: 1 day, 18:31:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6359, loss_cls: 2.7170, loss: 2.7170, grad_norm: 1.2990, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2444, loss/aux0: 2.2444 2020-10-18 20:34:05,450 - mmaction - INFO - Epoch [42][240/396] lr: 2.814e-01, eta: 1 day, 18:32:39, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6359, loss_cls: 2.7170, loss: 2.7170, grad_norm: 1.3080, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2381, loss/aux0: 2.2381 2020-10-18 20:34:41,989 - mmaction - INFO - Epoch [42][260/396] lr: 2.814e-01, eta: 1 day, 18:30:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6352, loss_cls: 2.6757, loss: 2.6757, grad_norm: 1.3339, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2903, loss/aux0: 2.2903 2020-10-18 20:34:42,970 - mmaction - INFO - Epoch [42][260/396] lr: 2.814e-01, eta: 1 day, 18:32:11, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6352, loss_cls: 2.6757, loss: 2.6757, grad_norm: 1.3307, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2927, loss/aux0: 2.2927 2020-10-18 20:35:19,586 - mmaction - INFO - Epoch [42][280/396] lr: 2.814e-01, eta: 1 day, 18:30:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6401, loss_cls: 2.6915, loss: 2.6915, grad_norm: 1.2893, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.2899, loss/aux0: 2.2899 2020-10-18 20:35:20,540 - mmaction - INFO - Epoch [42][280/396] lr: 2.814e-01, eta: 1 day, 18:31:43, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6401, loss_cls: 2.6915, loss: 2.6915, grad_norm: 1.2905, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.2890, loss/aux0: 2.2890 2020-10-18 20:35:57,067 - mmaction - INFO - Epoch [42][300/396] lr: 2.814e-01, eta: 1 day, 18:29:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6266, loss_cls: 2.7318, loss: 2.7318, grad_norm: 1.2930, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.3152, loss/aux0: 2.3152 2020-10-18 20:35:58,031 - mmaction - INFO - Epoch [42][300/396] lr: 2.814e-01, eta: 1 day, 18:31:14, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6266, loss_cls: 2.7318, loss: 2.7318, grad_norm: 1.2897, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3157, loss/aux0: 2.3157 2020-10-18 20:36:34,612 - mmaction - INFO - Epoch [42][320/396] lr: 2.814e-01, eta: 1 day, 18:29:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6263, loss_cls: 2.7081, loss: 2.7081, grad_norm: 1.3022, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3315, loss/aux0: 2.3315 2020-10-18 20:36:35,597 - mmaction - INFO - Epoch [42][320/396] lr: 2.814e-01, eta: 1 day, 18:30:45, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6263, loss_cls: 2.7081, loss: 2.7081, grad_norm: 1.3019, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3338, loss/aux0: 2.3338 2020-10-18 20:37:12,227 - mmaction - INFO - Epoch [42][340/396] lr: 2.814e-01, eta: 1 day, 18:28:41, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6388, loss_cls: 2.6547, loss: 2.6547, grad_norm: 1.3052, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2695, loss/aux0: 2.2695 2020-10-18 20:37:13,177 - mmaction - INFO - Epoch [42][340/396] lr: 2.814e-01, eta: 1 day, 18:30:17, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6388, loss_cls: 2.6547, loss: 2.6547, grad_norm: 1.3060, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2593, loss/aux0: 2.2593 2020-10-18 20:37:49,841 - mmaction - INFO - Epoch [42][360/396] lr: 2.814e-01, eta: 1 day, 18:28:13, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6273, loss_cls: 2.7303, loss: 2.7303, grad_norm: 1.3094, top1_acc/aux0: 0.4453, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.3094, loss/aux0: 2.3094 2020-10-18 20:37:50,853 - mmaction - INFO - Epoch [42][360/396] lr: 2.814e-01, eta: 1 day, 18:29:49, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6273, loss_cls: 2.7303, loss: 2.7303, grad_norm: 1.3065, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.3071, loss/aux0: 2.3071 2020-10-18 20:38:27,348 - mmaction - INFO - Epoch [42][380/396] lr: 2.814e-01, eta: 1 day, 18:27:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6253, loss_cls: 2.7389, loss: 2.7389, grad_norm: 1.3194, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2358, loss/aux0: 2.2358 2020-10-18 20:38:28,353 - mmaction - INFO - Epoch [42][380/396] lr: 2.814e-01, eta: 1 day, 18:29:21, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6253, loss_cls: 2.7389, loss: 2.7389, grad_norm: 1.3164, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2444, loss/aux0: 2.2444 2020-10-18 20:42:57,900 - mmaction - INFO - Epoch [43][20/396] lr: 2.805e-01, eta: 1 day, 18:24:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6206, loss_cls: 2.7707, loss: 2.7707, grad_norm: 1.2874, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7072, loss_cls/aux0: 2.3302, loss/aux0: 2.3302 2020-10-18 20:42:58,863 - mmaction - INFO - Epoch [43][20/396] lr: 2.805e-01, eta: 1 day, 18:25:55, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6206, loss_cls: 2.7707, loss: 2.7707, grad_norm: 1.2875, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.3281, loss/aux0: 2.3281 2020-10-18 20:43:35,327 - mmaction - INFO - Epoch [43][40/396] lr: 2.805e-01, eta: 1 day, 18:23:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6339, loss_cls: 2.7022, loss: 2.7022, grad_norm: 1.3163, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.3157, loss/aux0: 2.3157 2020-10-18 20:43:36,237 - mmaction - INFO - Epoch [43][40/396] lr: 2.805e-01, eta: 1 day, 18:25:26, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6339, loss_cls: 2.7022, loss: 2.7022, grad_norm: 1.3180, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.3162, loss/aux0: 2.3162 2020-10-18 20:44:12,782 - mmaction - INFO - Epoch [43][60/396] lr: 2.805e-01, eta: 1 day, 18:23:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6419, loss_cls: 2.6867, loss: 2.6867, grad_norm: 1.3120, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.3060, loss/aux0: 2.3060 2020-10-18 20:44:13,756 - mmaction - INFO - Epoch [43][60/396] lr: 2.805e-01, eta: 1 day, 18:24:57, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6419, loss_cls: 2.6867, loss: 2.6867, grad_norm: 1.3121, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.3045, loss/aux0: 2.3045 2020-10-18 20:44:50,128 - mmaction - INFO - Epoch [43][80/396] lr: 2.805e-01, eta: 1 day, 18:22:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3687, top5_acc: 0.6461, loss_cls: 2.6397, loss: 2.6397, grad_norm: 1.3108, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3045, loss/aux0: 2.3045 2020-10-18 20:44:51,133 - mmaction - INFO - Epoch [43][80/396] lr: 2.805e-01, eta: 1 day, 18:24:28, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3687, top5_acc: 0.6461, loss_cls: 2.6397, loss: 2.6397, grad_norm: 1.3142, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.2985, loss/aux0: 2.2985 2020-10-18 20:45:27,797 - mmaction - INFO - Epoch [43][100/396] lr: 2.805e-01, eta: 1 day, 18:22:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6440, loss_cls: 2.6658, loss: 2.6658, grad_norm: 1.3329, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2315, loss/aux0: 2.2315 2020-10-18 20:45:28,815 - mmaction - INFO - Epoch [43][100/396] lr: 2.805e-01, eta: 1 day, 18:24:00, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3594, top5_acc: 0.6440, loss_cls: 2.6658, loss: 2.6658, grad_norm: 1.3384, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2429, loss/aux0: 2.2429 2020-10-18 20:46:05,463 - mmaction - INFO - Epoch [43][120/396] lr: 2.805e-01, eta: 1 day, 18:21:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6302, loss_cls: 2.7397, loss: 2.7397, grad_norm: 1.3319, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3186, loss/aux0: 2.3186 2020-10-18 20:46:06,412 - mmaction - INFO - Epoch [43][120/396] lr: 2.805e-01, eta: 1 day, 18:23:32, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3500, top5_acc: 0.6302, loss_cls: 2.7397, loss: 2.7397, grad_norm: 1.3310, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3113, loss/aux0: 2.3113 2020-10-18 20:46:43,029 - mmaction - INFO - Epoch [43][140/396] lr: 2.805e-01, eta: 1 day, 18:21:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6443, loss_cls: 2.6827, loss: 2.6827, grad_norm: 1.3193, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2881, loss/aux0: 2.2881 2020-10-18 20:46:43,998 - mmaction - INFO - Epoch [43][140/396] lr: 2.805e-01, eta: 1 day, 18:23:04, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3628, top5_acc: 0.6443, loss_cls: 2.6827, loss: 2.6827, grad_norm: 1.3178, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2963, loss/aux0: 2.2963 2020-10-18 20:47:20,559 - mmaction - INFO - Epoch [43][160/396] lr: 2.805e-01, eta: 1 day, 18:21:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6240, loss_cls: 2.7929, loss: 2.7929, grad_norm: 1.3025, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3293, loss/aux0: 2.3293 2020-10-18 20:47:21,521 - mmaction - INFO - Epoch [43][160/396] lr: 2.805e-01, eta: 1 day, 18:22:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3503, top5_acc: 0.6240, loss_cls: 2.7929, loss: 2.7929, grad_norm: 1.3114, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3360, loss/aux0: 2.3360 2020-10-18 20:47:58,033 - mmaction - INFO - Epoch [43][180/396] lr: 2.805e-01, eta: 1 day, 18:20:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6349, loss_cls: 2.6932, loss: 2.6932, grad_norm: 1.3066, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2482, loss/aux0: 2.2482 2020-10-18 20:47:59,036 - mmaction - INFO - Epoch [43][180/396] lr: 2.805e-01, eta: 1 day, 18:22:07, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6349, loss_cls: 2.6932, loss: 2.6932, grad_norm: 1.3177, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2581, loss/aux0: 2.2581 2020-10-18 20:48:35,425 - mmaction - INFO - Epoch [43][200/396] lr: 2.805e-01, eta: 1 day, 18:20:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6380, loss_cls: 2.7083, loss: 2.7083, grad_norm: 1.3051, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.3168, loss/aux0: 2.3168 2020-10-18 20:48:36,406 - mmaction - INFO - Epoch [43][200/396] lr: 2.805e-01, eta: 1 day, 18:21:37, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3591, top5_acc: 0.6380, loss_cls: 2.7083, loss: 2.7083, grad_norm: 1.3016, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2946, loss/aux0: 2.2946 2020-10-18 20:49:13,019 - mmaction - INFO - Epoch [43][220/396] lr: 2.805e-01, eta: 1 day, 18:19:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6284, loss_cls: 2.7650, loss: 2.7650, grad_norm: 1.3238, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2924, loss/aux0: 2.2924 2020-10-18 20:49:13,981 - mmaction - INFO - Epoch [43][220/396] lr: 2.805e-01, eta: 1 day, 18:21:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3516, top5_acc: 0.6284, loss_cls: 2.7650, loss: 2.7650, grad_norm: 1.3223, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2899, loss/aux0: 2.2899 2020-10-18 20:49:50,660 - mmaction - INFO - Epoch [43][240/396] lr: 2.805e-01, eta: 1 day, 18:19:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6406, loss_cls: 2.6573, loss: 2.6573, grad_norm: 1.3281, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2684, loss/aux0: 2.2684 2020-10-18 20:49:51,638 - mmaction - INFO - Epoch [43][240/396] lr: 2.805e-01, eta: 1 day, 18:20:42, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6406, loss_cls: 2.6573, loss: 2.6573, grad_norm: 1.3317, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2802, loss/aux0: 2.2802 2020-10-18 20:50:28,249 - mmaction - INFO - Epoch [43][260/396] lr: 2.805e-01, eta: 1 day, 18:18:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6310, loss_cls: 2.7184, loss: 2.7184, grad_norm: 1.2945, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2544, loss/aux0: 2.2544 2020-10-18 20:50:29,259 - mmaction - INFO - Epoch [43][260/396] lr: 2.805e-01, eta: 1 day, 18:20:13, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6310, loss_cls: 2.7184, loss: 2.7184, grad_norm: 1.2963, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2407, loss/aux0: 2.2407 2020-10-18 20:51:05,904 - mmaction - INFO - Epoch [43][280/396] lr: 2.805e-01, eta: 1 day, 18:18:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6320, loss_cls: 2.7124, loss: 2.7124, grad_norm: 1.3067, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2655, loss/aux0: 2.2655 2020-10-18 20:51:06,849 - mmaction - INFO - Epoch [43][280/396] lr: 2.805e-01, eta: 1 day, 18:19:44, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6320, loss_cls: 2.7124, loss: 2.7124, grad_norm: 1.3034, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2589, loss/aux0: 2.2589 2020-10-18 20:51:43,519 - mmaction - INFO - Epoch [43][300/396] lr: 2.805e-01, eta: 1 day, 18:17:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6422, loss_cls: 2.6913, loss: 2.6913, grad_norm: 1.3186, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2840, loss/aux0: 2.2840 2020-10-18 20:51:44,522 - mmaction - INFO - Epoch [43][300/396] lr: 2.805e-01, eta: 1 day, 18:19:16, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6422, loss_cls: 2.6913, loss: 2.6913, grad_norm: 1.3152, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2965, loss/aux0: 2.2965 2020-10-18 20:52:21,110 - mmaction - INFO - Epoch [43][320/396] lr: 2.805e-01, eta: 1 day, 18:17:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3526, top5_acc: 0.6266, loss_cls: 2.7482, loss: 2.7482, grad_norm: 1.2990, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2571, loss/aux0: 2.2571 2020-10-18 20:52:22,066 - mmaction - INFO - Epoch [43][320/396] lr: 2.805e-01, eta: 1 day, 18:18:48, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3526, top5_acc: 0.6266, loss_cls: 2.7482, loss: 2.7482, grad_norm: 1.2983, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2540, loss/aux0: 2.2540 2020-10-18 20:52:58,691 - mmaction - INFO - Epoch [43][340/396] lr: 2.805e-01, eta: 1 day, 18:16:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6477, loss_cls: 2.6591, loss: 2.6591, grad_norm: 1.2938, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2936, loss/aux0: 2.2936 2020-10-18 20:52:59,644 - mmaction - INFO - Epoch [43][340/396] lr: 2.805e-01, eta: 1 day, 18:18:19, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6477, loss_cls: 2.6591, loss: 2.6591, grad_norm: 1.2939, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2928, loss/aux0: 2.2928 2020-10-18 20:53:36,138 - mmaction - INFO - Epoch [43][360/396] lr: 2.805e-01, eta: 1 day, 18:16:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6505, loss_cls: 2.6958, loss: 2.6958, grad_norm: 1.2979, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.2943, loss/aux0: 2.2943 2020-10-18 20:53:37,109 - mmaction - INFO - Epoch [43][360/396] lr: 2.805e-01, eta: 1 day, 18:17:49, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6505, loss_cls: 2.6958, loss: 2.6958, grad_norm: 1.2933, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.2874, loss/aux0: 2.2874 2020-10-18 20:54:13,640 - mmaction - INFO - Epoch [43][380/396] lr: 2.805e-01, eta: 1 day, 18:15:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6477, loss_cls: 2.6700, loss: 2.6700, grad_norm: 1.3139, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7133, loss_cls/aux0: 2.3051, loss/aux0: 2.3051 2020-10-18 20:54:14,627 - mmaction - INFO - Epoch [43][380/396] lr: 2.805e-01, eta: 1 day, 18:17:20, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6477, loss_cls: 2.6700, loss: 2.6700, grad_norm: 1.3188, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7104, loss_cls/aux0: 2.3177, loss/aux0: 2.3177 2020-10-18 20:58:45,931 - mmaction - INFO - Epoch [44][20/396] lr: 2.796e-01, eta: 1 day, 18:12:26, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6555, loss_cls: 2.5790, loss: 2.5790, grad_norm: 1.3372, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7220, loss_cls/aux0: 2.3184, loss/aux0: 2.3184 2020-10-18 20:58:46,886 - mmaction - INFO - Epoch [44][20/396] lr: 2.796e-01, eta: 1 day, 18:13:59, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6555, loss_cls: 2.5790, loss: 2.5790, grad_norm: 1.3393, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.3074, loss/aux0: 2.3074 2020-10-18 20:59:23,213 - mmaction - INFO - Epoch [44][40/396] lr: 2.796e-01, eta: 1 day, 18:11:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6531, loss_cls: 2.5930, loss: 2.5930, grad_norm: 1.3528, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.2869, loss/aux0: 2.2869 2020-10-18 20:59:24,238 - mmaction - INFO - Epoch [44][40/396] lr: 2.796e-01, eta: 1 day, 18:13:29, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6531, loss_cls: 2.5930, loss: 2.5930, grad_norm: 1.3533, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.2966, loss/aux0: 2.2966 2020-10-18 21:00:00,831 - mmaction - INFO - Epoch [44][60/396] lr: 2.796e-01, eta: 1 day, 18:11:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6411, loss_cls: 2.6447, loss: 2.6447, grad_norm: 1.3131, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2679, loss/aux0: 2.2679 2020-10-18 21:00:01,860 - mmaction - INFO - Epoch [44][60/396] lr: 2.796e-01, eta: 1 day, 18:13:01, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3727, top5_acc: 0.6411, loss_cls: 2.6447, loss: 2.6447, grad_norm: 1.3155, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2702, loss/aux0: 2.2702 2020-10-18 21:00:44,279 - mmaction - INFO - Epoch [44][80/396] lr: 2.796e-01, eta: 1 day, 18:11:00, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6432, loss_cls: 2.6568, loss: 2.6568, grad_norm: 1.3329, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3286, loss/aux0: 2.3286 2020-10-18 21:00:45,291 - mmaction - INFO - Epoch [44][80/396] lr: 2.796e-01, eta: 1 day, 18:12:33, time: 0.942, data_time: 0.008, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6432, loss_cls: 2.6568, loss: 2.6568, grad_norm: 1.3319, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3271, loss/aux0: 2.3271 2020-10-18 21:01:21,883 - mmaction - INFO - Epoch [44][100/396] lr: 2.796e-01, eta: 1 day, 18:10:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3706, top5_acc: 0.6435, loss_cls: 2.6791, loss: 2.6791, grad_norm: 1.3091, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7039, loss_cls/aux0: 2.3465, loss/aux0: 2.3465 2020-10-18 21:01:22,841 - mmaction - INFO - Epoch [44][100/396] lr: 2.796e-01, eta: 1 day, 18:12:04, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3706, top5_acc: 0.6435, loss_cls: 2.6791, loss: 2.6791, grad_norm: 1.3125, top1_acc/aux0: 0.4372, top5_acc/aux0: 0.7018, loss_cls/aux0: 2.3526, loss/aux0: 2.3526 2020-10-18 21:01:59,523 - mmaction - INFO - Epoch [44][120/396] lr: 2.796e-01, eta: 1 day, 18:10:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6313, loss_cls: 2.7415, loss: 2.7415, grad_norm: 1.3363, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3392, loss/aux0: 2.3392 2020-10-18 21:02:00,471 - mmaction - INFO - Epoch [44][120/396] lr: 2.796e-01, eta: 1 day, 18:11:35, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6313, loss_cls: 2.7415, loss: 2.7415, grad_norm: 1.3287, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.3213, loss/aux0: 2.3213 2020-10-18 21:02:37,082 - mmaction - INFO - Epoch [44][140/396] lr: 2.796e-01, eta: 1 day, 18:09:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6380, loss_cls: 2.7146, loss: 2.7146, grad_norm: 1.2930, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2521, loss/aux0: 2.2521 2020-10-18 21:02:38,047 - mmaction - INFO - Epoch [44][140/396] lr: 2.796e-01, eta: 1 day, 18:11:06, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6380, loss_cls: 2.7146, loss: 2.7146, grad_norm: 1.2911, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2632, loss/aux0: 2.2632 2020-10-18 21:03:14,619 - mmaction - INFO - Epoch [44][160/396] lr: 2.796e-01, eta: 1 day, 18:09:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6440, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.3159, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7190, loss_cls/aux0: 2.3012, loss/aux0: 2.3012 2020-10-18 21:03:15,564 - mmaction - INFO - Epoch [44][160/396] lr: 2.796e-01, eta: 1 day, 18:10:37, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6440, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.3182, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7187, loss_cls/aux0: 2.3039, loss/aux0: 2.3039 2020-10-18 21:03:52,133 - mmaction - INFO - Epoch [44][180/396] lr: 2.796e-01, eta: 1 day, 18:08:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6370, loss_cls: 2.6789, loss: 2.6789, grad_norm: 1.3272, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2496, loss/aux0: 2.2496 2020-10-18 21:03:53,103 - mmaction - INFO - Epoch [44][180/396] lr: 2.796e-01, eta: 1 day, 18:10:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6370, loss_cls: 2.6789, loss: 2.6789, grad_norm: 1.3281, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2424, loss/aux0: 2.2424 2020-10-18 21:04:29,713 - mmaction - INFO - Epoch [44][200/396] lr: 2.796e-01, eta: 1 day, 18:08:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6349, loss_cls: 2.6949, loss: 2.6949, grad_norm: 1.3274, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2781, loss/aux0: 2.2781 2020-10-18 21:04:30,729 - mmaction - INFO - Epoch [44][200/396] lr: 2.796e-01, eta: 1 day, 18:09:41, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6349, loss_cls: 2.6949, loss: 2.6949, grad_norm: 1.3239, top1_acc/aux0: 0.4453, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.2869, loss/aux0: 2.2869 2020-10-18 21:05:07,457 - mmaction - INFO - Epoch [44][220/396] lr: 2.796e-01, eta: 1 day, 18:07:41, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6375, loss_cls: 2.6951, loss: 2.6951, grad_norm: 1.3577, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2481, loss/aux0: 2.2481 2020-10-18 21:05:08,400 - mmaction - INFO - Epoch [44][220/396] lr: 2.796e-01, eta: 1 day, 18:09:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6375, loss_cls: 2.6951, loss: 2.6951, grad_norm: 1.3613, top1_acc/aux0: 0.4453, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2530, loss/aux0: 2.2530 2020-10-18 21:05:44,941 - mmaction - INFO - Epoch [44][240/396] lr: 2.796e-01, eta: 1 day, 18:07:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6344, loss_cls: 2.7216, loss: 2.7216, grad_norm: 1.2746, top1_acc/aux0: 0.4411, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2805, loss/aux0: 2.2805 2020-10-18 21:05:45,866 - mmaction - INFO - Epoch [44][240/396] lr: 2.796e-01, eta: 1 day, 18:08:43, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6344, loss_cls: 2.7216, loss: 2.7216, grad_norm: 1.2692, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2631, loss/aux0: 2.2631 2020-10-18 21:06:22,473 - mmaction - INFO - Epoch [44][260/396] lr: 2.796e-01, eta: 1 day, 18:06:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6378, loss_cls: 2.6905, loss: 2.6905, grad_norm: 1.3408, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2916, loss/aux0: 2.2916 2020-10-18 21:06:23,443 - mmaction - INFO - Epoch [44][260/396] lr: 2.796e-01, eta: 1 day, 18:08:14, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6378, loss_cls: 2.6905, loss: 2.6905, grad_norm: 1.3355, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7151, loss_cls/aux0: 2.3095, loss/aux0: 2.3095 2020-10-18 21:07:00,025 - mmaction - INFO - Epoch [44][280/396] lr: 2.796e-01, eta: 1 day, 18:06:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3578, top5_acc: 0.6299, loss_cls: 2.7338, loss: 2.7338, grad_norm: 1.3009, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2889, loss/aux0: 2.2889 2020-10-18 21:07:00,990 - mmaction - INFO - Epoch [44][280/396] lr: 2.796e-01, eta: 1 day, 18:07:46, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3578, top5_acc: 0.6299, loss_cls: 2.7338, loss: 2.7338, grad_norm: 1.3021, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.2823, loss/aux0: 2.2823 2020-10-18 21:07:37,585 - mmaction - INFO - Epoch [44][300/396] lr: 2.796e-01, eta: 1 day, 18:05:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6346, loss_cls: 2.7054, loss: 2.7054, grad_norm: 1.2903, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2567, loss/aux0: 2.2567 2020-10-18 21:07:38,563 - mmaction - INFO - Epoch [44][300/396] lr: 2.796e-01, eta: 1 day, 18:07:17, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6346, loss_cls: 2.7054, loss: 2.7054, grad_norm: 1.2849, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2542, loss/aux0: 2.2542 2020-10-18 21:08:15,138 - mmaction - INFO - Epoch [44][320/396] lr: 2.796e-01, eta: 1 day, 18:05:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3576, top5_acc: 0.6203, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.3100, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.2835, loss/aux0: 2.2835 2020-10-18 21:08:16,138 - mmaction - INFO - Epoch [44][320/396] lr: 2.796e-01, eta: 1 day, 18:06:49, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3576, top5_acc: 0.6203, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2989, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.2764, loss/aux0: 2.2764 2020-10-18 21:08:52,751 - mmaction - INFO - Epoch [44][340/396] lr: 2.796e-01, eta: 1 day, 18:04:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6375, loss_cls: 2.6953, loss: 2.6953, grad_norm: 1.3149, top1_acc/aux0: 0.4393, top5_acc/aux0: 0.7161, loss_cls/aux0: 2.3245, loss/aux0: 2.3245 2020-10-18 21:08:53,760 - mmaction - INFO - Epoch [44][340/396] lr: 2.796e-01, eta: 1 day, 18:06:19, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6375, loss_cls: 2.6953, loss: 2.6953, grad_norm: 1.3105, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.3229, loss/aux0: 2.3229 2020-10-18 21:09:30,344 - mmaction - INFO - Epoch [44][360/396] lr: 2.796e-01, eta: 1 day, 18:04:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6453, loss_cls: 2.6725, loss: 2.6725, grad_norm: 1.3199, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2673, loss/aux0: 2.2673 2020-10-18 21:09:31,338 - mmaction - INFO - Epoch [44][360/396] lr: 2.796e-01, eta: 1 day, 18:05:49, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6453, loss_cls: 2.6725, loss: 2.6725, grad_norm: 1.3265, top1_acc/aux0: 0.4354, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2883, loss/aux0: 2.2883 2020-10-18 21:10:08,074 - mmaction - INFO - Epoch [44][380/396] lr: 2.796e-01, eta: 1 day, 18:03:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6341, loss_cls: 2.7385, loss: 2.7385, grad_norm: 1.3255, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.3097, loss/aux0: 2.3097 2020-10-18 21:10:09,065 - mmaction - INFO - Epoch [44][380/396] lr: 2.796e-01, eta: 1 day, 18:05:21, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3495, top5_acc: 0.6341, loss_cls: 2.7385, loss: 2.7385, grad_norm: 1.3276, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2967, loss/aux0: 2.2967 2020-10-18 21:15:16,654 - mmaction - INFO - Epoch [45][20/396] lr: 2.787e-01, eta: 1 day, 18:00:32, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6255, loss_cls: 2.7556, loss: 2.7556, grad_norm: 1.3168, top1_acc/aux0: 0.4476, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.3263, loss/aux0: 2.3263 2020-10-18 21:15:17,641 - mmaction - INFO - Epoch [45][20/396] lr: 2.787e-01, eta: 1 day, 18:02:02, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.3547, top5_acc: 0.6255, loss_cls: 2.7556, loss: 2.7556, grad_norm: 1.3177, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.3395, loss/aux0: 2.3395 2020-10-18 21:15:54,105 - mmaction - INFO - Epoch [45][40/396] lr: 2.787e-01, eta: 1 day, 18:00:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6458, loss_cls: 2.6409, loss: 2.6409, grad_norm: 1.3154, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2687, loss/aux0: 2.2687 2020-10-18 21:15:55,047 - mmaction - INFO - Epoch [45][40/396] lr: 2.787e-01, eta: 1 day, 18:01:33, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6458, loss_cls: 2.6409, loss: 2.6409, grad_norm: 1.3105, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2572, loss/aux0: 2.2572 2020-10-18 21:16:31,546 - mmaction - INFO - Epoch [45][60/396] lr: 2.787e-01, eta: 1 day, 17:59:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3760, top5_acc: 0.6427, loss_cls: 2.6939, loss: 2.6939, grad_norm: 1.3229, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2701, loss/aux0: 2.2701 2020-10-18 21:16:32,557 - mmaction - INFO - Epoch [45][60/396] lr: 2.787e-01, eta: 1 day, 18:01:03, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.3760, top5_acc: 0.6427, loss_cls: 2.6939, loss: 2.6939, grad_norm: 1.3218, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2719, loss/aux0: 2.2719 2020-10-18 21:17:08,983 - mmaction - INFO - Epoch [45][80/396] lr: 2.787e-01, eta: 1 day, 17:59:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6266, loss_cls: 2.6942, loss: 2.6942, grad_norm: 1.3164, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2792, loss/aux0: 2.2792 2020-10-18 21:17:09,966 - mmaction - INFO - Epoch [45][80/396] lr: 2.787e-01, eta: 1 day, 18:00:34, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6266, loss_cls: 2.6942, loss: 2.6942, grad_norm: 1.3106, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2620, loss/aux0: 2.2620 2020-10-18 21:17:46,474 - mmaction - INFO - Epoch [45][100/396] lr: 2.787e-01, eta: 1 day, 17:58:35, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6310, loss_cls: 2.6930, loss: 2.6930, grad_norm: 1.3387, top1_acc/aux0: 0.4414, top5_acc/aux0: 0.7078, loss_cls/aux0: 2.3195, loss/aux0: 2.3195 2020-10-18 21:17:47,461 - mmaction - INFO - Epoch [45][100/396] lr: 2.787e-01, eta: 1 day, 18:00:05, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6310, loss_cls: 2.6930, loss: 2.6930, grad_norm: 1.3329, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3261, loss/aux0: 2.3261 2020-10-18 21:18:24,081 - mmaction - INFO - Epoch [45][120/396] lr: 2.787e-01, eta: 1 day, 17:58:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6344, loss_cls: 2.7046, loss: 2.7046, grad_norm: 1.3047, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7125, loss_cls/aux0: 2.3140, loss/aux0: 2.3140 2020-10-18 21:18:25,090 - mmaction - INFO - Epoch [45][120/396] lr: 2.787e-01, eta: 1 day, 17:59:37, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6344, loss_cls: 2.7046, loss: 2.7046, grad_norm: 1.3036, top1_acc/aux0: 0.4451, top5_acc/aux0: 0.7128, loss_cls/aux0: 2.3194, loss/aux0: 2.3194 2020-10-18 21:19:01,717 - mmaction - INFO - Epoch [45][140/396] lr: 2.787e-01, eta: 1 day, 17:57:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6440, loss_cls: 2.6693, loss: 2.6693, grad_norm: 1.3411, top1_acc/aux0: 0.4422, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2868, loss/aux0: 2.2868 2020-10-18 21:19:02,690 - mmaction - INFO - Epoch [45][140/396] lr: 2.787e-01, eta: 1 day, 17:59:07, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6440, loss_cls: 2.6693, loss: 2.6693, grad_norm: 1.3392, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.2892, loss/aux0: 2.2892 2020-10-18 21:19:39,460 - mmaction - INFO - Epoch [45][160/396] lr: 2.787e-01, eta: 1 day, 17:57:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6531, loss_cls: 2.6017, loss: 2.6017, grad_norm: 1.3384, top1_acc/aux0: 0.4365, top5_acc/aux0: 0.7102, loss_cls/aux0: 2.3353, loss/aux0: 2.3353 2020-10-18 21:19:40,408 - mmaction - INFO - Epoch [45][160/396] lr: 2.787e-01, eta: 1 day, 17:58:38, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6531, loss_cls: 2.6017, loss: 2.6017, grad_norm: 1.3443, top1_acc/aux0: 0.4370, top5_acc/aux0: 0.7107, loss_cls/aux0: 2.3356, loss/aux0: 2.3356 2020-10-18 21:20:17,085 - mmaction - INFO - Epoch [45][180/396] lr: 2.787e-01, eta: 1 day, 17:56:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6482, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.3417, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2432, loss/aux0: 2.2432 2020-10-18 21:20:18,062 - mmaction - INFO - Epoch [45][180/396] lr: 2.787e-01, eta: 1 day, 17:58:10, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6482, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.3434, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2392, loss/aux0: 2.2392 2020-10-18 21:20:54,761 - mmaction - INFO - Epoch [45][200/396] lr: 2.787e-01, eta: 1 day, 17:56:12, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6240, loss_cls: 2.7425, loss: 2.7425, grad_norm: 1.3260, top1_acc/aux0: 0.4492, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2570, loss/aux0: 2.2570 2020-10-18 21:20:55,718 - mmaction - INFO - Epoch [45][200/396] lr: 2.787e-01, eta: 1 day, 17:57:42, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6240, loss_cls: 2.7425, loss: 2.7425, grad_norm: 1.3240, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2570, loss/aux0: 2.2570 2020-10-18 21:21:32,239 - mmaction - INFO - Epoch [45][220/396] lr: 2.787e-01, eta: 1 day, 17:55:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6539, loss_cls: 2.6268, loss: 2.6268, grad_norm: 1.3108, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3100, loss/aux0: 2.3100 2020-10-18 21:21:33,214 - mmaction - INFO - Epoch [45][220/396] lr: 2.787e-01, eta: 1 day, 17:57:12, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6539, loss_cls: 2.6268, loss: 2.6268, grad_norm: 1.3136, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.2988, loss/aux0: 2.2988 2020-10-18 21:22:09,863 - mmaction - INFO - Epoch [45][240/396] lr: 2.787e-01, eta: 1 day, 17:55:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6328, loss_cls: 2.6980, loss: 2.6980, grad_norm: 1.3255, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2958, loss/aux0: 2.2958 2020-10-18 21:22:10,839 - mmaction - INFO - Epoch [45][240/396] lr: 2.787e-01, eta: 1 day, 17:56:43, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6328, loss_cls: 2.6980, loss: 2.6980, grad_norm: 1.3303, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.3088, loss/aux0: 2.3088 2020-10-18 21:22:47,518 - mmaction - INFO - Epoch [45][260/396] lr: 2.787e-01, eta: 1 day, 17:54:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6536, loss_cls: 2.6714, loss: 2.6714, grad_norm: 1.3364, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2643, loss/aux0: 2.2643 2020-10-18 21:22:48,694 - mmaction - INFO - Epoch [45][260/396] lr: 2.787e-01, eta: 1 day, 17:56:16, time: 0.954, data_time: 0.002, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6536, loss_cls: 2.6714, loss: 2.6714, grad_norm: 1.3446, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2665, loss/aux0: 2.2665 2020-10-18 21:23:25,334 - mmaction - INFO - Epoch [45][280/396] lr: 2.787e-01, eta: 1 day, 17:54:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6307, loss_cls: 2.7221, loss: 2.7221, grad_norm: 1.3057, top1_acc/aux0: 0.4404, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2694, loss/aux0: 2.2694 2020-10-18 21:23:26,278 - mmaction - INFO - Epoch [45][280/396] lr: 2.787e-01, eta: 1 day, 17:55:46, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6307, loss_cls: 2.7221, loss: 2.7221, grad_norm: 1.3045, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2593, loss/aux0: 2.2593 2020-10-18 21:24:02,808 - mmaction - INFO - Epoch [45][300/396] lr: 2.787e-01, eta: 1 day, 17:53:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3750, top5_acc: 0.6510, loss_cls: 2.6590, loss: 2.6590, grad_norm: 1.2914, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.3080, loss/aux0: 2.3080 2020-10-18 21:24:03,764 - mmaction - INFO - Epoch [45][300/396] lr: 2.787e-01, eta: 1 day, 17:55:17, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3750, top5_acc: 0.6510, loss_cls: 2.6590, loss: 2.6590, grad_norm: 1.2957, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.3115, loss/aux0: 2.3115 2020-10-18 21:24:40,340 - mmaction - INFO - Epoch [45][320/396] lr: 2.787e-01, eta: 1 day, 17:53:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3562, top5_acc: 0.6281, loss_cls: 2.7735, loss: 2.7735, grad_norm: 1.3172, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2047, loss/aux0: 2.2047 2020-10-18 21:24:41,303 - mmaction - INFO - Epoch [45][320/396] lr: 2.787e-01, eta: 1 day, 17:54:48, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3562, top5_acc: 0.6281, loss_cls: 2.7735, loss: 2.7735, grad_norm: 1.3179, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2123, loss/aux0: 2.2123 2020-10-18 21:25:17,864 - mmaction - INFO - Epoch [45][340/396] lr: 2.787e-01, eta: 1 day, 17:52:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6190, loss_cls: 2.7470, loss: 2.7470, grad_norm: 1.3268, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2335, loss/aux0: 2.2335 2020-10-18 21:25:18,837 - mmaction - INFO - Epoch [45][340/396] lr: 2.787e-01, eta: 1 day, 17:54:18, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6190, loss_cls: 2.7470, loss: 2.7470, grad_norm: 1.3304, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2296, loss/aux0: 2.2296 2020-10-18 21:25:55,504 - mmaction - INFO - Epoch [45][360/396] lr: 2.787e-01, eta: 1 day, 17:52:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6380, loss_cls: 2.6898, loss: 2.6898, grad_norm: 1.3097, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2610, loss/aux0: 2.2610 2020-10-18 21:25:56,499 - mmaction - INFO - Epoch [45][360/396] lr: 2.787e-01, eta: 1 day, 17:53:50, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3620, top5_acc: 0.6380, loss_cls: 2.6898, loss: 2.6898, grad_norm: 1.3163, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.2586, loss/aux0: 2.2586 2020-10-18 21:26:33,153 - mmaction - INFO - Epoch [45][380/396] lr: 2.787e-01, eta: 1 day, 17:51:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6365, loss_cls: 2.6969, loss: 2.6969, grad_norm: 1.3202, top1_acc/aux0: 0.4443, top5_acc/aux0: 0.7167, loss_cls/aux0: 2.3273, loss/aux0: 2.3273 2020-10-18 21:26:34,125 - mmaction - INFO - Epoch [45][380/396] lr: 2.787e-01, eta: 1 day, 17:53:21, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6365, loss_cls: 2.6969, loss: 2.6969, grad_norm: 1.3150, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.3131, loss/aux0: 2.3131 2020-10-18 21:31:32,613 - mmaction - INFO - Epoch [46][20/396] lr: 2.777e-01, eta: 1 day, 17:48:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6560, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.3383, top1_acc/aux0: 0.4608, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.2218, loss/aux0: 2.2218 2020-10-18 21:31:33,582 - mmaction - INFO - Epoch [46][20/396] lr: 2.777e-01, eta: 1 day, 17:50:06, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6560, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.3353, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.2253, loss/aux0: 2.2253 2020-10-18 21:32:09,918 - mmaction - INFO - Epoch [46][40/396] lr: 2.777e-01, eta: 1 day, 17:48:08, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6432, loss_cls: 2.6732, loss: 2.6732, grad_norm: 1.3166, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2789, loss/aux0: 2.2789 2020-10-18 21:32:10,882 - mmaction - INFO - Epoch [46][40/396] lr: 2.777e-01, eta: 1 day, 17:49:36, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6432, loss_cls: 2.6732, loss: 2.6732, grad_norm: 1.3191, top1_acc/aux0: 0.4484, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2701, loss/aux0: 2.2701 2020-10-18 21:32:47,339 - mmaction - INFO - Epoch [46][60/396] lr: 2.777e-01, eta: 1 day, 17:47:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6362, loss_cls: 2.7082, loss: 2.7082, grad_norm: 1.3070, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2484, loss/aux0: 2.2484 2020-10-18 21:32:48,293 - mmaction - INFO - Epoch [46][60/396] lr: 2.777e-01, eta: 1 day, 17:49:06, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3555, top5_acc: 0.6362, loss_cls: 2.7082, loss: 2.7082, grad_norm: 1.3192, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2747, loss/aux0: 2.2747 2020-10-18 21:33:24,825 - mmaction - INFO - Epoch [46][80/396] lr: 2.777e-01, eta: 1 day, 17:47:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6297, loss_cls: 2.6943, loss: 2.6943, grad_norm: 1.3045, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.2720, loss/aux0: 2.2720 2020-10-18 21:33:25,771 - mmaction - INFO - Epoch [46][80/396] lr: 2.777e-01, eta: 1 day, 17:48:36, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6297, loss_cls: 2.6943, loss: 2.6943, grad_norm: 1.3024, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2570, loss/aux0: 2.2570 2020-10-18 21:34:02,207 - mmaction - INFO - Epoch [46][100/396] lr: 2.777e-01, eta: 1 day, 17:46:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6456, loss_cls: 2.6620, loss: 2.6620, grad_norm: 1.3219, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2837, loss/aux0: 2.2837 2020-10-18 21:34:03,145 - mmaction - INFO - Epoch [46][100/396] lr: 2.777e-01, eta: 1 day, 17:48:07, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6456, loss_cls: 2.6620, loss: 2.6620, grad_norm: 1.3258, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2846, loss/aux0: 2.2846 2020-10-18 21:34:39,586 - mmaction - INFO - Epoch [46][120/396] lr: 2.777e-01, eta: 1 day, 17:46:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6448, loss_cls: 2.6618, loss: 2.6618, grad_norm: 1.3365, top1_acc/aux0: 0.4398, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.3039, loss/aux0: 2.3039 2020-10-18 21:34:40,557 - mmaction - INFO - Epoch [46][120/396] lr: 2.777e-01, eta: 1 day, 17:47:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6448, loss_cls: 2.6618, loss: 2.6618, grad_norm: 1.3424, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.3063, loss/aux0: 2.3063 2020-10-18 21:35:17,159 - mmaction - INFO - Epoch [46][140/396] lr: 2.777e-01, eta: 1 day, 17:45:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6490, loss_cls: 2.6469, loss: 2.6469, grad_norm: 1.3363, top1_acc/aux0: 0.4417, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.2986, loss/aux0: 2.2986 2020-10-18 21:35:18,107 - mmaction - INFO - Epoch [46][140/396] lr: 2.777e-01, eta: 1 day, 17:47:08, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6490, loss_cls: 2.6469, loss: 2.6469, grad_norm: 1.3296, top1_acc/aux0: 0.4435, top5_acc/aux0: 0.7146, loss_cls/aux0: 2.2921, loss/aux0: 2.2921 2020-10-18 21:35:54,603 - mmaction - INFO - Epoch [46][160/396] lr: 2.777e-01, eta: 1 day, 17:45:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6414, loss_cls: 2.6714, loss: 2.6714, grad_norm: 1.3437, top1_acc/aux0: 0.4375, top5_acc/aux0: 0.7138, loss_cls/aux0: 2.3079, loss/aux0: 2.3079 2020-10-18 21:35:55,580 - mmaction - INFO - Epoch [46][160/396] lr: 2.777e-01, eta: 1 day, 17:46:38, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6414, loss_cls: 2.6714, loss: 2.6714, grad_norm: 1.3432, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7138, loss_cls/aux0: 2.3127, loss/aux0: 2.3127 2020-10-18 21:36:32,061 - mmaction - INFO - Epoch [46][180/396] lr: 2.777e-01, eta: 1 day, 17:44:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6430, loss_cls: 2.6328, loss: 2.6328, grad_norm: 1.3283, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2502, loss/aux0: 2.2502 2020-10-18 21:36:32,984 - mmaction - INFO - Epoch [46][180/396] lr: 2.777e-01, eta: 1 day, 17:46:08, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6430, loss_cls: 2.6328, loss: 2.6328, grad_norm: 1.3302, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2582, loss/aux0: 2.2582 2020-10-18 21:37:09,631 - mmaction - INFO - Epoch [46][200/396] lr: 2.777e-01, eta: 1 day, 17:44:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6383, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.2842, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.3289, loss/aux0: 2.3289 2020-10-18 21:37:10,594 - mmaction - INFO - Epoch [46][200/396] lr: 2.777e-01, eta: 1 day, 17:45:39, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6383, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.2774, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.3100, loss/aux0: 2.3100 2020-10-18 21:37:47,183 - mmaction - INFO - Epoch [46][220/396] lr: 2.777e-01, eta: 1 day, 17:43:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6482, loss_cls: 2.6602, loss: 2.6602, grad_norm: 1.3290, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2743, loss/aux0: 2.2743 2020-10-18 21:37:48,168 - mmaction - INFO - Epoch [46][220/396] lr: 2.777e-01, eta: 1 day, 17:45:10, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6482, loss_cls: 2.6602, loss: 2.6602, grad_norm: 1.3390, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2943, loss/aux0: 2.2943 2020-10-18 21:38:24,679 - mmaction - INFO - Epoch [46][240/396] lr: 2.777e-01, eta: 1 day, 17:43:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6432, loss_cls: 2.7296, loss: 2.7296, grad_norm: 1.3826, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2543, loss/aux0: 2.2543 2020-10-18 21:38:25,714 - mmaction - INFO - Epoch [46][240/396] lr: 2.777e-01, eta: 1 day, 17:44:41, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3458, top5_acc: 0.6432, loss_cls: 2.7296, loss: 2.7296, grad_norm: 1.3854, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2470, loss/aux0: 2.2470 2020-10-18 21:39:02,159 - mmaction - INFO - Epoch [46][260/396] lr: 2.777e-01, eta: 1 day, 17:42:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6422, loss_cls: 2.6773, loss: 2.6773, grad_norm: 1.3320, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2857, loss/aux0: 2.2857 2020-10-18 21:39:03,166 - mmaction - INFO - Epoch [46][260/396] lr: 2.777e-01, eta: 1 day, 17:44:11, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6422, loss_cls: 2.6773, loss: 2.6773, grad_norm: 1.3321, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2824, loss/aux0: 2.2824 2020-10-18 21:39:39,823 - mmaction - INFO - Epoch [46][280/396] lr: 2.777e-01, eta: 1 day, 17:42:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6445, loss_cls: 2.6534, loss: 2.6534, grad_norm: 1.3537, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2864, loss/aux0: 2.2864 2020-10-18 21:39:40,791 - mmaction - INFO - Epoch [46][280/396] lr: 2.777e-01, eta: 1 day, 17:43:43, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6445, loss_cls: 2.6534, loss: 2.6534, grad_norm: 1.3534, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2888, loss/aux0: 2.2888 2020-10-18 21:40:17,357 - mmaction - INFO - Epoch [46][300/396] lr: 2.777e-01, eta: 1 day, 17:41:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6378, loss_cls: 2.6776, loss: 2.6776, grad_norm: 1.2867, top1_acc/aux0: 0.4344, top5_acc/aux0: 0.7063, loss_cls/aux0: 2.3269, loss/aux0: 2.3269 2020-10-18 21:40:18,319 - mmaction - INFO - Epoch [46][300/396] lr: 2.777e-01, eta: 1 day, 17:43:13, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6378, loss_cls: 2.6776, loss: 2.6776, grad_norm: 1.2910, top1_acc/aux0: 0.4362, top5_acc/aux0: 0.7070, loss_cls/aux0: 2.3245, loss/aux0: 2.3245 2020-10-18 21:40:54,989 - mmaction - INFO - Epoch [46][320/396] lr: 2.777e-01, eta: 1 day, 17:41:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6432, loss_cls: 2.6768, loss: 2.6768, grad_norm: 1.3194, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2792, loss/aux0: 2.2792 2020-10-18 21:40:55,965 - mmaction - INFO - Epoch [46][320/396] lr: 2.777e-01, eta: 1 day, 17:42:44, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6432, loss_cls: 2.6768, loss: 2.6768, grad_norm: 1.3203, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2760, loss/aux0: 2.2760 2020-10-18 21:41:32,482 - mmaction - INFO - Epoch [46][340/396] lr: 2.777e-01, eta: 1 day, 17:40:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6471, loss_cls: 2.6906, loss: 2.6906, grad_norm: 1.3250, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2862, loss/aux0: 2.2862 2020-10-18 21:41:33,442 - mmaction - INFO - Epoch [46][340/396] lr: 2.777e-01, eta: 1 day, 17:42:15, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6471, loss_cls: 2.6906, loss: 2.6906, grad_norm: 1.3246, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2814, loss/aux0: 2.2814 2020-10-18 21:42:10,047 - mmaction - INFO - Epoch [46][360/396] lr: 2.777e-01, eta: 1 day, 17:40:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6375, loss_cls: 2.6896, loss: 2.6896, grad_norm: 1.3386, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2265, loss/aux0: 2.2265 2020-10-18 21:42:11,024 - mmaction - INFO - Epoch [46][360/396] lr: 2.777e-01, eta: 1 day, 17:41:46, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6375, loss_cls: 2.6896, loss: 2.6896, grad_norm: 1.3349, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2181, loss/aux0: 2.2181 2020-10-18 21:42:47,649 - mmaction - INFO - Epoch [46][380/396] lr: 2.777e-01, eta: 1 day, 17:39:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6430, loss_cls: 2.6342, loss: 2.6342, grad_norm: 1.3412, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7188, loss_cls/aux0: 2.2665, loss/aux0: 2.2665 2020-10-18 21:42:48,610 - mmaction - INFO - Epoch [46][380/396] lr: 2.777e-01, eta: 1 day, 17:41:16, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6430, loss_cls: 2.6342, loss: 2.6342, grad_norm: 1.3422, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2885, loss/aux0: 2.2885 2020-10-18 21:48:00,421 - mmaction - INFO - Epoch [47][20/396] lr: 2.767e-01, eta: 1 day, 17:36:40, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6427, loss_cls: 2.6549, loss: 2.6549, grad_norm: 1.3309, top1_acc/aux0: 0.4649, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2858, loss/aux0: 2.2858 2020-10-18 21:48:01,377 - mmaction - INFO - Epoch [47][20/396] lr: 2.767e-01, eta: 1 day, 17:38:05, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6427, loss_cls: 2.6549, loss: 2.6549, grad_norm: 1.3279, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2869, loss/aux0: 2.2869 2020-10-18 21:48:37,725 - mmaction - INFO - Epoch [47][40/396] lr: 2.767e-01, eta: 1 day, 17:36:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6529, loss_cls: 2.6340, loss: 2.6340, grad_norm: 1.2977, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2526, loss/aux0: 2.2526 2020-10-18 21:48:38,667 - mmaction - INFO - Epoch [47][40/396] lr: 2.767e-01, eta: 1 day, 17:37:35, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6529, loss_cls: 2.6340, loss: 2.6340, grad_norm: 1.2997, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2667, loss/aux0: 2.2667 2020-10-18 21:49:15,211 - mmaction - INFO - Epoch [47][60/396] lr: 2.767e-01, eta: 1 day, 17:35:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6443, loss_cls: 2.6669, loss: 2.6669, grad_norm: 1.3234, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2781, loss/aux0: 2.2781 2020-10-18 21:49:16,208 - mmaction - INFO - Epoch [47][60/396] lr: 2.767e-01, eta: 1 day, 17:37:05, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6443, loss_cls: 2.6669, loss: 2.6669, grad_norm: 1.3282, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2687, loss/aux0: 2.2687 2020-10-18 21:49:52,709 - mmaction - INFO - Epoch [47][80/396] lr: 2.767e-01, eta: 1 day, 17:35:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6349, loss_cls: 2.6929, loss: 2.6929, grad_norm: 1.2938, top1_acc/aux0: 0.4273, top5_acc/aux0: 0.7031, loss_cls/aux0: 2.3491, loss/aux0: 2.3491 2020-10-18 21:49:53,644 - mmaction - INFO - Epoch [47][80/396] lr: 2.767e-01, eta: 1 day, 17:36:35, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6349, loss_cls: 2.6929, loss: 2.6929, grad_norm: 1.2971, top1_acc/aux0: 0.4260, top5_acc/aux0: 0.7036, loss_cls/aux0: 2.3519, loss/aux0: 2.3519 2020-10-18 21:50:30,123 - mmaction - INFO - Epoch [47][100/396] lr: 2.767e-01, eta: 1 day, 17:34:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6344, loss_cls: 2.6839, loss: 2.6839, grad_norm: 1.3515, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2602, loss/aux0: 2.2602 2020-10-18 21:50:31,116 - mmaction - INFO - Epoch [47][100/396] lr: 2.767e-01, eta: 1 day, 17:36:06, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6344, loss_cls: 2.6839, loss: 2.6839, grad_norm: 1.3509, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2558, loss/aux0: 2.2558 2020-10-18 21:51:07,708 - mmaction - INFO - Epoch [47][120/396] lr: 2.767e-01, eta: 1 day, 17:34:11, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6391, loss_cls: 2.6599, loss: 2.6599, grad_norm: 1.3276, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.2919, loss/aux0: 2.2919 2020-10-18 21:51:08,706 - mmaction - INFO - Epoch [47][120/396] lr: 2.767e-01, eta: 1 day, 17:35:37, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6391, loss_cls: 2.6599, loss: 2.6599, grad_norm: 1.3280, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7099, loss_cls/aux0: 2.2891, loss/aux0: 2.2891 2020-10-18 21:51:45,263 - mmaction - INFO - Epoch [47][140/396] lr: 2.767e-01, eta: 1 day, 17:33:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6440, loss_cls: 2.6871, loss: 2.6871, grad_norm: 1.3255, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2711, loss/aux0: 2.2711 2020-10-18 21:51:46,238 - mmaction - INFO - Epoch [47][140/396] lr: 2.767e-01, eta: 1 day, 17:35:08, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3583, top5_acc: 0.6440, loss_cls: 2.6871, loss: 2.6871, grad_norm: 1.3247, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2672, loss/aux0: 2.2672 2020-10-18 21:52:22,960 - mmaction - INFO - Epoch [47][160/396] lr: 2.767e-01, eta: 1 day, 17:33:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6378, loss_cls: 2.6730, loss: 2.6730, grad_norm: 1.3368, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2810, loss/aux0: 2.2810 2020-10-18 21:52:23,910 - mmaction - INFO - Epoch [47][160/396] lr: 2.767e-01, eta: 1 day, 17:34:38, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6378, loss_cls: 2.6730, loss: 2.6730, grad_norm: 1.3374, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2860, loss/aux0: 2.2860 2020-10-18 21:53:00,662 - mmaction - INFO - Epoch [47][180/396] lr: 2.767e-01, eta: 1 day, 17:32:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6385, loss_cls: 2.6396, loss: 2.6396, grad_norm: 1.3311, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7135, loss_cls/aux0: 2.3056, loss/aux0: 2.3056 2020-10-18 21:53:01,614 - mmaction - INFO - Epoch [47][180/396] lr: 2.767e-01, eta: 1 day, 17:34:10, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6385, loss_cls: 2.6396, loss: 2.6396, grad_norm: 1.3313, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7133, loss_cls/aux0: 2.2969, loss/aux0: 2.2969 2020-10-18 21:53:38,183 - mmaction - INFO - Epoch [47][200/396] lr: 2.767e-01, eta: 1 day, 17:32:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6414, loss_cls: 2.6638, loss: 2.6638, grad_norm: 1.3517, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2819, loss/aux0: 2.2819 2020-10-18 21:53:39,204 - mmaction - INFO - Epoch [47][200/396] lr: 2.767e-01, eta: 1 day, 17:33:40, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6414, loss_cls: 2.6638, loss: 2.6638, grad_norm: 1.3551, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2898, loss/aux0: 2.2898 2020-10-18 21:54:15,842 - mmaction - INFO - Epoch [47][220/396] lr: 2.767e-01, eta: 1 day, 17:31:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6409, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.3183, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2968, loss/aux0: 2.2968 2020-10-18 21:54:16,838 - mmaction - INFO - Epoch [47][220/396] lr: 2.767e-01, eta: 1 day, 17:33:12, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6409, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.3178, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2914, loss/aux0: 2.2914 2020-10-18 21:54:53,303 - mmaction - INFO - Epoch [47][240/396] lr: 2.767e-01, eta: 1 day, 17:31:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6372, loss_cls: 2.7018, loss: 2.7018, grad_norm: 1.3278, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2299, loss/aux0: 2.2299 2020-10-18 21:54:54,322 - mmaction - INFO - Epoch [47][240/396] lr: 2.767e-01, eta: 1 day, 17:32:42, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6372, loss_cls: 2.7018, loss: 2.7018, grad_norm: 1.3339, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2344, loss/aux0: 2.2344 2020-10-18 21:55:30,766 - mmaction - INFO - Epoch [47][260/396] lr: 2.767e-01, eta: 1 day, 17:30:48, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6362, loss_cls: 2.6798, loss: 2.6798, grad_norm: 1.3137, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2640, loss/aux0: 2.2640 2020-10-18 21:55:31,734 - mmaction - INFO - Epoch [47][260/396] lr: 2.767e-01, eta: 1 day, 17:32:12, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6362, loss_cls: 2.6798, loss: 2.6798, grad_norm: 1.3119, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2631, loss/aux0: 2.2631 2020-10-18 21:56:08,363 - mmaction - INFO - Epoch [47][280/396] lr: 2.767e-01, eta: 1 day, 17:30:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6367, loss_cls: 2.6952, loss: 2.6952, grad_norm: 1.3184, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2020, loss/aux0: 2.2020 2020-10-18 21:56:09,317 - mmaction - INFO - Epoch [47][280/396] lr: 2.767e-01, eta: 1 day, 17:31:42, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3648, top5_acc: 0.6367, loss_cls: 2.6952, loss: 2.6952, grad_norm: 1.3167, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.1916, loss/aux0: 2.1916 2020-10-18 21:56:45,824 - mmaction - INFO - Epoch [47][300/396] lr: 2.767e-01, eta: 1 day, 17:29:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6417, loss_cls: 2.6827, loss: 2.6827, grad_norm: 1.3226, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2136, loss/aux0: 2.2136 2020-10-18 21:56:46,841 - mmaction - INFO - Epoch [47][300/396] lr: 2.767e-01, eta: 1 day, 17:31:13, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6417, loss_cls: 2.6827, loss: 2.6827, grad_norm: 1.3198, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2147, loss/aux0: 2.2147 2020-10-18 21:57:23,438 - mmaction - INFO - Epoch [47][320/396] lr: 2.767e-01, eta: 1 day, 17:29:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6435, loss_cls: 2.6667, loss: 2.6667, grad_norm: 1.3445, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2190, loss/aux0: 2.2190 2020-10-18 21:57:24,393 - mmaction - INFO - Epoch [47][320/396] lr: 2.767e-01, eta: 1 day, 17:30:43, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6435, loss_cls: 2.6667, loss: 2.6667, grad_norm: 1.3527, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2299, loss/aux0: 2.2299 2020-10-18 21:58:01,006 - mmaction - INFO - Epoch [47][340/396] lr: 2.767e-01, eta: 1 day, 17:28:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6417, loss_cls: 2.7033, loss: 2.7033, grad_norm: 1.3524, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2775, loss/aux0: 2.2775 2020-10-18 21:58:01,989 - mmaction - INFO - Epoch [47][340/396] lr: 2.767e-01, eta: 1 day, 17:30:14, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6417, loss_cls: 2.7033, loss: 2.7033, grad_norm: 1.3450, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2673, loss/aux0: 2.2673 2020-10-18 21:58:38,589 - mmaction - INFO - Epoch [47][360/396] lr: 2.767e-01, eta: 1 day, 17:28:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6279, loss_cls: 2.7177, loss: 2.7177, grad_norm: 1.3111, top1_acc/aux0: 0.4596, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2586, loss/aux0: 2.2586 2020-10-18 21:58:39,563 - mmaction - INFO - Epoch [47][360/396] lr: 2.767e-01, eta: 1 day, 17:29:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3609, top5_acc: 0.6279, loss_cls: 2.7177, loss: 2.7177, grad_norm: 1.3146, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.2673, loss/aux0: 2.2673 2020-10-18 21:59:16,190 - mmaction - INFO - Epoch [47][380/396] lr: 2.767e-01, eta: 1 day, 17:27:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6341, loss_cls: 2.7052, loss: 2.7052, grad_norm: 1.3294, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2926, loss/aux0: 2.2926 2020-10-18 21:59:17,193 - mmaction - INFO - Epoch [47][380/396] lr: 2.767e-01, eta: 1 day, 17:29:15, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6341, loss_cls: 2.7052, loss: 2.7052, grad_norm: 1.3331, top1_acc/aux0: 0.4406, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2946, loss/aux0: 2.2946 2020-10-18 22:04:05,600 - mmaction - INFO - Epoch [48][20/396] lr: 2.757e-01, eta: 1 day, 17:24:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6474, loss_cls: 2.6298, loss: 2.6298, grad_norm: 1.3085, top1_acc/aux0: 0.4627, top5_acc/aux0: 0.7157, loss_cls/aux0: 2.2636, loss/aux0: 2.2636 2020-10-18 22:04:06,550 - mmaction - INFO - Epoch [48][20/396] lr: 2.757e-01, eta: 1 day, 17:26:07, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6474, loss_cls: 2.6298, loss: 2.6298, grad_norm: 1.3171, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7154, loss_cls/aux0: 2.2713, loss/aux0: 2.2713 2020-10-18 22:04:42,988 - mmaction - INFO - Epoch [48][40/396] lr: 2.757e-01, eta: 1 day, 17:24:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6341, loss_cls: 2.6919, loss: 2.6919, grad_norm: 1.3206, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2926, loss/aux0: 2.2926 2020-10-18 22:04:44,001 - mmaction - INFO - Epoch [48][40/396] lr: 2.757e-01, eta: 1 day, 17:25:38, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6341, loss_cls: 2.6919, loss: 2.6919, grad_norm: 1.3226, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2895, loss/aux0: 2.2895 2020-10-18 22:05:20,628 - mmaction - INFO - Epoch [48][60/396] lr: 2.757e-01, eta: 1 day, 17:23:46, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6453, loss_cls: 2.6282, loss: 2.6282, grad_norm: 1.3101, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2518, loss/aux0: 2.2518 2020-10-18 22:05:21,590 - mmaction - INFO - Epoch [48][60/396] lr: 2.757e-01, eta: 1 day, 17:25:09, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6453, loss_cls: 2.6282, loss: 2.6282, grad_norm: 1.3181, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2581, loss/aux0: 2.2581 2020-10-18 22:05:58,097 - mmaction - INFO - Epoch [48][80/396] lr: 2.757e-01, eta: 1 day, 17:23:16, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6523, loss_cls: 2.6390, loss: 2.6390, grad_norm: 1.3106, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3177, loss/aux0: 2.3177 2020-10-18 22:05:59,048 - mmaction - INFO - Epoch [48][80/396] lr: 2.757e-01, eta: 1 day, 17:24:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6523, loss_cls: 2.6390, loss: 2.6390, grad_norm: 1.3123, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3050, loss/aux0: 2.3050 2020-10-18 22:06:35,500 - mmaction - INFO - Epoch [48][100/396] lr: 2.757e-01, eta: 1 day, 17:22:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6404, loss_cls: 2.6824, loss: 2.6824, grad_norm: 1.3443, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2484, loss/aux0: 2.2484 2020-10-18 22:06:36,485 - mmaction - INFO - Epoch [48][100/396] lr: 2.757e-01, eta: 1 day, 17:24:10, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6404, loss_cls: 2.6824, loss: 2.6824, grad_norm: 1.3479, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2487, loss/aux0: 2.2487 2020-10-18 22:07:13,044 - mmaction - INFO - Epoch [48][120/396] lr: 2.757e-01, eta: 1 day, 17:22:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6346, loss_cls: 2.6857, loss: 2.6857, grad_norm: 1.3202, top1_acc/aux0: 0.4466, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2858, loss/aux0: 2.2858 2020-10-18 22:07:14,039 - mmaction - INFO - Epoch [48][120/396] lr: 2.757e-01, eta: 1 day, 17:23:41, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3714, top5_acc: 0.6346, loss_cls: 2.6857, loss: 2.6857, grad_norm: 1.3264, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2983, loss/aux0: 2.2983 2020-10-18 22:07:50,576 - mmaction - INFO - Epoch [48][140/396] lr: 2.757e-01, eta: 1 day, 17:21:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6328, loss_cls: 2.6991, loss: 2.6991, grad_norm: 1.3221, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7164, loss_cls/aux0: 2.2716, loss/aux0: 2.2716 2020-10-18 22:07:51,619 - mmaction - INFO - Epoch [48][140/396] lr: 2.757e-01, eta: 1 day, 17:23:12, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6328, loss_cls: 2.6991, loss: 2.6991, grad_norm: 1.3181, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.2631, loss/aux0: 2.2631 2020-10-18 22:08:28,297 - mmaction - INFO - Epoch [48][160/396] lr: 2.757e-01, eta: 1 day, 17:21:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6466, loss_cls: 2.6546, loss: 2.6546, grad_norm: 1.3566, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2208, loss/aux0: 2.2208 2020-10-18 22:08:29,240 - mmaction - INFO - Epoch [48][160/396] lr: 2.757e-01, eta: 1 day, 17:22:42, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6466, loss_cls: 2.6546, loss: 2.6546, grad_norm: 1.3535, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.2063, loss/aux0: 2.2063 2020-10-18 22:09:05,950 - mmaction - INFO - Epoch [48][180/396] lr: 2.757e-01, eta: 1 day, 17:20:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6432, loss_cls: 2.6476, loss: 2.6476, grad_norm: 1.3310, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2707, loss/aux0: 2.2707 2020-10-18 22:09:06,954 - mmaction - INFO - Epoch [48][180/396] lr: 2.757e-01, eta: 1 day, 17:22:12, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6432, loss_cls: 2.6476, loss: 2.6476, grad_norm: 1.3252, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2851, loss/aux0: 2.2851 2020-10-18 22:09:43,563 - mmaction - INFO - Epoch [48][200/396] lr: 2.757e-01, eta: 1 day, 17:20:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6432, loss_cls: 2.6343, loss: 2.6343, grad_norm: 1.3422, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2946, loss/aux0: 2.2946 2020-10-18 22:09:44,542 - mmaction - INFO - Epoch [48][200/396] lr: 2.757e-01, eta: 1 day, 17:21:43, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6432, loss_cls: 2.6343, loss: 2.6343, grad_norm: 1.3370, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2837, loss/aux0: 2.2837 2020-10-18 22:10:21,086 - mmaction - INFO - Epoch [48][220/396] lr: 2.757e-01, eta: 1 day, 17:19:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6383, loss_cls: 2.6747, loss: 2.6747, grad_norm: 1.3474, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2564, loss/aux0: 2.2564 2020-10-18 22:10:22,041 - mmaction - INFO - Epoch [48][220/396] lr: 2.757e-01, eta: 1 day, 17:21:13, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6383, loss_cls: 2.6747, loss: 2.6747, grad_norm: 1.3483, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2714, loss/aux0: 2.2714 2020-10-18 22:10:58,653 - mmaction - INFO - Epoch [48][240/396] lr: 2.757e-01, eta: 1 day, 17:19:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6578, loss_cls: 2.6301, loss: 2.6301, grad_norm: 1.3013, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7182, loss_cls/aux0: 2.2648, loss/aux0: 2.2648 2020-10-18 22:10:59,690 - mmaction - INFO - Epoch [48][240/396] lr: 2.757e-01, eta: 1 day, 17:20:44, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6578, loss_cls: 2.6301, loss: 2.6301, grad_norm: 1.3026, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2534, loss/aux0: 2.2534 2020-10-18 22:11:36,276 - mmaction - INFO - Epoch [48][260/396] lr: 2.757e-01, eta: 1 day, 17:18:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6346, loss_cls: 2.6392, loss: 2.6392, grad_norm: 1.3471, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2551, loss/aux0: 2.2551 2020-10-18 22:11:37,310 - mmaction - INFO - Epoch [48][260/396] lr: 2.757e-01, eta: 1 day, 17:20:15, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6346, loss_cls: 2.6392, loss: 2.6392, grad_norm: 1.3503, top1_acc/aux0: 0.4565, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2738, loss/aux0: 2.2738 2020-10-18 22:12:13,917 - mmaction - INFO - Epoch [48][280/396] lr: 2.757e-01, eta: 1 day, 17:18:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6482, loss_cls: 2.6596, loss: 2.6596, grad_norm: 1.3337, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2925, loss/aux0: 2.2925 2020-10-18 22:12:14,893 - mmaction - INFO - Epoch [48][280/396] lr: 2.757e-01, eta: 1 day, 17:19:46, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6482, loss_cls: 2.6596, loss: 2.6596, grad_norm: 1.3300, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2820, loss/aux0: 2.2820 2020-10-18 22:12:51,547 - mmaction - INFO - Epoch [48][300/396] lr: 2.757e-01, eta: 1 day, 17:17:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6424, loss_cls: 2.6812, loss: 2.6812, grad_norm: 1.3494, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2916, loss/aux0: 2.2916 2020-10-18 22:12:52,554 - mmaction - INFO - Epoch [48][300/396] lr: 2.757e-01, eta: 1 day, 17:19:17, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6424, loss_cls: 2.6812, loss: 2.6812, grad_norm: 1.3435, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.3001, loss/aux0: 2.3001 2020-10-18 22:13:29,151 - mmaction - INFO - Epoch [48][320/396] lr: 2.757e-01, eta: 1 day, 17:17:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6396, loss_cls: 2.7240, loss: 2.7240, grad_norm: 1.3438, top1_acc/aux0: 0.4315, top5_acc/aux0: 0.7060, loss_cls/aux0: 2.3665, loss/aux0: 2.3665 2020-10-18 22:13:30,182 - mmaction - INFO - Epoch [48][320/396] lr: 2.757e-01, eta: 1 day, 17:18:47, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6396, loss_cls: 2.7240, loss: 2.7240, grad_norm: 1.3394, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7068, loss_cls/aux0: 2.3645, loss/aux0: 2.3645 2020-10-18 22:14:06,808 - mmaction - INFO - Epoch [48][340/396] lr: 2.757e-01, eta: 1 day, 17:16:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6354, loss_cls: 2.7143, loss: 2.7143, grad_norm: 1.2925, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2489, loss/aux0: 2.2489 2020-10-18 22:14:07,753 - mmaction - INFO - Epoch [48][340/396] lr: 2.757e-01, eta: 1 day, 17:18:17, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3586, top5_acc: 0.6354, loss_cls: 2.7143, loss: 2.7143, grad_norm: 1.2963, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2326, loss/aux0: 2.2326 2020-10-18 22:14:44,335 - mmaction - INFO - Epoch [48][360/396] lr: 2.757e-01, eta: 1 day, 17:16:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6451, loss_cls: 2.6648, loss: 2.6648, grad_norm: 1.3435, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.2062, loss/aux0: 2.2062 2020-10-18 22:14:45,301 - mmaction - INFO - Epoch [48][360/396] lr: 2.757e-01, eta: 1 day, 17:17:47, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6451, loss_cls: 2.6648, loss: 2.6648, grad_norm: 1.3449, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.2142, loss/aux0: 2.2142 2020-10-18 22:15:21,754 - mmaction - INFO - Epoch [48][380/396] lr: 2.757e-01, eta: 1 day, 17:15:55, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6393, loss_cls: 2.6744, loss: 2.6744, grad_norm: 1.3446, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2531, loss/aux0: 2.2531 2020-10-18 22:15:22,705 - mmaction - INFO - Epoch [48][380/396] lr: 2.757e-01, eta: 1 day, 17:17:16, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6393, loss_cls: 2.6744, loss: 2.6744, grad_norm: 1.3434, top1_acc/aux0: 0.4432, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2541, loss/aux0: 2.2541 2020-10-18 22:15:54,459 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-18 22:17:43,408 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 22:17:43,527 - mmaction - INFO - top1_acc 0.4804 top5_acc 0.7513 2020-10-18 22:17:43,527 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 22:17:43,548 - mmaction - INFO - mean_acc 0.4796 2020-10-18 22:17:43,549 - mmaction - INFO - Now best checkpoint is epoch_48.pth 2020-10-18 22:17:43,555 - mmaction - INFO - Epoch(val) [48][396] top1_acc: 0.4804, top5_acc: 0.7513, mean_class_accuracy: 0.4796 2020-10-18 22:22:00,686 - mmaction - INFO - Epoch [49][20/396] lr: 2.747e-01, eta: 1 day, 17:12:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6370, loss_cls: 2.6388, loss: 2.6388, grad_norm: 1.3218, top1_acc/aux0: 0.4493, top5_acc/aux0: 0.7272, loss_cls/aux0: 2.2688, loss/aux0: 2.2688 2020-10-18 22:22:01,639 - mmaction - INFO - Epoch [49][20/396] lr: 2.747e-01, eta: 1 day, 17:14:12, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6370, loss_cls: 2.6388, loss: 2.6388, grad_norm: 1.3210, top1_acc/aux0: 0.4492, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2679, loss/aux0: 2.2679 2020-10-18 22:22:37,935 - mmaction - INFO - Epoch [49][40/396] lr: 2.747e-01, eta: 1 day, 17:12:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6599, loss_cls: 2.6172, loss: 2.6172, grad_norm: 1.3492, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2758, loss/aux0: 2.2758 2020-10-18 22:22:38,942 - mmaction - INFO - Epoch [49][40/396] lr: 2.747e-01, eta: 1 day, 17:13:41, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6599, loss_cls: 2.6172, loss: 2.6172, grad_norm: 1.3591, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2884, loss/aux0: 2.2884 2020-10-18 22:23:15,351 - mmaction - INFO - Epoch [49][60/396] lr: 2.747e-01, eta: 1 day, 17:11:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6328, loss_cls: 2.6934, loss: 2.6934, grad_norm: 1.3057, top1_acc/aux0: 0.4437, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.3023, loss/aux0: 2.3023 2020-10-18 22:23:16,355 - mmaction - INFO - Epoch [49][60/396] lr: 2.747e-01, eta: 1 day, 17:13:11, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6328, loss_cls: 2.6934, loss: 2.6934, grad_norm: 1.3093, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2854, loss/aux0: 2.2854 2020-10-18 22:23:52,871 - mmaction - INFO - Epoch [49][80/396] lr: 2.747e-01, eta: 1 day, 17:11:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6474, loss_cls: 2.6589, loss: 2.6589, grad_norm: 1.2914, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2982, loss/aux0: 2.2982 2020-10-18 22:23:53,891 - mmaction - INFO - Epoch [49][80/396] lr: 2.747e-01, eta: 1 day, 17:12:41, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6474, loss_cls: 2.6589, loss: 2.6589, grad_norm: 1.2873, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.3080, loss/aux0: 2.3080 2020-10-18 22:24:30,207 - mmaction - INFO - Epoch [49][100/396] lr: 2.747e-01, eta: 1 day, 17:10:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6456, loss_cls: 2.6209, loss: 2.6209, grad_norm: 1.3086, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2804, loss/aux0: 2.2804 2020-10-18 22:24:31,180 - mmaction - INFO - Epoch [49][100/396] lr: 2.747e-01, eta: 1 day, 17:12:11, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6456, loss_cls: 2.6209, loss: 2.6209, grad_norm: 1.3100, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2699, loss/aux0: 2.2699 2020-10-18 22:25:07,789 - mmaction - INFO - Epoch [49][120/396] lr: 2.747e-01, eta: 1 day, 17:10:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6383, loss_cls: 2.6805, loss: 2.6805, grad_norm: 1.3203, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2763, loss/aux0: 2.2763 2020-10-18 22:25:08,804 - mmaction - INFO - Epoch [49][120/396] lr: 2.747e-01, eta: 1 day, 17:11:42, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6383, loss_cls: 2.6805, loss: 2.6805, grad_norm: 1.3244, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2840, loss/aux0: 2.2840 2020-10-18 22:25:45,326 - mmaction - INFO - Epoch [49][140/396] lr: 2.747e-01, eta: 1 day, 17:09:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6573, loss_cls: 2.6248, loss: 2.6248, grad_norm: 1.3425, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2600, loss/aux0: 2.2600 2020-10-18 22:25:46,266 - mmaction - INFO - Epoch [49][140/396] lr: 2.747e-01, eta: 1 day, 17:11:12, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6573, loss_cls: 2.6248, loss: 2.6248, grad_norm: 1.3452, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2715, loss/aux0: 2.2715 2020-10-18 22:26:22,852 - mmaction - INFO - Epoch [49][160/396] lr: 2.747e-01, eta: 1 day, 17:09:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6440, loss_cls: 2.6558, loss: 2.6558, grad_norm: 1.3334, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2752, loss/aux0: 2.2752 2020-10-18 22:26:23,829 - mmaction - INFO - Epoch [49][160/396] lr: 2.747e-01, eta: 1 day, 17:10:43, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6440, loss_cls: 2.6558, loss: 2.6558, grad_norm: 1.3386, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2541, loss/aux0: 2.2541 2020-10-18 22:27:00,424 - mmaction - INFO - Epoch [49][180/396] lr: 2.747e-01, eta: 1 day, 17:08:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6445, loss_cls: 2.6466, loss: 2.6466, grad_norm: 1.2967, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2290, loss/aux0: 2.2290 2020-10-18 22:27:01,399 - mmaction - INFO - Epoch [49][180/396] lr: 2.747e-01, eta: 1 day, 17:10:13, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6445, loss_cls: 2.6466, loss: 2.6466, grad_norm: 1.2973, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2180, loss/aux0: 2.2180 2020-10-18 22:27:37,956 - mmaction - INFO - Epoch [49][200/396] lr: 2.747e-01, eta: 1 day, 17:08:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6406, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.3621, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2419, loss/aux0: 2.2419 2020-10-18 22:27:38,909 - mmaction - INFO - Epoch [49][200/396] lr: 2.747e-01, eta: 1 day, 17:09:43, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6406, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.3668, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7190, loss_cls/aux0: 2.2731, loss/aux0: 2.2731 2020-10-18 22:28:15,563 - mmaction - INFO - Epoch [49][220/396] lr: 2.747e-01, eta: 1 day, 17:07:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6500, loss_cls: 2.6386, loss: 2.6386, grad_norm: 1.3528, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2992, loss/aux0: 2.2992 2020-10-18 22:28:16,553 - mmaction - INFO - Epoch [49][220/396] lr: 2.747e-01, eta: 1 day, 17:09:14, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6500, loss_cls: 2.6386, loss: 2.6386, grad_norm: 1.3507, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2801, loss/aux0: 2.2801 2020-10-18 22:28:52,980 - mmaction - INFO - Epoch [49][240/396] lr: 2.747e-01, eta: 1 day, 17:07:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6250, loss_cls: 2.7474, loss: 2.7474, grad_norm: 1.3262, top1_acc/aux0: 0.4427, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2821, loss/aux0: 2.2821 2020-10-18 22:28:53,945 - mmaction - INFO - Epoch [49][240/396] lr: 2.747e-01, eta: 1 day, 17:08:44, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3638, top5_acc: 0.6250, loss_cls: 2.7474, loss: 2.7474, grad_norm: 1.3270, top1_acc/aux0: 0.4380, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.3014, loss/aux0: 2.3014 2020-10-18 22:29:30,685 - mmaction - INFO - Epoch [49][260/396] lr: 2.747e-01, eta: 1 day, 17:06:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6448, loss_cls: 2.6687, loss: 2.6687, grad_norm: 1.3363, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2615, loss/aux0: 2.2615 2020-10-18 22:29:31,708 - mmaction - INFO - Epoch [49][260/396] lr: 2.747e-01, eta: 1 day, 17:08:15, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.3685, top5_acc: 0.6448, loss_cls: 2.6687, loss: 2.6687, grad_norm: 1.3295, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2402, loss/aux0: 2.2402 2020-10-18 22:30:08,328 - mmaction - INFO - Epoch [49][280/396] lr: 2.747e-01, eta: 1 day, 17:06:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6484, loss_cls: 2.6666, loss: 2.6666, grad_norm: 1.3271, top1_acc/aux0: 0.4492, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2584, loss/aux0: 2.2584 2020-10-18 22:30:09,305 - mmaction - INFO - Epoch [49][280/396] lr: 2.747e-01, eta: 1 day, 17:07:46, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6484, loss_cls: 2.6666, loss: 2.6666, grad_norm: 1.3264, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2716, loss/aux0: 2.2716 2020-10-18 22:30:45,845 - mmaction - INFO - Epoch [49][300/396] lr: 2.747e-01, eta: 1 day, 17:05:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6406, loss_cls: 2.6924, loss: 2.6924, grad_norm: 1.3149, top1_acc/aux0: 0.4438, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2790, loss/aux0: 2.2790 2020-10-18 22:30:46,816 - mmaction - INFO - Epoch [49][300/396] lr: 2.747e-01, eta: 1 day, 17:07:16, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6406, loss_cls: 2.6924, loss: 2.6924, grad_norm: 1.3164, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2691, loss/aux0: 2.2691 2020-10-18 22:31:23,421 - mmaction - INFO - Epoch [49][320/396] lr: 2.747e-01, eta: 1 day, 17:05:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6521, loss_cls: 2.6225, loss: 2.6225, grad_norm: 1.3297, top1_acc/aux0: 0.4474, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2747, loss/aux0: 2.2747 2020-10-18 22:31:24,420 - mmaction - INFO - Epoch [49][320/396] lr: 2.747e-01, eta: 1 day, 17:06:47, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6521, loss_cls: 2.6225, loss: 2.6225, grad_norm: 1.3272, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2820, loss/aux0: 2.2820 2020-10-18 22:32:01,001 - mmaction - INFO - Epoch [49][340/396] lr: 2.747e-01, eta: 1 day, 17:04:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6484, loss_cls: 2.6586, loss: 2.6586, grad_norm: 1.3488, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1860, loss/aux0: 2.1860 2020-10-18 22:32:01,972 - mmaction - INFO - Epoch [49][340/396] lr: 2.747e-01, eta: 1 day, 17:06:17, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6484, loss_cls: 2.6586, loss: 2.6586, grad_norm: 1.3537, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1879, loss/aux0: 2.1879 2020-10-18 22:32:38,396 - mmaction - INFO - Epoch [49][360/396] lr: 2.747e-01, eta: 1 day, 17:04:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6393, loss_cls: 2.6623, loss: 2.6623, grad_norm: 1.3570, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.3184, loss/aux0: 2.3184 2020-10-18 22:32:39,438 - mmaction - INFO - Epoch [49][360/396] lr: 2.747e-01, eta: 1 day, 17:05:46, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3589, top5_acc: 0.6393, loss_cls: 2.6623, loss: 2.6623, grad_norm: 1.3540, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7094, loss_cls/aux0: 2.3188, loss/aux0: 2.3188 2020-10-18 22:33:16,029 - mmaction - INFO - Epoch [49][380/396] lr: 2.747e-01, eta: 1 day, 17:03:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6367, loss_cls: 2.6912, loss: 2.6912, grad_norm: 1.3359, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.2121, loss/aux0: 2.2121 2020-10-18 22:33:16,990 - mmaction - INFO - Epoch [49][380/396] lr: 2.747e-01, eta: 1 day, 17:05:16, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6367, loss_cls: 2.6912, loss: 2.6912, grad_norm: 1.3409, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.2060, loss/aux0: 2.2060 2020-10-18 22:37:50,656 - mmaction - INFO - Epoch [50][20/396] lr: 2.737e-01, eta: 1 day, 17:00:56, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6453, loss_cls: 2.6435, loss: 2.6435, grad_norm: 1.3271, top1_acc/aux0: 0.4567, top5_acc/aux0: 0.7355, loss_cls/aux0: 2.2200, loss/aux0: 2.2200 2020-10-18 22:37:51,592 - mmaction - INFO - Epoch [50][20/396] lr: 2.737e-01, eta: 1 day, 17:02:14, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6453, loss_cls: 2.6435, loss: 2.6435, grad_norm: 1.3137, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.2086, loss/aux0: 2.2086 2020-10-18 22:38:27,968 - mmaction - INFO - Epoch [50][40/396] lr: 2.737e-01, eta: 1 day, 17:00:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6586, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.3433, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1978, loss/aux0: 2.1978 2020-10-18 22:38:28,931 - mmaction - INFO - Epoch [50][40/396] lr: 2.737e-01, eta: 1 day, 17:01:44, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6586, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.3443, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2098, loss/aux0: 2.2098 2020-10-18 22:39:05,417 - mmaction - INFO - Epoch [50][60/396] lr: 2.737e-01, eta: 1 day, 16:59:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6448, loss_cls: 2.6294, loss: 2.6294, grad_norm: 1.3069, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2415, loss/aux0: 2.2415 2020-10-18 22:39:06,449 - mmaction - INFO - Epoch [50][60/396] lr: 2.737e-01, eta: 1 day, 17:01:14, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6448, loss_cls: 2.6294, loss: 2.6294, grad_norm: 1.3144, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2327, loss/aux0: 2.2327 2020-10-18 22:39:42,843 - mmaction - INFO - Epoch [50][80/396] lr: 2.737e-01, eta: 1 day, 16:59:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6383, loss_cls: 2.6914, loss: 2.6914, grad_norm: 1.3696, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2405, loss/aux0: 2.2405 2020-10-18 22:39:43,797 - mmaction - INFO - Epoch [50][80/396] lr: 2.737e-01, eta: 1 day, 17:00:43, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.3672, top5_acc: 0.6383, loss_cls: 2.6914, loss: 2.6914, grad_norm: 1.3755, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2568, loss/aux0: 2.2568 2020-10-18 22:40:20,186 - mmaction - INFO - Epoch [50][100/396] lr: 2.737e-01, eta: 1 day, 16:58:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6458, loss_cls: 2.6480, loss: 2.6480, grad_norm: 1.3318, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2614, loss/aux0: 2.2614 2020-10-18 22:40:21,144 - mmaction - INFO - Epoch [50][100/396] lr: 2.737e-01, eta: 1 day, 17:00:12, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6458, loss_cls: 2.6480, loss: 2.6480, grad_norm: 1.3361, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2608, loss/aux0: 2.2608 2020-10-18 22:40:57,727 - mmaction - INFO - Epoch [50][120/396] lr: 2.737e-01, eta: 1 day, 16:58:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6562, loss_cls: 2.6287, loss: 2.6287, grad_norm: 1.3356, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2582, loss/aux0: 2.2582 2020-10-18 22:40:58,725 - mmaction - INFO - Epoch [50][120/396] lr: 2.737e-01, eta: 1 day, 16:59:42, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6562, loss_cls: 2.6287, loss: 2.6287, grad_norm: 1.3405, top1_acc/aux0: 0.4565, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2549, loss/aux0: 2.2549 2020-10-18 22:41:35,294 - mmaction - INFO - Epoch [50][140/396] lr: 2.737e-01, eta: 1 day, 16:57:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6409, loss_cls: 2.6776, loss: 2.6776, grad_norm: 1.3551, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2103, loss/aux0: 2.2103 2020-10-18 22:41:36,259 - mmaction - INFO - Epoch [50][140/396] lr: 2.737e-01, eta: 1 day, 16:59:12, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6409, loss_cls: 2.6776, loss: 2.6776, grad_norm: 1.3566, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2088, loss/aux0: 2.2088 2020-10-18 22:42:12,824 - mmaction - INFO - Epoch [50][160/396] lr: 2.737e-01, eta: 1 day, 16:57:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6339, loss_cls: 2.7178, loss: 2.7178, grad_norm: 1.3227, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2641, loss/aux0: 2.2641 2020-10-18 22:42:13,785 - mmaction - INFO - Epoch [50][160/396] lr: 2.737e-01, eta: 1 day, 16:58:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3641, top5_acc: 0.6339, loss_cls: 2.7178, loss: 2.7178, grad_norm: 1.3177, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2554, loss/aux0: 2.2554 2020-10-18 22:42:50,293 - mmaction - INFO - Epoch [50][180/396] lr: 2.737e-01, eta: 1 day, 16:56:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6508, loss_cls: 2.6574, loss: 2.6574, grad_norm: 1.3111, top1_acc/aux0: 0.4479, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2837, loss/aux0: 2.2837 2020-10-18 22:42:51,285 - mmaction - INFO - Epoch [50][180/396] lr: 2.737e-01, eta: 1 day, 16:58:12, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6508, loss_cls: 2.6574, loss: 2.6574, grad_norm: 1.3152, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.3119, loss/aux0: 2.3119 2020-10-18 22:43:27,997 - mmaction - INFO - Epoch [50][200/396] lr: 2.737e-01, eta: 1 day, 16:56:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6497, loss_cls: 2.6612, loss: 2.6612, grad_norm: 1.3491, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2838, loss/aux0: 2.2838 2020-10-18 22:43:28,976 - mmaction - INFO - Epoch [50][200/396] lr: 2.737e-01, eta: 1 day, 16:57:43, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6497, loss_cls: 2.6612, loss: 2.6612, grad_norm: 1.3480, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.2755, loss/aux0: 2.2755 2020-10-18 22:44:05,627 - mmaction - INFO - Epoch [50][220/396] lr: 2.737e-01, eta: 1 day, 16:55:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6451, loss_cls: 2.6800, loss: 2.6800, grad_norm: 1.3000, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2922, loss/aux0: 2.2922 2020-10-18 22:44:06,580 - mmaction - INFO - Epoch [50][220/396] lr: 2.737e-01, eta: 1 day, 16:57:13, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3604, top5_acc: 0.6451, loss_cls: 2.6800, loss: 2.6800, grad_norm: 1.3057, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7190, loss_cls/aux0: 2.2793, loss/aux0: 2.2793 2020-10-18 22:44:43,270 - mmaction - INFO - Epoch [50][240/396] lr: 2.737e-01, eta: 1 day, 16:55:25, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6362, loss_cls: 2.6962, loss: 2.6962, grad_norm: 1.3507, top1_acc/aux0: 0.4396, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.3254, loss/aux0: 2.3254 2020-10-18 22:44:44,276 - mmaction - INFO - Epoch [50][240/396] lr: 2.737e-01, eta: 1 day, 16:56:44, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6362, loss_cls: 2.6962, loss: 2.6962, grad_norm: 1.3427, top1_acc/aux0: 0.4424, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.3269, loss/aux0: 2.3269 2020-10-18 22:45:20,853 - mmaction - INFO - Epoch [50][260/396] lr: 2.737e-01, eta: 1 day, 16:54:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6492, loss_cls: 2.6530, loss: 2.6530, grad_norm: 1.3575, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2229, loss/aux0: 2.2229 2020-10-18 22:45:21,786 - mmaction - INFO - Epoch [50][260/396] lr: 2.737e-01, eta: 1 day, 16:56:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6492, loss_cls: 2.6530, loss: 2.6530, grad_norm: 1.3565, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2245, loss/aux0: 2.2245 2020-10-18 22:45:58,385 - mmaction - INFO - Epoch [50][280/396] lr: 2.737e-01, eta: 1 day, 16:54:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6388, loss_cls: 2.6846, loss: 2.6846, grad_norm: 1.3358, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2579, loss/aux0: 2.2579 2020-10-18 22:45:59,379 - mmaction - INFO - Epoch [50][280/396] lr: 2.737e-01, eta: 1 day, 16:55:44, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6388, loss_cls: 2.6846, loss: 2.6846, grad_norm: 1.3372, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2608, loss/aux0: 2.2608 2020-10-18 22:46:35,916 - mmaction - INFO - Epoch [50][300/396] lr: 2.737e-01, eta: 1 day, 16:53:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6544, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.3408, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2851, loss/aux0: 2.2851 2020-10-18 22:46:36,925 - mmaction - INFO - Epoch [50][300/396] lr: 2.737e-01, eta: 1 day, 16:55:14, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6544, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.3441, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2827, loss/aux0: 2.2827 2020-10-18 22:47:13,491 - mmaction - INFO - Epoch [50][320/396] lr: 2.737e-01, eta: 1 day, 16:53:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6385, loss_cls: 2.7009, loss: 2.7009, grad_norm: 1.3281, top1_acc/aux0: 0.4440, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2999, loss/aux0: 2.2999 2020-10-18 22:47:14,451 - mmaction - INFO - Epoch [50][320/396] lr: 2.737e-01, eta: 1 day, 16:54:44, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6385, loss_cls: 2.7009, loss: 2.7009, grad_norm: 1.3325, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7172, loss_cls/aux0: 2.2994, loss/aux0: 2.2994 2020-10-18 22:47:51,131 - mmaction - INFO - Epoch [50][340/396] lr: 2.737e-01, eta: 1 day, 16:52:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6443, loss_cls: 2.6964, loss: 2.6964, grad_norm: 1.3223, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2259, loss/aux0: 2.2259 2020-10-18 22:47:52,086 - mmaction - INFO - Epoch [50][340/396] lr: 2.737e-01, eta: 1 day, 16:54:15, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3622, top5_acc: 0.6443, loss_cls: 2.6964, loss: 2.6964, grad_norm: 1.3262, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.2180, loss/aux0: 2.2180 2020-10-18 22:48:28,777 - mmaction - INFO - Epoch [50][360/396] lr: 2.737e-01, eta: 1 day, 16:52:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6461, loss_cls: 2.6574, loss: 2.6574, grad_norm: 1.3462, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2671, loss/aux0: 2.2671 2020-10-18 22:48:29,790 - mmaction - INFO - Epoch [50][360/396] lr: 2.737e-01, eta: 1 day, 16:53:45, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6461, loss_cls: 2.6574, loss: 2.6574, grad_norm: 1.3457, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2782, loss/aux0: 2.2782 2020-10-18 22:49:06,372 - mmaction - INFO - Epoch [50][380/396] lr: 2.737e-01, eta: 1 day, 16:51:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6341, loss_cls: 2.6969, loss: 2.6969, grad_norm: 1.3345, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2718, loss/aux0: 2.2718 2020-10-18 22:49:07,311 - mmaction - INFO - Epoch [50][380/396] lr: 2.737e-01, eta: 1 day, 16:53:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3635, top5_acc: 0.6341, loss_cls: 2.6969, loss: 2.6969, grad_norm: 1.3349, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2613, loss/aux0: 2.2613 2020-10-18 22:53:34,837 - mmaction - INFO - Epoch [51][20/396] lr: 2.726e-01, eta: 1 day, 16:48:59, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6557, loss_cls: 2.5865, loss: 2.5865, grad_norm: 1.3717, top1_acc/aux0: 0.4720, top5_acc/aux0: 0.7272, loss_cls/aux0: 2.2207, loss/aux0: 2.2207 2020-10-18 22:53:35,808 - mmaction - INFO - Epoch [51][20/396] lr: 2.726e-01, eta: 1 day, 16:50:15, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6557, loss_cls: 2.5865, loss: 2.5865, grad_norm: 1.3702, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2262, loss/aux0: 2.2262 2020-10-18 22:54:12,507 - mmaction - INFO - Epoch [51][40/396] lr: 2.726e-01, eta: 1 day, 16:48:29, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6523, loss_cls: 2.6184, loss: 2.6184, grad_norm: 1.3247, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2411, loss/aux0: 2.2411 2020-10-18 22:54:13,451 - mmaction - INFO - Epoch [51][40/396] lr: 2.726e-01, eta: 1 day, 16:49:47, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6523, loss_cls: 2.6184, loss: 2.6184, grad_norm: 1.3201, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2227, loss/aux0: 2.2227 2020-10-18 22:54:49,867 - mmaction - INFO - Epoch [51][60/396] lr: 2.726e-01, eta: 1 day, 16:47:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6432, loss_cls: 2.6243, loss: 2.6243, grad_norm: 1.3502, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2060, loss/aux0: 2.2060 2020-10-18 22:54:50,874 - mmaction - INFO - Epoch [51][60/396] lr: 2.726e-01, eta: 1 day, 16:49:16, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6432, loss_cls: 2.6243, loss: 2.6243, grad_norm: 1.3455, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2307, loss/aux0: 2.2307 2020-10-18 22:55:27,329 - mmaction - INFO - Epoch [51][80/396] lr: 2.726e-01, eta: 1 day, 16:47:29, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6443, loss_cls: 2.6167, loss: 2.6167, grad_norm: 1.3222, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.2201, loss/aux0: 2.2201 2020-10-18 22:55:28,258 - mmaction - INFO - Epoch [51][80/396] lr: 2.726e-01, eta: 1 day, 16:48:46, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6443, loss_cls: 2.6167, loss: 2.6167, grad_norm: 1.3244, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1995, loss/aux0: 2.1995 2020-10-18 22:56:04,709 - mmaction - INFO - Epoch [51][100/396] lr: 2.726e-01, eta: 1 day, 16:46:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6469, loss_cls: 2.6339, loss: 2.6339, grad_norm: 1.3445, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1975, loss/aux0: 2.1975 2020-10-18 22:56:05,695 - mmaction - INFO - Epoch [51][100/396] lr: 2.726e-01, eta: 1 day, 16:48:16, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6469, loss_cls: 2.6339, loss: 2.6339, grad_norm: 1.3390, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2004, loss/aux0: 2.2004 2020-10-18 22:56:42,220 - mmaction - INFO - Epoch [51][120/396] lr: 2.726e-01, eta: 1 day, 16:46:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6365, loss_cls: 2.6728, loss: 2.6728, grad_norm: 1.3262, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1784, loss/aux0: 2.1784 2020-10-18 22:56:43,194 - mmaction - INFO - Epoch [51][120/396] lr: 2.726e-01, eta: 1 day, 16:47:46, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.3721, top5_acc: 0.6365, loss_cls: 2.6728, loss: 2.6728, grad_norm: 1.3304, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.2008, loss/aux0: 2.2008 2020-10-18 22:57:19,730 - mmaction - INFO - Epoch [51][140/396] lr: 2.726e-01, eta: 1 day, 16:45:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6487, loss_cls: 2.6444, loss: 2.6444, grad_norm: 1.3450, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2558, loss/aux0: 2.2558 2020-10-18 22:57:20,746 - mmaction - INFO - Epoch [51][140/396] lr: 2.726e-01, eta: 1 day, 16:47:15, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6487, loss_cls: 2.6444, loss: 2.6444, grad_norm: 1.3344, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2378, loss/aux0: 2.2378 2020-10-18 22:57:57,265 - mmaction - INFO - Epoch [51][160/396] lr: 2.726e-01, eta: 1 day, 16:45:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6464, loss_cls: 2.6367, loss: 2.6367, grad_norm: 1.3364, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2588, loss/aux0: 2.2588 2020-10-18 22:57:58,203 - mmaction - INFO - Epoch [51][160/396] lr: 2.726e-01, eta: 1 day, 16:46:45, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6464, loss_cls: 2.6367, loss: 2.6367, grad_norm: 1.3338, top1_acc/aux0: 0.4596, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2732, loss/aux0: 2.2732 2020-10-18 22:58:34,777 - mmaction - INFO - Epoch [51][180/396] lr: 2.726e-01, eta: 1 day, 16:44:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6453, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.3096, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7159, loss_cls/aux0: 2.2804, loss/aux0: 2.2804 2020-10-18 22:58:35,806 - mmaction - INFO - Epoch [51][180/396] lr: 2.726e-01, eta: 1 day, 16:46:15, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6453, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.3130, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7169, loss_cls/aux0: 2.2730, loss/aux0: 2.2730 2020-10-18 22:59:12,317 - mmaction - INFO - Epoch [51][200/396] lr: 2.726e-01, eta: 1 day, 16:44:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6326, loss_cls: 2.6916, loss: 2.6916, grad_norm: 1.3601, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.2321, loss/aux0: 2.2321 2020-10-18 22:59:13,317 - mmaction - INFO - Epoch [51][200/396] lr: 2.726e-01, eta: 1 day, 16:45:45, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6326, loss_cls: 2.6916, loss: 2.6916, grad_norm: 1.3549, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2191, loss/aux0: 2.2191 2020-10-18 22:59:49,830 - mmaction - INFO - Epoch [51][220/396] lr: 2.726e-01, eta: 1 day, 16:43:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6531, loss_cls: 2.6343, loss: 2.6343, grad_norm: 1.2976, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.2153, loss/aux0: 2.2153 2020-10-18 22:59:50,794 - mmaction - INFO - Epoch [51][220/396] lr: 2.726e-01, eta: 1 day, 16:45:15, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6531, loss_cls: 2.6343, loss: 2.6343, grad_norm: 1.3020, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2277, loss/aux0: 2.2277 2020-10-18 23:00:27,584 - mmaction - INFO - Epoch [51][240/396] lr: 2.726e-01, eta: 1 day, 16:43:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6521, loss_cls: 2.6344, loss: 2.6344, grad_norm: 1.3475, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2217, loss/aux0: 2.2217 2020-10-18 23:00:28,547 - mmaction - INFO - Epoch [51][240/396] lr: 2.726e-01, eta: 1 day, 16:44:45, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6521, loss_cls: 2.6344, loss: 2.6344, grad_norm: 1.3597, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2159, loss/aux0: 2.2159 2020-10-18 23:01:05,121 - mmaction - INFO - Epoch [51][260/396] lr: 2.726e-01, eta: 1 day, 16:42:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6424, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.3306, top1_acc/aux0: 0.4500, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.3030, loss/aux0: 2.3030 2020-10-18 23:01:06,100 - mmaction - INFO - Epoch [51][260/396] lr: 2.726e-01, eta: 1 day, 16:44:15, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6424, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.3359, top1_acc/aux0: 0.4430, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.3182, loss/aux0: 2.3182 2020-10-18 23:01:42,764 - mmaction - INFO - Epoch [51][280/396] lr: 2.726e-01, eta: 1 day, 16:42:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3688, top5_acc: 0.6385, loss_cls: 2.7072, loss: 2.7072, grad_norm: 1.3454, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2440, loss/aux0: 2.2440 2020-10-18 23:01:43,688 - mmaction - INFO - Epoch [51][280/396] lr: 2.726e-01, eta: 1 day, 16:43:45, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3688, top5_acc: 0.6385, loss_cls: 2.7072, loss: 2.7072, grad_norm: 1.3434, top1_acc/aux0: 0.4565, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2328, loss/aux0: 2.2328 2020-10-18 23:02:20,251 - mmaction - INFO - Epoch [51][300/396] lr: 2.726e-01, eta: 1 day, 16:41:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3570, top5_acc: 0.6349, loss_cls: 2.7065, loss: 2.7065, grad_norm: 1.3533, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2241, loss/aux0: 2.2241 2020-10-18 23:02:21,227 - mmaction - INFO - Epoch [51][300/396] lr: 2.726e-01, eta: 1 day, 16:43:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3570, top5_acc: 0.6349, loss_cls: 2.7065, loss: 2.7065, grad_norm: 1.3515, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2090, loss/aux0: 2.2090 2020-10-18 23:02:57,784 - mmaction - INFO - Epoch [51][320/396] lr: 2.726e-01, eta: 1 day, 16:41:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6518, loss_cls: 2.6096, loss: 2.6096, grad_norm: 1.3188, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2384, loss/aux0: 2.2384 2020-10-18 23:02:58,786 - mmaction - INFO - Epoch [51][320/396] lr: 2.726e-01, eta: 1 day, 16:42:45, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6518, loss_cls: 2.6096, loss: 2.6096, grad_norm: 1.3219, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2648, loss/aux0: 2.2648 2020-10-18 23:03:35,357 - mmaction - INFO - Epoch [51][340/396] lr: 2.726e-01, eta: 1 day, 16:40:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6542, loss_cls: 2.6181, loss: 2.6181, grad_norm: 1.3518, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2228, loss/aux0: 2.2228 2020-10-18 23:03:36,327 - mmaction - INFO - Epoch [51][340/396] lr: 2.726e-01, eta: 1 day, 16:42:15, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6542, loss_cls: 2.6181, loss: 2.6181, grad_norm: 1.3561, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2174, loss/aux0: 2.2174 2020-10-18 23:04:13,045 - mmaction - INFO - Epoch [51][360/396] lr: 2.726e-01, eta: 1 day, 16:40:29, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6305, loss_cls: 2.6985, loss: 2.6985, grad_norm: 1.3496, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2484, loss/aux0: 2.2484 2020-10-18 23:04:14,000 - mmaction - INFO - Epoch [51][360/396] lr: 2.726e-01, eta: 1 day, 16:41:44, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6305, loss_cls: 2.6985, loss: 2.6985, grad_norm: 1.3490, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2453, loss/aux0: 2.2453 2020-10-18 23:04:50,543 - mmaction - INFO - Epoch [51][380/396] lr: 2.726e-01, eta: 1 day, 16:39:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6469, loss_cls: 2.6656, loss: 2.6656, grad_norm: 1.3497, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2032, loss/aux0: 2.2032 2020-10-18 23:04:51,578 - mmaction - INFO - Epoch [51][380/396] lr: 2.726e-01, eta: 1 day, 16:41:14, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3617, top5_acc: 0.6469, loss_cls: 2.6656, loss: 2.6656, grad_norm: 1.3532, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1996, loss/aux0: 2.1996 2020-10-18 23:09:26,824 - mmaction - INFO - Epoch [52][20/396] lr: 2.716e-01, eta: 1 day, 16:37:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6526, loss_cls: 2.5752, loss: 2.5752, grad_norm: 1.3420, top1_acc/aux0: 0.4485, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2838, loss/aux0: 2.2838 2020-10-18 23:09:27,781 - mmaction - INFO - Epoch [52][20/396] lr: 2.716e-01, eta: 1 day, 16:38:19, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6526, loss_cls: 2.5752, loss: 2.5752, grad_norm: 1.3391, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2838, loss/aux0: 2.2838 2020-10-18 23:10:04,243 - mmaction - INFO - Epoch [52][40/396] lr: 2.716e-01, eta: 1 day, 16:36:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6385, loss_cls: 2.6772, loss: 2.6772, grad_norm: 1.3212, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2429, loss/aux0: 2.2429 2020-10-18 23:10:05,203 - mmaction - INFO - Epoch [52][40/396] lr: 2.716e-01, eta: 1 day, 16:37:49, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6385, loss_cls: 2.6772, loss: 2.6772, grad_norm: 1.3219, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2392, loss/aux0: 2.2392 2020-10-18 23:10:41,794 - mmaction - INFO - Epoch [52][60/396] lr: 2.716e-01, eta: 1 day, 16:36:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6526, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.3641, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.2076, loss/aux0: 2.2076 2020-10-18 23:10:42,757 - mmaction - INFO - Epoch [52][60/396] lr: 2.716e-01, eta: 1 day, 16:37:19, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6526, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.3610, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.2138, loss/aux0: 2.2138 2020-10-18 23:11:19,221 - mmaction - INFO - Epoch [52][80/396] lr: 2.716e-01, eta: 1 day, 16:35:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6414, loss_cls: 2.6688, loss: 2.6688, grad_norm: 1.3292, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2720, loss/aux0: 2.2720 2020-10-18 23:11:20,167 - mmaction - INFO - Epoch [52][80/396] lr: 2.716e-01, eta: 1 day, 16:36:48, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3630, top5_acc: 0.6414, loss_cls: 2.6688, loss: 2.6688, grad_norm: 1.3307, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2683, loss/aux0: 2.2683 2020-10-18 23:11:56,607 - mmaction - INFO - Epoch [52][100/396] lr: 2.716e-01, eta: 1 day, 16:35:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6615, loss_cls: 2.5796, loss: 2.5796, grad_norm: 1.3711, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2215, loss/aux0: 2.2215 2020-10-18 23:11:57,659 - mmaction - INFO - Epoch [52][100/396] lr: 2.716e-01, eta: 1 day, 16:36:18, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6615, loss_cls: 2.5796, loss: 2.5796, grad_norm: 1.3760, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1977, loss/aux0: 2.1977 2020-10-18 23:12:34,245 - mmaction - INFO - Epoch [52][120/396] lr: 2.716e-01, eta: 1 day, 16:34:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6581, loss_cls: 2.6265, loss: 2.6265, grad_norm: 1.3719, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.2228, loss/aux0: 2.2228 2020-10-18 23:12:35,258 - mmaction - INFO - Epoch [52][120/396] lr: 2.716e-01, eta: 1 day, 16:35:48, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6581, loss_cls: 2.6265, loss: 2.6265, grad_norm: 1.3656, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2391, loss/aux0: 2.2391 2020-10-18 23:13:11,785 - mmaction - INFO - Epoch [52][140/396] lr: 2.716e-01, eta: 1 day, 16:34:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6495, loss_cls: 2.6346, loss: 2.6346, grad_norm: 1.3373, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.2451, loss/aux0: 2.2451 2020-10-18 23:13:12,786 - mmaction - INFO - Epoch [52][140/396] lr: 2.716e-01, eta: 1 day, 16:35:18, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6495, loss_cls: 2.6346, loss: 2.6346, grad_norm: 1.3383, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2513, loss/aux0: 2.2513 2020-10-18 23:13:49,489 - mmaction - INFO - Epoch [52][160/396] lr: 2.716e-01, eta: 1 day, 16:33:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6414, loss_cls: 2.6610, loss: 2.6610, grad_norm: 1.3389, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2669, loss/aux0: 2.2669 2020-10-18 23:13:50,470 - mmaction - INFO - Epoch [52][160/396] lr: 2.716e-01, eta: 1 day, 16:34:49, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6414, loss_cls: 2.6610, loss: 2.6610, grad_norm: 1.3338, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2651, loss/aux0: 2.2651 2020-10-18 23:14:26,870 - mmaction - INFO - Epoch [52][180/396] lr: 2.716e-01, eta: 1 day, 16:33:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6451, loss_cls: 2.6237, loss: 2.6237, grad_norm: 1.3319, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7148, loss_cls/aux0: 2.2644, loss/aux0: 2.2644 2020-10-18 23:14:27,897 - mmaction - INFO - Epoch [52][180/396] lr: 2.716e-01, eta: 1 day, 16:34:18, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6451, loss_cls: 2.6237, loss: 2.6237, grad_norm: 1.3294, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.2736, loss/aux0: 2.2736 2020-10-18 23:15:04,468 - mmaction - INFO - Epoch [52][200/396] lr: 2.716e-01, eta: 1 day, 16:32:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6513, loss_cls: 2.6051, loss: 2.6051, grad_norm: 1.3394, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2535, loss/aux0: 2.2535 2020-10-18 23:15:05,431 - mmaction - INFO - Epoch [52][200/396] lr: 2.716e-01, eta: 1 day, 16:33:48, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6513, loss_cls: 2.6051, loss: 2.6051, grad_norm: 1.3356, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2336, loss/aux0: 2.2336 2020-10-18 23:15:42,007 - mmaction - INFO - Epoch [52][220/396] lr: 2.716e-01, eta: 1 day, 16:32:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6453, loss_cls: 2.6159, loss: 2.6159, grad_norm: 1.3578, top1_acc/aux0: 0.4596, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1866, loss/aux0: 2.1866 2020-10-18 23:15:42,971 - mmaction - INFO - Epoch [52][220/396] lr: 2.716e-01, eta: 1 day, 16:33:18, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6453, loss_cls: 2.6159, loss: 2.6159, grad_norm: 1.3635, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.2039, loss/aux0: 2.2039 2020-10-18 23:16:19,439 - mmaction - INFO - Epoch [52][240/396] lr: 2.716e-01, eta: 1 day, 16:31:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6448, loss_cls: 2.6376, loss: 2.6376, grad_norm: 1.3397, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2287, loss/aux0: 2.2287 2020-10-18 23:16:20,432 - mmaction - INFO - Epoch [52][240/396] lr: 2.716e-01, eta: 1 day, 16:32:47, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6448, loss_cls: 2.6376, loss: 2.6376, grad_norm: 1.3374, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2173, loss/aux0: 2.2173 2020-10-18 23:16:56,941 - mmaction - INFO - Epoch [52][260/396] lr: 2.716e-01, eta: 1 day, 16:31:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6378, loss_cls: 2.6918, loss: 2.6918, grad_norm: 1.3404, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2258, loss/aux0: 2.2258 2020-10-18 23:16:57,920 - mmaction - INFO - Epoch [52][260/396] lr: 2.716e-01, eta: 1 day, 16:32:17, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3615, top5_acc: 0.6378, loss_cls: 2.6918, loss: 2.6918, grad_norm: 1.3469, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2399, loss/aux0: 2.2399 2020-10-18 23:17:34,455 - mmaction - INFO - Epoch [52][280/396] lr: 2.716e-01, eta: 1 day, 16:30:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6474, loss_cls: 2.6719, loss: 2.6719, grad_norm: 1.3514, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2429, loss/aux0: 2.2429 2020-10-18 23:17:35,376 - mmaction - INFO - Epoch [52][280/396] lr: 2.716e-01, eta: 1 day, 16:31:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6474, loss_cls: 2.6719, loss: 2.6719, grad_norm: 1.3457, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2230, loss/aux0: 2.2230 2020-10-18 23:18:11,952 - mmaction - INFO - Epoch [52][300/396] lr: 2.716e-01, eta: 1 day, 16:30:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6674, loss_cls: 2.5816, loss: 2.5816, grad_norm: 1.3413, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2210, loss/aux0: 2.2210 2020-10-18 23:18:12,931 - mmaction - INFO - Epoch [52][300/396] lr: 2.716e-01, eta: 1 day, 16:31:17, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6674, loss_cls: 2.5816, loss: 2.5816, grad_norm: 1.3364, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2250, loss/aux0: 2.2250 2020-10-18 23:18:49,492 - mmaction - INFO - Epoch [52][320/396] lr: 2.716e-01, eta: 1 day, 16:29:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6367, loss_cls: 2.6860, loss: 2.6860, grad_norm: 1.3596, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2917, loss/aux0: 2.2917 2020-10-18 23:18:50,448 - mmaction - INFO - Epoch [52][320/396] lr: 2.716e-01, eta: 1 day, 16:30:46, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.3625, top5_acc: 0.6367, loss_cls: 2.6860, loss: 2.6860, grad_norm: 1.3558, top1_acc/aux0: 0.4458, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.3065, loss/aux0: 2.3065 2020-10-18 23:19:26,979 - mmaction - INFO - Epoch [52][340/396] lr: 2.716e-01, eta: 1 day, 16:29:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6417, loss_cls: 2.6655, loss: 2.6655, grad_norm: 1.3336, top1_acc/aux0: 0.4461, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2610, loss/aux0: 2.2610 2020-10-18 23:19:27,940 - mmaction - INFO - Epoch [52][340/396] lr: 2.716e-01, eta: 1 day, 16:30:15, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6417, loss_cls: 2.6655, loss: 2.6655, grad_norm: 1.3356, top1_acc/aux0: 0.4477, top5_acc/aux0: 0.7219, loss_cls/aux0: 2.2487, loss/aux0: 2.2487 2020-10-18 23:20:04,559 - mmaction - INFO - Epoch [52][360/396] lr: 2.716e-01, eta: 1 day, 16:28:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6326, loss_cls: 2.7123, loss: 2.7123, grad_norm: 1.3313, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2835, loss/aux0: 2.2835 2020-10-18 23:20:05,546 - mmaction - INFO - Epoch [52][360/396] lr: 2.716e-01, eta: 1 day, 16:29:45, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6326, loss_cls: 2.7123, loss: 2.7123, grad_norm: 1.3277, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2846, loss/aux0: 2.2846 2020-10-18 23:20:42,065 - mmaction - INFO - Epoch [52][380/396] lr: 2.716e-01, eta: 1 day, 16:28:01, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6339, loss_cls: 2.6919, loss: 2.6919, grad_norm: 1.3128, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2487, loss/aux0: 2.2487 2020-10-18 23:20:43,111 - mmaction - INFO - Epoch [52][380/396] lr: 2.716e-01, eta: 1 day, 16:29:14, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6339, loss_cls: 2.6919, loss: 2.6919, grad_norm: 1.3220, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7234, loss_cls/aux0: 2.2558, loss/aux0: 2.2558 2020-10-18 23:25:43,587 - mmaction - INFO - Epoch [53][20/396] lr: 2.705e-01, eta: 1 day, 16:25:08, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6492, loss_cls: 2.6107, loss: 2.6107, grad_norm: 1.3598, top1_acc/aux0: 0.4575, top5_acc/aux0: 0.7377, loss_cls/aux0: 2.2130, loss/aux0: 2.2130 2020-10-18 23:25:44,577 - mmaction - INFO - Epoch [53][20/396] lr: 2.705e-01, eta: 1 day, 16:26:21, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6492, loss_cls: 2.6107, loss: 2.6107, grad_norm: 1.3571, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.2154, loss/aux0: 2.2154 2020-10-18 23:26:20,958 - mmaction - INFO - Epoch [53][40/396] lr: 2.705e-01, eta: 1 day, 16:24:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6531, loss_cls: 2.6124, loss: 2.6124, grad_norm: 1.3654, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2859, loss/aux0: 2.2859 2020-10-18 23:26:21,911 - mmaction - INFO - Epoch [53][40/396] lr: 2.705e-01, eta: 1 day, 16:25:50, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6531, loss_cls: 2.6124, loss: 2.6124, grad_norm: 1.3638, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2836, loss/aux0: 2.2836 2020-10-18 23:26:58,405 - mmaction - INFO - Epoch [53][60/396] lr: 2.705e-01, eta: 1 day, 16:24:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6669, loss_cls: 2.5879, loss: 2.5879, grad_norm: 1.3533, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2766, loss/aux0: 2.2766 2020-10-18 23:26:59,386 - mmaction - INFO - Epoch [53][60/396] lr: 2.705e-01, eta: 1 day, 16:25:19, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6669, loss_cls: 2.5879, loss: 2.5879, grad_norm: 1.3499, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2767, loss/aux0: 2.2767 2020-10-18 23:27:35,918 - mmaction - INFO - Epoch [53][80/396] lr: 2.705e-01, eta: 1 day, 16:23:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6448, loss_cls: 2.6643, loss: 2.6643, grad_norm: 1.3313, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2151, loss/aux0: 2.2151 2020-10-18 23:27:36,888 - mmaction - INFO - Epoch [53][80/396] lr: 2.705e-01, eta: 1 day, 16:24:49, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6448, loss_cls: 2.6643, loss: 2.6643, grad_norm: 1.3327, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2156, loss/aux0: 2.2156 2020-10-18 23:28:13,367 - mmaction - INFO - Epoch [53][100/396] lr: 2.705e-01, eta: 1 day, 16:23:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6568, loss_cls: 2.5901, loss: 2.5901, grad_norm: 1.3567, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.2393, loss/aux0: 2.2393 2020-10-18 23:28:14,361 - mmaction - INFO - Epoch [53][100/396] lr: 2.705e-01, eta: 1 day, 16:24:19, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6568, loss_cls: 2.5901, loss: 2.5901, grad_norm: 1.3564, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.2444, loss/aux0: 2.2444 2020-10-18 23:28:50,870 - mmaction - INFO - Epoch [53][120/396] lr: 2.705e-01, eta: 1 day, 16:22:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6380, loss_cls: 2.6904, loss: 2.6904, grad_norm: 1.3637, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2740, loss/aux0: 2.2740 2020-10-18 23:28:51,865 - mmaction - INFO - Epoch [53][120/396] lr: 2.705e-01, eta: 1 day, 16:23:48, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3711, top5_acc: 0.6380, loss_cls: 2.6904, loss: 2.6904, grad_norm: 1.3577, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2636, loss/aux0: 2.2636 2020-10-18 23:29:28,410 - mmaction - INFO - Epoch [53][140/396] lr: 2.705e-01, eta: 1 day, 16:22:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6557, loss_cls: 2.6133, loss: 2.6133, grad_norm: 1.3216, top1_acc/aux0: 0.4419, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2850, loss/aux0: 2.2850 2020-10-18 23:29:29,364 - mmaction - INFO - Epoch [53][140/396] lr: 2.705e-01, eta: 1 day, 16:23:18, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6557, loss_cls: 2.6133, loss: 2.6133, grad_norm: 1.3303, top1_acc/aux0: 0.4388, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.3051, loss/aux0: 2.3051 2020-10-18 23:30:05,927 - mmaction - INFO - Epoch [53][160/396] lr: 2.705e-01, eta: 1 day, 16:21:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6562, loss_cls: 2.6163, loss: 2.6163, grad_norm: 1.3575, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2832, loss/aux0: 2.2832 2020-10-18 23:30:06,903 - mmaction - INFO - Epoch [53][160/396] lr: 2.705e-01, eta: 1 day, 16:22:48, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6562, loss_cls: 2.6163, loss: 2.6163, grad_norm: 1.3550, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7195, loss_cls/aux0: 2.2766, loss/aux0: 2.2766 2020-10-18 23:30:43,337 - mmaction - INFO - Epoch [53][180/396] lr: 2.705e-01, eta: 1 day, 16:21:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6513, loss_cls: 2.6069, loss: 2.6069, grad_norm: 1.3463, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2816, loss/aux0: 2.2816 2020-10-18 23:30:44,327 - mmaction - INFO - Epoch [53][180/396] lr: 2.705e-01, eta: 1 day, 16:22:18, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6513, loss_cls: 2.6069, loss: 2.6069, grad_norm: 1.3531, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7156, loss_cls/aux0: 2.3004, loss/aux0: 2.3004 2020-10-18 23:31:20,949 - mmaction - INFO - Epoch [53][200/396] lr: 2.705e-01, eta: 1 day, 16:20:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6430, loss_cls: 2.6871, loss: 2.6871, grad_norm: 1.3426, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.3156, loss/aux0: 2.3156 2020-10-18 23:31:21,928 - mmaction - INFO - Epoch [53][200/396] lr: 2.705e-01, eta: 1 day, 16:21:47, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3646, top5_acc: 0.6430, loss_cls: 2.6871, loss: 2.6871, grad_norm: 1.3404, top1_acc/aux0: 0.4560, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2781, loss/aux0: 2.2781 2020-10-18 23:31:58,486 - mmaction - INFO - Epoch [53][220/396] lr: 2.705e-01, eta: 1 day, 16:20:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6482, loss_cls: 2.6552, loss: 2.6552, grad_norm: 1.3513, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1788, loss/aux0: 2.1788 2020-10-18 23:31:59,459 - mmaction - INFO - Epoch [53][220/396] lr: 2.705e-01, eta: 1 day, 16:21:17, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3698, top5_acc: 0.6482, loss_cls: 2.6552, loss: 2.6552, grad_norm: 1.3516, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1938, loss/aux0: 2.1938 2020-10-18 23:32:36,032 - mmaction - INFO - Epoch [53][240/396] lr: 2.705e-01, eta: 1 day, 16:19:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6471, loss_cls: 2.6572, loss: 2.6572, grad_norm: 1.3447, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2103, loss/aux0: 2.2103 2020-10-18 23:32:37,000 - mmaction - INFO - Epoch [53][240/396] lr: 2.705e-01, eta: 1 day, 16:20:47, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6471, loss_cls: 2.6572, loss: 2.6572, grad_norm: 1.3497, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2190, loss/aux0: 2.2190 2020-10-18 23:33:13,485 - mmaction - INFO - Epoch [53][260/396] lr: 2.705e-01, eta: 1 day, 16:19:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6461, loss_cls: 2.6525, loss: 2.6525, grad_norm: 1.3258, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2712, loss/aux0: 2.2712 2020-10-18 23:33:14,467 - mmaction - INFO - Epoch [53][260/396] lr: 2.705e-01, eta: 1 day, 16:20:17, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6461, loss_cls: 2.6525, loss: 2.6525, grad_norm: 1.3332, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2551, loss/aux0: 2.2551 2020-10-18 23:33:51,153 - mmaction - INFO - Epoch [53][280/396] lr: 2.705e-01, eta: 1 day, 16:18:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6443, loss_cls: 2.6504, loss: 2.6504, grad_norm: 1.3523, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2183, loss/aux0: 2.2183 2020-10-18 23:33:52,121 - mmaction - INFO - Epoch [53][280/396] lr: 2.705e-01, eta: 1 day, 16:19:46, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3779, top5_acc: 0.6443, loss_cls: 2.6504, loss: 2.6504, grad_norm: 1.3469, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2369, loss/aux0: 2.2369 2020-10-18 23:34:28,747 - mmaction - INFO - Epoch [53][300/396] lr: 2.705e-01, eta: 1 day, 16:18:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6326, loss_cls: 2.7288, loss: 2.7288, grad_norm: 1.3155, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2455, loss/aux0: 2.2455 2020-10-18 23:34:29,699 - mmaction - INFO - Epoch [53][300/396] lr: 2.705e-01, eta: 1 day, 16:19:16, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3568, top5_acc: 0.6326, loss_cls: 2.7288, loss: 2.7288, grad_norm: 1.3166, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2259, loss/aux0: 2.2259 2020-10-18 23:35:06,351 - mmaction - INFO - Epoch [53][320/396] lr: 2.705e-01, eta: 1 day, 16:17:34, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6344, loss_cls: 2.6932, loss: 2.6932, grad_norm: 1.3508, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1675, loss/aux0: 2.1675 2020-10-18 23:35:07,301 - mmaction - INFO - Epoch [53][320/396] lr: 2.705e-01, eta: 1 day, 16:18:46, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3607, top5_acc: 0.6344, loss_cls: 2.6932, loss: 2.6932, grad_norm: 1.3643, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1668, loss/aux0: 2.1668 2020-10-18 23:35:43,947 - mmaction - INFO - Epoch [53][340/396] lr: 2.705e-01, eta: 1 day, 16:17:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6401, loss_cls: 2.6611, loss: 2.6611, grad_norm: 1.3822, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2451, loss/aux0: 2.2451 2020-10-18 23:35:44,905 - mmaction - INFO - Epoch [53][340/396] lr: 2.705e-01, eta: 1 day, 16:18:16, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6401, loss_cls: 2.6611, loss: 2.6611, grad_norm: 1.3854, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2499, loss/aux0: 2.2499 2020-10-18 23:36:21,376 - mmaction - INFO - Epoch [53][360/396] lr: 2.705e-01, eta: 1 day, 16:16:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6451, loss_cls: 2.6694, loss: 2.6694, grad_norm: 1.3562, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2210, loss/aux0: 2.2210 2020-10-18 23:36:22,370 - mmaction - INFO - Epoch [53][360/396] lr: 2.705e-01, eta: 1 day, 16:17:45, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6451, loss_cls: 2.6694, loss: 2.6694, grad_norm: 1.3542, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2099, loss/aux0: 2.2099 2020-10-18 23:36:58,860 - mmaction - INFO - Epoch [53][380/396] lr: 2.705e-01, eta: 1 day, 16:16:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6555, loss_cls: 2.6333, loss: 2.6333, grad_norm: 1.3340, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2399, loss/aux0: 2.2399 2020-10-18 23:36:59,807 - mmaction - INFO - Epoch [53][380/396] lr: 2.705e-01, eta: 1 day, 16:17:15, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6555, loss_cls: 2.6333, loss: 2.6333, grad_norm: 1.3389, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2445, loss/aux0: 2.2445 2020-10-18 23:41:47,421 - mmaction - INFO - Epoch [54][20/396] lr: 2.694e-01, eta: 1 day, 16:13:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6576, loss_cls: 2.6100, loss: 2.6100, grad_norm: 1.3585, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2549, loss/aux0: 2.2549 2020-10-18 23:41:48,416 - mmaction - INFO - Epoch [54][20/396] lr: 2.694e-01, eta: 1 day, 16:14:25, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6576, loss_cls: 2.6100, loss: 2.6100, grad_norm: 1.3538, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2326, loss/aux0: 2.2326 2020-10-18 23:42:24,710 - mmaction - INFO - Epoch [54][40/396] lr: 2.694e-01, eta: 1 day, 16:12:42, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6375, loss_cls: 2.6599, loss: 2.6599, grad_norm: 1.3146, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2306, loss/aux0: 2.2306 2020-10-18 23:42:25,692 - mmaction - INFO - Epoch [54][40/396] lr: 2.694e-01, eta: 1 day, 16:13:53, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6375, loss_cls: 2.6599, loss: 2.6599, grad_norm: 1.3123, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2457, loss/aux0: 2.2457 2020-10-18 23:43:02,121 - mmaction - INFO - Epoch [54][60/396] lr: 2.694e-01, eta: 1 day, 16:12:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6448, loss_cls: 2.6326, loss: 2.6326, grad_norm: 1.3146, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2459, loss/aux0: 2.2459 2020-10-18 23:43:03,037 - mmaction - INFO - Epoch [54][60/396] lr: 2.694e-01, eta: 1 day, 16:13:22, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6448, loss_cls: 2.6326, loss: 2.6326, grad_norm: 1.3220, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2688, loss/aux0: 2.2688 2020-10-18 23:43:39,457 - mmaction - INFO - Epoch [54][80/396] lr: 2.694e-01, eta: 1 day, 16:11:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6578, loss_cls: 2.6101, loss: 2.6101, grad_norm: 1.3552, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2467, loss/aux0: 2.2467 2020-10-18 23:43:40,473 - mmaction - INFO - Epoch [54][80/396] lr: 2.694e-01, eta: 1 day, 16:12:51, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6578, loss_cls: 2.6101, loss: 2.6101, grad_norm: 1.3496, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2364, loss/aux0: 2.2364 2020-10-18 23:44:16,917 - mmaction - INFO - Epoch [54][100/396] lr: 2.694e-01, eta: 1 day, 16:11:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6401, loss_cls: 2.6816, loss: 2.6816, grad_norm: 1.3290, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2373, loss/aux0: 2.2373 2020-10-18 23:44:17,895 - mmaction - INFO - Epoch [54][100/396] lr: 2.694e-01, eta: 1 day, 16:12:21, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3659, top5_acc: 0.6401, loss_cls: 2.6816, loss: 2.6816, grad_norm: 1.3420, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2458, loss/aux0: 2.2458 2020-10-18 23:44:54,337 - mmaction - INFO - Epoch [54][120/396] lr: 2.694e-01, eta: 1 day, 16:10:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6492, loss_cls: 2.6518, loss: 2.6518, grad_norm: 1.3445, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2717, loss/aux0: 2.2717 2020-10-18 23:44:55,300 - mmaction - INFO - Epoch [54][120/396] lr: 2.694e-01, eta: 1 day, 16:11:50, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6492, loss_cls: 2.6518, loss: 2.6518, grad_norm: 1.3505, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2626, loss/aux0: 2.2626 2020-10-18 23:45:31,823 - mmaction - INFO - Epoch [54][140/396] lr: 2.694e-01, eta: 1 day, 16:10:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6453, loss_cls: 2.6271, loss: 2.6271, grad_norm: 1.3175, top1_acc/aux0: 0.4596, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2259, loss/aux0: 2.2259 2020-10-18 23:45:32,799 - mmaction - INFO - Epoch [54][140/396] lr: 2.694e-01, eta: 1 day, 16:11:20, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6453, loss_cls: 2.6271, loss: 2.6271, grad_norm: 1.3152, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2156, loss/aux0: 2.2156 2020-10-18 23:46:09,420 - mmaction - INFO - Epoch [54][160/396] lr: 2.694e-01, eta: 1 day, 16:09:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6471, loss_cls: 2.6426, loss: 2.6426, grad_norm: 1.3571, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.1868, loss/aux0: 2.1868 2020-10-18 23:46:10,449 - mmaction - INFO - Epoch [54][160/396] lr: 2.694e-01, eta: 1 day, 16:10:50, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6471, loss_cls: 2.6426, loss: 2.6426, grad_norm: 1.3627, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2010, loss/aux0: 2.2010 2020-10-18 23:46:47,008 - mmaction - INFO - Epoch [54][180/396] lr: 2.694e-01, eta: 1 day, 16:09:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6469, loss_cls: 2.6279, loss: 2.6279, grad_norm: 1.3671, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.2118, loss/aux0: 2.2118 2020-10-18 23:46:47,980 - mmaction - INFO - Epoch [54][180/396] lr: 2.694e-01, eta: 1 day, 16:10:20, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.3786, top5_acc: 0.6469, loss_cls: 2.6279, loss: 2.6279, grad_norm: 1.3652, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1944, loss/aux0: 2.1944 2020-10-18 23:47:24,600 - mmaction - INFO - Epoch [54][200/396] lr: 2.694e-01, eta: 1 day, 16:08:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6451, loss_cls: 2.6234, loss: 2.6234, grad_norm: 1.3825, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2552, loss/aux0: 2.2552 2020-10-18 23:47:25,624 - mmaction - INFO - Epoch [54][200/396] lr: 2.694e-01, eta: 1 day, 16:09:50, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6451, loss_cls: 2.6234, loss: 2.6234, grad_norm: 1.3840, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7232, loss_cls/aux0: 2.2608, loss/aux0: 2.2608 2020-10-18 23:48:02,358 - mmaction - INFO - Epoch [54][220/396] lr: 2.694e-01, eta: 1 day, 16:08:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6458, loss_cls: 2.6530, loss: 2.6530, grad_norm: 1.3566, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2422, loss/aux0: 2.2422 2020-10-18 23:48:03,382 - mmaction - INFO - Epoch [54][220/396] lr: 2.694e-01, eta: 1 day, 16:09:20, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6458, loss_cls: 2.6530, loss: 2.6530, grad_norm: 1.3498, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2400, loss/aux0: 2.2400 2020-10-18 23:48:39,980 - mmaction - INFO - Epoch [54][240/396] lr: 2.694e-01, eta: 1 day, 16:07:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6352, loss_cls: 2.6846, loss: 2.6846, grad_norm: 1.3616, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1992, loss/aux0: 2.1992 2020-10-18 23:48:40,935 - mmaction - INFO - Epoch [54][240/396] lr: 2.694e-01, eta: 1 day, 16:08:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6352, loss_cls: 2.6846, loss: 2.6846, grad_norm: 1.3647, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2129, loss/aux0: 2.2129 2020-10-18 23:49:17,536 - mmaction - INFO - Epoch [54][260/396] lr: 2.694e-01, eta: 1 day, 16:07:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6521, loss_cls: 2.6329, loss: 2.6329, grad_norm: 1.3684, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.2191, loss/aux0: 2.2191 2020-10-18 23:49:18,510 - mmaction - INFO - Epoch [54][260/396] lr: 2.694e-01, eta: 1 day, 16:08:19, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6521, loss_cls: 2.6329, loss: 2.6329, grad_norm: 1.3669, top1_acc/aux0: 0.4581, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.2267, loss/aux0: 2.2267 2020-10-18 23:49:55,145 - mmaction - INFO - Epoch [54][280/396] lr: 2.694e-01, eta: 1 day, 16:06:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6458, loss_cls: 2.6390, loss: 2.6390, grad_norm: 1.3961, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.2255, loss/aux0: 2.2255 2020-10-18 23:49:56,118 - mmaction - INFO - Epoch [54][280/396] lr: 2.694e-01, eta: 1 day, 16:07:49, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6458, loss_cls: 2.6390, loss: 2.6390, grad_norm: 1.3936, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1981, loss/aux0: 2.1981 2020-10-18 23:50:32,664 - mmaction - INFO - Epoch [54][300/396] lr: 2.694e-01, eta: 1 day, 16:06:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6523, loss_cls: 2.6457, loss: 2.6457, grad_norm: 1.3814, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2058, loss/aux0: 2.2058 2020-10-18 23:50:33,653 - mmaction - INFO - Epoch [54][300/396] lr: 2.694e-01, eta: 1 day, 16:07:18, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3724, top5_acc: 0.6523, loss_cls: 2.6457, loss: 2.6457, grad_norm: 1.3843, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2110, loss/aux0: 2.2110 2020-10-18 23:51:10,207 - mmaction - INFO - Epoch [54][320/396] lr: 2.694e-01, eta: 1 day, 16:05:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6440, loss_cls: 2.6676, loss: 2.6676, grad_norm: 1.3681, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2672, loss/aux0: 2.2672 2020-10-18 23:51:11,219 - mmaction - INFO - Epoch [54][320/396] lr: 2.694e-01, eta: 1 day, 16:06:48, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3669, top5_acc: 0.6440, loss_cls: 2.6676, loss: 2.6676, grad_norm: 1.3714, top1_acc/aux0: 0.4490, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2746, loss/aux0: 2.2746 2020-10-18 23:51:47,727 - mmaction - INFO - Epoch [54][340/396] lr: 2.694e-01, eta: 1 day, 16:05:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6346, loss_cls: 2.6574, loss: 2.6574, grad_norm: 1.3737, top1_acc/aux0: 0.4469, top5_acc/aux0: 0.7133, loss_cls/aux0: 2.3081, loss/aux0: 2.3081 2020-10-18 23:51:48,715 - mmaction - INFO - Epoch [54][340/396] lr: 2.694e-01, eta: 1 day, 16:06:18, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6346, loss_cls: 2.6574, loss: 2.6574, grad_norm: 1.3660, top1_acc/aux0: 0.4456, top5_acc/aux0: 0.7115, loss_cls/aux0: 2.3088, loss/aux0: 2.3088 2020-10-18 23:52:25,207 - mmaction - INFO - Epoch [54][360/396] lr: 2.694e-01, eta: 1 day, 16:04:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6549, loss_cls: 2.5745, loss: 2.5745, grad_norm: 1.3390, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1841, loss/aux0: 2.1841 2020-10-18 23:52:26,211 - mmaction - INFO - Epoch [54][360/396] lr: 2.694e-01, eta: 1 day, 16:05:47, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6549, loss_cls: 2.5745, loss: 2.5745, grad_norm: 1.3400, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1750, loss/aux0: 2.1750 2020-10-18 23:53:02,742 - mmaction - INFO - Epoch [54][380/396] lr: 2.694e-01, eta: 1 day, 16:04:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6503, loss_cls: 2.6094, loss: 2.6094, grad_norm: 1.3808, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1991, loss/aux0: 2.1991 2020-10-18 23:53:03,699 - mmaction - INFO - Epoch [54][380/396] lr: 2.694e-01, eta: 1 day, 16:05:16, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6503, loss_cls: 2.6094, loss: 2.6094, grad_norm: 1.3836, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2142, loss/aux0: 2.2142 2020-10-18 23:57:51,895 - mmaction - INFO - Epoch [55][20/396] lr: 2.683e-01, eta: 1 day, 16:01:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6461, loss_cls: 2.6242, loss: 2.6242, grad_norm: 1.3381, top1_acc/aux0: 0.4493, top5_acc/aux0: 0.7283, loss_cls/aux0: 2.2559, loss/aux0: 2.2559 2020-10-18 23:57:52,851 - mmaction - INFO - Epoch [55][20/396] lr: 2.683e-01, eta: 1 day, 16:02:27, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6461, loss_cls: 2.6242, loss: 2.6242, grad_norm: 1.3373, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2578, loss/aux0: 2.2578 2020-10-18 23:58:29,306 - mmaction - INFO - Epoch [55][40/396] lr: 2.683e-01, eta: 1 day, 16:00:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6565, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.3761, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1778, loss/aux0: 2.1778 2020-10-18 23:58:30,272 - mmaction - INFO - Epoch [55][40/396] lr: 2.683e-01, eta: 1 day, 16:01:56, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6565, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.3788, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1818, loss/aux0: 2.1818 2020-10-18 23:59:06,786 - mmaction - INFO - Epoch [55][60/396] lr: 2.683e-01, eta: 1 day, 16:00:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6466, loss_cls: 2.6291, loss: 2.6291, grad_norm: 1.3475, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2641, loss/aux0: 2.2641 2020-10-18 23:59:07,754 - mmaction - INFO - Epoch [55][60/396] lr: 2.683e-01, eta: 1 day, 16:01:26, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6466, loss_cls: 2.6291, loss: 2.6291, grad_norm: 1.3516, top1_acc/aux0: 0.4565, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2555, loss/aux0: 2.2555 2020-10-18 23:59:44,196 - mmaction - INFO - Epoch [55][80/396] lr: 2.683e-01, eta: 1 day, 15:59:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6536, loss_cls: 2.6336, loss: 2.6336, grad_norm: 1.3873, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1902, loss/aux0: 2.1902 2020-10-18 23:59:45,194 - mmaction - INFO - Epoch [55][80/396] lr: 2.683e-01, eta: 1 day, 16:00:55, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3656, top5_acc: 0.6536, loss_cls: 2.6336, loss: 2.6336, grad_norm: 1.3850, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1960, loss/aux0: 2.1960 2020-10-19 00:00:27,330 - mmaction - INFO - Epoch [55][100/396] lr: 2.683e-01, eta: 1 day, 15:59:19, time: 0.997, data_time: 0.000, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6555, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.3376, top1_acc/aux0: 0.4445, top5_acc/aux0: 0.7174, loss_cls/aux0: 2.3000, loss/aux0: 2.3000 2020-10-19 00:00:28,362 - mmaction - INFO - Epoch [55][100/396] lr: 2.683e-01, eta: 1 day, 16:00:29, time: 0.948, data_time: 0.009, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6555, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.3385, top1_acc/aux0: 0.4464, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2956, loss/aux0: 2.2956 2020-10-19 00:01:05,033 - mmaction - INFO - Epoch [55][120/396] lr: 2.683e-01, eta: 1 day, 15:58:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6466, loss_cls: 2.6522, loss: 2.6522, grad_norm: 1.3583, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2513, loss/aux0: 2.2513 2020-10-19 00:01:06,033 - mmaction - INFO - Epoch [55][120/396] lr: 2.683e-01, eta: 1 day, 15:59:59, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6466, loss_cls: 2.6522, loss: 2.6522, grad_norm: 1.3542, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2485, loss/aux0: 2.2485 2020-10-19 00:01:42,579 - mmaction - INFO - Epoch [55][140/396] lr: 2.683e-01, eta: 1 day, 15:58:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.6933, loss: 2.6933, grad_norm: 1.3734, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2185, loss/aux0: 2.2185 2020-10-19 00:01:43,510 - mmaction - INFO - Epoch [55][140/396] lr: 2.683e-01, eta: 1 day, 15:59:28, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3750, top5_acc: 0.6375, loss_cls: 2.6933, loss: 2.6933, grad_norm: 1.3728, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7260, loss_cls/aux0: 2.2242, loss/aux0: 2.2242 2020-10-19 00:02:20,055 - mmaction - INFO - Epoch [55][160/396] lr: 2.683e-01, eta: 1 day, 15:57:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6404, loss_cls: 2.6705, loss: 2.6705, grad_norm: 1.3412, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.2228, loss/aux0: 2.2228 2020-10-19 00:02:21,054 - mmaction - INFO - Epoch [55][160/396] lr: 2.683e-01, eta: 1 day, 15:58:58, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3612, top5_acc: 0.6404, loss_cls: 2.6705, loss: 2.6705, grad_norm: 1.3408, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.2338, loss/aux0: 2.2338 2020-10-19 00:02:57,525 - mmaction - INFO - Epoch [55][180/396] lr: 2.683e-01, eta: 1 day, 15:57:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6383, loss_cls: 2.6581, loss: 2.6581, grad_norm: 1.3501, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7271, loss_cls/aux0: 2.2680, loss/aux0: 2.2680 2020-10-19 00:02:58,480 - mmaction - INFO - Epoch [55][180/396] lr: 2.683e-01, eta: 1 day, 15:58:26, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6383, loss_cls: 2.6581, loss: 2.6581, grad_norm: 1.3488, top1_acc/aux0: 0.4565, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2494, loss/aux0: 2.2494 2020-10-19 00:03:35,058 - mmaction - INFO - Epoch [55][200/396] lr: 2.683e-01, eta: 1 day, 15:56:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6656, loss_cls: 2.5962, loss: 2.5962, grad_norm: 1.3545, top1_acc/aux0: 0.4487, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2361, loss/aux0: 2.2361 2020-10-19 00:03:36,020 - mmaction - INFO - Epoch [55][200/396] lr: 2.683e-01, eta: 1 day, 15:57:56, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6656, loss_cls: 2.5962, loss: 2.5962, grad_norm: 1.3511, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2445, loss/aux0: 2.2445 2020-10-19 00:04:12,666 - mmaction - INFO - Epoch [55][220/396] lr: 2.683e-01, eta: 1 day, 15:56:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6500, loss_cls: 2.6415, loss: 2.6415, grad_norm: 1.3439, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.2094, loss/aux0: 2.2094 2020-10-19 00:04:13,663 - mmaction - INFO - Epoch [55][220/396] lr: 2.683e-01, eta: 1 day, 15:57:26, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3732, top5_acc: 0.6500, loss_cls: 2.6415, loss: 2.6415, grad_norm: 1.3427, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.2145, loss/aux0: 2.2145 2020-10-19 00:04:50,259 - mmaction - INFO - Epoch [55][240/396] lr: 2.683e-01, eta: 1 day, 15:55:46, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6424, loss_cls: 2.6694, loss: 2.6694, grad_norm: 1.3742, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2297, loss/aux0: 2.2297 2020-10-19 00:04:51,206 - mmaction - INFO - Epoch [55][240/396] lr: 2.683e-01, eta: 1 day, 15:56:56, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6424, loss_cls: 2.6694, loss: 2.6694, grad_norm: 1.3847, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2253, loss/aux0: 2.2253 2020-10-19 00:05:27,772 - mmaction - INFO - Epoch [55][260/396] lr: 2.683e-01, eta: 1 day, 15:55:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6417, loss_cls: 2.6531, loss: 2.6531, grad_norm: 1.3328, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2230, loss/aux0: 2.2230 2020-10-19 00:05:28,716 - mmaction - INFO - Epoch [55][260/396] lr: 2.683e-01, eta: 1 day, 15:56:25, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6417, loss_cls: 2.6531, loss: 2.6531, grad_norm: 1.3258, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2256, loss/aux0: 2.2256 2020-10-19 00:06:05,359 - mmaction - INFO - Epoch [55][280/396] lr: 2.683e-01, eta: 1 day, 15:54:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6599, loss_cls: 2.5950, loss: 2.5950, grad_norm: 1.3651, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2768, loss/aux0: 2.2768 2020-10-19 00:06:06,354 - mmaction - INFO - Epoch [55][280/396] lr: 2.683e-01, eta: 1 day, 15:55:54, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6599, loss_cls: 2.5950, loss: 2.5950, grad_norm: 1.3575, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2643, loss/aux0: 2.2643 2020-10-19 00:06:43,017 - mmaction - INFO - Epoch [55][300/396] lr: 2.683e-01, eta: 1 day, 15:54:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6466, loss_cls: 2.6537, loss: 2.6537, grad_norm: 1.3862, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1853, loss/aux0: 2.1853 2020-10-19 00:06:43,949 - mmaction - INFO - Epoch [55][300/396] lr: 2.683e-01, eta: 1 day, 15:55:24, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6466, loss_cls: 2.6537, loss: 2.6537, grad_norm: 1.3853, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1933, loss/aux0: 2.1933 2020-10-19 00:07:20,501 - mmaction - INFO - Epoch [55][320/396] lr: 2.683e-01, eta: 1 day, 15:53:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6440, loss_cls: 2.6582, loss: 2.6582, grad_norm: 1.3379, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7130, loss_cls/aux0: 2.2940, loss/aux0: 2.2940 2020-10-19 00:07:21,466 - mmaction - INFO - Epoch [55][320/396] lr: 2.683e-01, eta: 1 day, 15:54:53, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6440, loss_cls: 2.6582, loss: 2.6582, grad_norm: 1.3410, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7096, loss_cls/aux0: 2.2996, loss/aux0: 2.2996 2020-10-19 00:07:58,140 - mmaction - INFO - Epoch [55][340/396] lr: 2.683e-01, eta: 1 day, 15:53:14, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6451, loss_cls: 2.6172, loss: 2.6172, grad_norm: 1.3516, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.2590, loss/aux0: 2.2590 2020-10-19 00:07:59,098 - mmaction - INFO - Epoch [55][340/396] lr: 2.683e-01, eta: 1 day, 15:54:24, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6451, loss_cls: 2.6172, loss: 2.6172, grad_norm: 1.3565, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2656, loss/aux0: 2.2656 2020-10-19 00:08:35,773 - mmaction - INFO - Epoch [55][360/396] lr: 2.683e-01, eta: 1 day, 15:52:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6419, loss_cls: 2.6728, loss: 2.6728, grad_norm: 1.3837, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1907, loss/aux0: 2.1907 2020-10-19 00:08:36,743 - mmaction - INFO - Epoch [55][360/396] lr: 2.683e-01, eta: 1 day, 15:53:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3664, top5_acc: 0.6419, loss_cls: 2.6728, loss: 2.6728, grad_norm: 1.3873, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1711, loss/aux0: 2.1711 2020-10-19 00:09:13,343 - mmaction - INFO - Epoch [55][380/396] lr: 2.683e-01, eta: 1 day, 15:52:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6484, loss_cls: 2.6420, loss: 2.6420, grad_norm: 1.3594, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2404, loss/aux0: 2.2404 2020-10-19 00:09:14,294 - mmaction - INFO - Epoch [55][380/396] lr: 2.683e-01, eta: 1 day, 15:53:22, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3693, top5_acc: 0.6484, loss_cls: 2.6420, loss: 2.6420, grad_norm: 1.3632, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2541, loss/aux0: 2.2541 2020-10-19 00:14:00,029 - mmaction - INFO - Epoch [56][20/396] lr: 2.671e-01, eta: 1 day, 15:49:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6461, loss_cls: 2.6413, loss: 2.6413, grad_norm: 1.3661, top1_acc/aux0: 0.4520, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2569, loss/aux0: 2.2569 2020-10-19 00:14:01,027 - mmaction - INFO - Epoch [56][20/396] lr: 2.671e-01, eta: 1 day, 15:50:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6461, loss_cls: 2.6413, loss: 2.6413, grad_norm: 1.3677, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2588, loss/aux0: 2.2588 2020-10-19 00:14:37,539 - mmaction - INFO - Epoch [56][40/396] lr: 2.671e-01, eta: 1 day, 15:48:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6648, loss_cls: 2.5991, loss: 2.5991, grad_norm: 1.3743, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2249, loss/aux0: 2.2249 2020-10-19 00:14:38,529 - mmaction - INFO - Epoch [56][40/396] lr: 2.671e-01, eta: 1 day, 15:50:06, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6648, loss_cls: 2.5991, loss: 2.5991, grad_norm: 1.3733, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2193, loss/aux0: 2.2193 2020-10-19 00:15:14,909 - mmaction - INFO - Epoch [56][60/396] lr: 2.671e-01, eta: 1 day, 15:48:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6583, loss_cls: 2.5723, loss: 2.5723, grad_norm: 1.3515, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1594, loss/aux0: 2.1594 2020-10-19 00:15:15,868 - mmaction - INFO - Epoch [56][60/396] lr: 2.671e-01, eta: 1 day, 15:49:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6583, loss_cls: 2.5723, loss: 2.5723, grad_norm: 1.3495, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1503, loss/aux0: 2.1503 2020-10-19 00:15:52,533 - mmaction - INFO - Epoch [56][80/396] lr: 2.671e-01, eta: 1 day, 15:47:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6432, loss_cls: 2.6535, loss: 2.6535, grad_norm: 1.3622, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7227, loss_cls/aux0: 2.2528, loss/aux0: 2.2528 2020-10-19 00:15:53,512 - mmaction - INFO - Epoch [56][80/396] lr: 2.671e-01, eta: 1 day, 15:49:05, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6432, loss_cls: 2.6535, loss: 2.6535, grad_norm: 1.3579, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2664, loss/aux0: 2.2664 2020-10-19 00:16:30,055 - mmaction - INFO - Epoch [56][100/396] lr: 2.671e-01, eta: 1 day, 15:47:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6471, loss_cls: 2.6535, loss: 2.6535, grad_norm: 1.3275, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1973, loss/aux0: 2.1973 2020-10-19 00:16:31,011 - mmaction - INFO - Epoch [56][100/396] lr: 2.671e-01, eta: 1 day, 15:48:34, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6471, loss_cls: 2.6535, loss: 2.6535, grad_norm: 1.3343, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1924, loss/aux0: 2.1924 2020-10-19 00:17:07,606 - mmaction - INFO - Epoch [56][120/396] lr: 2.671e-01, eta: 1 day, 15:46:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6573, loss_cls: 2.6071, loss: 2.6071, grad_norm: 1.3330, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1992, loss/aux0: 2.1992 2020-10-19 00:17:08,632 - mmaction - INFO - Epoch [56][120/396] lr: 2.671e-01, eta: 1 day, 15:48:04, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6573, loss_cls: 2.6071, loss: 2.6071, grad_norm: 1.3294, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.2029, loss/aux0: 2.2029 2020-10-19 00:17:45,329 - mmaction - INFO - Epoch [56][140/396] lr: 2.671e-01, eta: 1 day, 15:46:25, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6505, loss_cls: 2.6369, loss: 2.6369, grad_norm: 1.3243, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2225, loss/aux0: 2.2225 2020-10-19 00:17:46,310 - mmaction - INFO - Epoch [56][140/396] lr: 2.671e-01, eta: 1 day, 15:47:33, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6505, loss_cls: 2.6369, loss: 2.6369, grad_norm: 1.3193, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2175, loss/aux0: 2.2175 2020-10-19 00:18:22,901 - mmaction - INFO - Epoch [56][160/396] lr: 2.671e-01, eta: 1 day, 15:45:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6510, loss_cls: 2.6495, loss: 2.6495, grad_norm: 1.3889, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2484, loss/aux0: 2.2484 2020-10-19 00:18:23,835 - mmaction - INFO - Epoch [56][160/396] lr: 2.671e-01, eta: 1 day, 15:47:03, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6510, loss_cls: 2.6495, loss: 2.6495, grad_norm: 1.3808, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2550, loss/aux0: 2.2550 2020-10-19 00:19:00,534 - mmaction - INFO - Epoch [56][180/396] lr: 2.671e-01, eta: 1 day, 15:45:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6531, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.3482, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.2033, loss/aux0: 2.2033 2020-10-19 00:19:01,487 - mmaction - INFO - Epoch [56][180/396] lr: 2.671e-01, eta: 1 day, 15:46:32, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6531, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.3583, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2119, loss/aux0: 2.2119 2020-10-19 00:19:38,200 - mmaction - INFO - Epoch [56][200/396] lr: 2.671e-01, eta: 1 day, 15:44:54, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6427, loss_cls: 2.6507, loss: 2.6507, grad_norm: 1.3760, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.1976, loss/aux0: 2.1976 2020-10-19 00:19:39,170 - mmaction - INFO - Epoch [56][200/396] lr: 2.671e-01, eta: 1 day, 15:46:02, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.3695, top5_acc: 0.6427, loss_cls: 2.6507, loss: 2.6507, grad_norm: 1.3857, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1862, loss/aux0: 2.1862 2020-10-19 00:20:15,925 - mmaction - INFO - Epoch [56][220/396] lr: 2.671e-01, eta: 1 day, 15:44:24, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6414, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.3827, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2335, loss/aux0: 2.2335 2020-10-19 00:20:16,888 - mmaction - INFO - Epoch [56][220/396] lr: 2.671e-01, eta: 1 day, 15:45:32, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3734, top5_acc: 0.6414, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.3854, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2396, loss/aux0: 2.2396 2020-10-19 00:20:53,400 - mmaction - INFO - Epoch [56][240/396] lr: 2.671e-01, eta: 1 day, 15:43:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6388, loss_cls: 2.6646, loss: 2.6646, grad_norm: 1.3501, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2615, loss/aux0: 2.2615 2020-10-19 00:20:54,348 - mmaction - INFO - Epoch [56][240/396] lr: 2.671e-01, eta: 1 day, 15:45:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6388, loss_cls: 2.6646, loss: 2.6646, grad_norm: 1.3471, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2594, loss/aux0: 2.2594 2020-10-19 00:21:31,166 - mmaction - INFO - Epoch [56][260/396] lr: 2.671e-01, eta: 1 day, 15:43:24, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6591, loss_cls: 2.5666, loss: 2.5666, grad_norm: 1.3920, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1933, loss/aux0: 2.1933 2020-10-19 00:21:32,138 - mmaction - INFO - Epoch [56][260/396] lr: 2.671e-01, eta: 1 day, 15:44:32, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6591, loss_cls: 2.5666, loss: 2.5666, grad_norm: 1.3885, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1789, loss/aux0: 2.1789 2020-10-19 00:22:08,576 - mmaction - INFO - Epoch [56][280/396] lr: 2.671e-01, eta: 1 day, 15:42:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6427, loss_cls: 2.6484, loss: 2.6484, grad_norm: 1.3624, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1780, loss/aux0: 2.1780 2020-10-19 00:22:09,510 - mmaction - INFO - Epoch [56][280/396] lr: 2.671e-01, eta: 1 day, 15:44:01, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3766, top5_acc: 0.6427, loss_cls: 2.6484, loss: 2.6484, grad_norm: 1.3670, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1921, loss/aux0: 2.1921 2020-10-19 00:22:46,123 - mmaction - INFO - Epoch [56][300/396] lr: 2.671e-01, eta: 1 day, 15:42:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6453, loss_cls: 2.6697, loss: 2.6697, grad_norm: 1.3470, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2251, loss/aux0: 2.2251 2020-10-19 00:22:47,073 - mmaction - INFO - Epoch [56][300/396] lr: 2.671e-01, eta: 1 day, 15:43:30, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3703, top5_acc: 0.6453, loss_cls: 2.6697, loss: 2.6697, grad_norm: 1.3534, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2317, loss/aux0: 2.2317 2020-10-19 00:23:23,683 - mmaction - INFO - Epoch [56][320/396] lr: 2.671e-01, eta: 1 day, 15:41:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6474, loss_cls: 2.6289, loss: 2.6289, grad_norm: 1.3618, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.2272, loss/aux0: 2.2272 2020-10-19 00:23:24,641 - mmaction - INFO - Epoch [56][320/396] lr: 2.671e-01, eta: 1 day, 15:42:59, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3701, top5_acc: 0.6474, loss_cls: 2.6289, loss: 2.6289, grad_norm: 1.3557, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2133, loss/aux0: 2.2133 2020-10-19 00:24:01,089 - mmaction - INFO - Epoch [56][340/396] lr: 2.671e-01, eta: 1 day, 15:41:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6490, loss_cls: 2.6090, loss: 2.6090, grad_norm: 1.3484, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1974, loss/aux0: 2.1974 2020-10-19 00:24:02,118 - mmaction - INFO - Epoch [56][340/396] lr: 2.671e-01, eta: 1 day, 15:42:28, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3771, top5_acc: 0.6490, loss_cls: 2.6090, loss: 2.6090, grad_norm: 1.3540, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1951, loss/aux0: 2.1951 2020-10-19 00:24:38,815 - mmaction - INFO - Epoch [56][360/396] lr: 2.671e-01, eta: 1 day, 15:40:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6443, loss_cls: 2.6624, loss: 2.6624, grad_norm: 1.3535, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2203, loss/aux0: 2.2203 2020-10-19 00:24:39,788 - mmaction - INFO - Epoch [56][360/396] lr: 2.671e-01, eta: 1 day, 15:41:58, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3677, top5_acc: 0.6443, loss_cls: 2.6624, loss: 2.6624, grad_norm: 1.3578, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2259, loss/aux0: 2.2259 2020-10-19 00:25:16,411 - mmaction - INFO - Epoch [56][380/396] lr: 2.671e-01, eta: 1 day, 15:40:20, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6479, loss_cls: 2.6536, loss: 2.6536, grad_norm: 1.3620, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2452, loss/aux0: 2.2452 2020-10-19 00:25:17,369 - mmaction - INFO - Epoch [56][380/396] lr: 2.671e-01, eta: 1 day, 15:41:28, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6479, loss_cls: 2.6536, loss: 2.6536, grad_norm: 1.3623, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7193, loss_cls/aux0: 2.2470, loss/aux0: 2.2470 2020-10-19 00:25:48,553 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-19 00:27:32,519 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 00:27:32,641 - mmaction - INFO - top1_acc 0.4888 top5_acc 0.7664 2020-10-19 00:27:32,642 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 00:27:32,667 - mmaction - INFO - mean_acc 0.4892 2020-10-19 00:27:32,667 - mmaction - INFO - Now best checkpoint is epoch_56.pth 2020-10-19 00:27:32,688 - mmaction - INFO - Epoch(val) [56][396] top1_acc: 0.4888, top5_acc: 0.7664, mean_class_accuracy: 0.4892 2020-10-19 00:31:50,471 - mmaction - INFO - Epoch [57][20/396] lr: 2.660e-01, eta: 1 day, 15:37:38, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6583, loss_cls: 2.5708, loss: 2.5708, grad_norm: 1.3999, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1984, loss/aux0: 2.1984 2020-10-19 00:31:51,430 - mmaction - INFO - Epoch [57][20/396] lr: 2.660e-01, eta: 1 day, 15:38:44, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6583, loss_cls: 2.5708, loss: 2.5708, grad_norm: 1.4004, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2055, loss/aux0: 2.2055 2020-10-19 00:32:27,903 - mmaction - INFO - Epoch [57][40/396] lr: 2.660e-01, eta: 1 day, 15:37:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6406, loss_cls: 2.6340, loss: 2.6340, grad_norm: 1.3504, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1920, loss/aux0: 2.1920 2020-10-19 00:32:28,861 - mmaction - INFO - Epoch [57][40/396] lr: 2.660e-01, eta: 1 day, 15:38:13, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6406, loss_cls: 2.6340, loss: 2.6340, grad_norm: 1.3597, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1870, loss/aux0: 2.1870 2020-10-19 00:33:05,334 - mmaction - INFO - Epoch [57][60/396] lr: 2.660e-01, eta: 1 day, 15:36:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6443, loss_cls: 2.6402, loss: 2.6402, grad_norm: 1.3490, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2242, loss/aux0: 2.2242 2020-10-19 00:33:06,291 - mmaction - INFO - Epoch [57][60/396] lr: 2.660e-01, eta: 1 day, 15:37:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6443, loss_cls: 2.6402, loss: 2.6402, grad_norm: 1.3466, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2092, loss/aux0: 2.2092 2020-10-19 00:33:42,827 - mmaction - INFO - Epoch [57][80/396] lr: 2.660e-01, eta: 1 day, 15:36:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6456, loss_cls: 2.6282, loss: 2.6282, grad_norm: 1.3441, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2199, loss/aux0: 2.2199 2020-10-19 00:33:43,803 - mmaction - INFO - Epoch [57][80/396] lr: 2.660e-01, eta: 1 day, 15:37:11, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6456, loss_cls: 2.6282, loss: 2.6282, grad_norm: 1.3434, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2337, loss/aux0: 2.2337 2020-10-19 00:34:20,162 - mmaction - INFO - Epoch [57][100/396] lr: 2.660e-01, eta: 1 day, 15:35:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6661, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.3628, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7201, loss_cls/aux0: 2.2545, loss/aux0: 2.2545 2020-10-19 00:34:21,111 - mmaction - INFO - Epoch [57][100/396] lr: 2.660e-01, eta: 1 day, 15:36:41, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6661, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.3690, top1_acc/aux0: 0.4562, top5_acc/aux0: 0.7214, loss_cls/aux0: 2.2518, loss/aux0: 2.2518 2020-10-19 00:34:57,623 - mmaction - INFO - Epoch [57][120/396] lr: 2.660e-01, eta: 1 day, 15:35:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6542, loss_cls: 2.5845, loss: 2.5845, grad_norm: 1.3177, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7263, loss_cls/aux0: 2.2423, loss/aux0: 2.2423 2020-10-19 00:34:58,591 - mmaction - INFO - Epoch [57][120/396] lr: 2.660e-01, eta: 1 day, 15:36:09, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6542, loss_cls: 2.5845, loss: 2.5845, grad_norm: 1.3189, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2416, loss/aux0: 2.2416 2020-10-19 00:35:35,301 - mmaction - INFO - Epoch [57][140/396] lr: 2.660e-01, eta: 1 day, 15:34:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6534, loss_cls: 2.6060, loss: 2.6060, grad_norm: 1.3487, top1_acc/aux0: 0.4508, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2822, loss/aux0: 2.2822 2020-10-19 00:35:36,247 - mmaction - INFO - Epoch [57][140/396] lr: 2.660e-01, eta: 1 day, 15:35:39, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6534, loss_cls: 2.6060, loss: 2.6060, grad_norm: 1.3396, top1_acc/aux0: 0.4510, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2753, loss/aux0: 2.2753 2020-10-19 00:36:12,859 - mmaction - INFO - Epoch [57][160/396] lr: 2.660e-01, eta: 1 day, 15:34:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6466, loss_cls: 2.6244, loss: 2.6244, grad_norm: 1.3432, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1917, loss/aux0: 2.1917 2020-10-19 00:36:13,774 - mmaction - INFO - Epoch [57][160/396] lr: 2.660e-01, eta: 1 day, 15:35:08, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6466, loss_cls: 2.6244, loss: 2.6244, grad_norm: 1.3450, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.2061, loss/aux0: 2.2061 2020-10-19 00:36:50,245 - mmaction - INFO - Epoch [57][180/396] lr: 2.660e-01, eta: 1 day, 15:33:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6432, loss_cls: 2.6258, loss: 2.6258, grad_norm: 1.3831, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1837, loss/aux0: 2.1837 2020-10-19 00:36:51,196 - mmaction - INFO - Epoch [57][180/396] lr: 2.660e-01, eta: 1 day, 15:34:36, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6432, loss_cls: 2.6258, loss: 2.6258, grad_norm: 1.3868, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1768, loss/aux0: 2.1768 2020-10-19 00:37:27,795 - mmaction - INFO - Epoch [57][200/396] lr: 2.660e-01, eta: 1 day, 15:32:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6552, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.4023, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2263, loss/aux0: 2.2263 2020-10-19 00:37:28,804 - mmaction - INFO - Epoch [57][200/396] lr: 2.660e-01, eta: 1 day, 15:34:06, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6552, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.4088, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2451, loss/aux0: 2.2451 2020-10-19 00:38:05,447 - mmaction - INFO - Epoch [57][220/396] lr: 2.660e-01, eta: 1 day, 15:32:29, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6271, loss_cls: 2.7070, loss: 2.7070, grad_norm: 1.3744, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2498, loss/aux0: 2.2498 2020-10-19 00:38:06,406 - mmaction - INFO - Epoch [57][220/396] lr: 2.660e-01, eta: 1 day, 15:33:36, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3643, top5_acc: 0.6271, loss_cls: 2.7070, loss: 2.7070, grad_norm: 1.3782, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2315, loss/aux0: 2.2315 2020-10-19 00:38:42,992 - mmaction - INFO - Epoch [57][240/396] lr: 2.660e-01, eta: 1 day, 15:31:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6471, loss_cls: 2.6351, loss: 2.6351, grad_norm: 1.3790, top1_acc/aux0: 0.4513, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2662, loss/aux0: 2.2662 2020-10-19 00:38:44,015 - mmaction - INFO - Epoch [57][240/396] lr: 2.660e-01, eta: 1 day, 15:33:05, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6471, loss_cls: 2.6351, loss: 2.6351, grad_norm: 1.3691, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2574, loss/aux0: 2.2574 2020-10-19 00:39:20,595 - mmaction - INFO - Epoch [57][260/396] lr: 2.660e-01, eta: 1 day, 15:31:28, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6526, loss_cls: 2.6516, loss: 2.6516, grad_norm: 1.3525, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2103, loss/aux0: 2.2103 2020-10-19 00:39:21,555 - mmaction - INFO - Epoch [57][260/396] lr: 2.660e-01, eta: 1 day, 15:32:35, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3776, top5_acc: 0.6526, loss_cls: 2.6516, loss: 2.6516, grad_norm: 1.3493, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2179, loss/aux0: 2.2179 2020-10-19 00:39:58,171 - mmaction - INFO - Epoch [57][280/396] lr: 2.660e-01, eta: 1 day, 15:30:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6534, loss_cls: 2.6313, loss: 2.6313, grad_norm: 1.3587, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2634, loss/aux0: 2.2634 2020-10-19 00:39:59,171 - mmaction - INFO - Epoch [57][280/396] lr: 2.660e-01, eta: 1 day, 15:32:04, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6534, loss_cls: 2.6313, loss: 2.6313, grad_norm: 1.3507, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2518, loss/aux0: 2.2518 2020-10-19 00:40:35,803 - mmaction - INFO - Epoch [57][300/396] lr: 2.660e-01, eta: 1 day, 15:30:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6591, loss_cls: 2.5945, loss: 2.5945, grad_norm: 1.3631, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7245, loss_cls/aux0: 2.2436, loss/aux0: 2.2436 2020-10-19 00:40:36,821 - mmaction - INFO - Epoch [57][300/396] lr: 2.660e-01, eta: 1 day, 15:31:33, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6591, loss_cls: 2.5945, loss: 2.5945, grad_norm: 1.3648, top1_acc/aux0: 0.4583, top5_acc/aux0: 0.7203, loss_cls/aux0: 2.2569, loss/aux0: 2.2569 2020-10-19 00:41:13,401 - mmaction - INFO - Epoch [57][320/396] lr: 2.660e-01, eta: 1 day, 15:29:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6484, loss_cls: 2.6328, loss: 2.6328, grad_norm: 1.3392, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7198, loss_cls/aux0: 2.2437, loss/aux0: 2.2437 2020-10-19 00:41:14,345 - mmaction - INFO - Epoch [57][320/396] lr: 2.660e-01, eta: 1 day, 15:31:02, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6484, loss_cls: 2.6328, loss: 2.6328, grad_norm: 1.3422, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7180, loss_cls/aux0: 2.2595, loss/aux0: 2.2595 2020-10-19 00:41:50,877 - mmaction - INFO - Epoch [57][340/396] lr: 2.660e-01, eta: 1 day, 15:29:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6583, loss_cls: 2.5942, loss: 2.5942, grad_norm: 1.3563, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2073, loss/aux0: 2.2073 2020-10-19 00:41:51,846 - mmaction - INFO - Epoch [57][340/396] lr: 2.660e-01, eta: 1 day, 15:30:31, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6583, loss_cls: 2.5942, loss: 2.5942, grad_norm: 1.3618, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1915, loss/aux0: 2.1915 2020-10-19 00:42:28,428 - mmaction - INFO - Epoch [57][360/396] lr: 2.660e-01, eta: 1 day, 15:28:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6375, loss_cls: 2.6777, loss: 2.6777, grad_norm: 1.3883, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2698, loss/aux0: 2.2698 2020-10-19 00:42:29,433 - mmaction - INFO - Epoch [57][360/396] lr: 2.660e-01, eta: 1 day, 15:30:01, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6375, loss_cls: 2.6777, loss: 2.6777, grad_norm: 1.3829, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2537, loss/aux0: 2.2537 2020-10-19 00:43:05,996 - mmaction - INFO - Epoch [57][380/396] lr: 2.660e-01, eta: 1 day, 15:28:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6469, loss_cls: 2.6434, loss: 2.6434, grad_norm: 1.3638, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1507, loss/aux0: 2.1507 2020-10-19 00:43:06,977 - mmaction - INFO - Epoch [57][380/396] lr: 2.660e-01, eta: 1 day, 15:29:30, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6469, loss_cls: 2.6434, loss: 2.6434, grad_norm: 1.3624, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1725, loss/aux0: 2.1725 2020-10-19 00:47:54,801 - mmaction - INFO - Epoch [58][20/396] lr: 2.648e-01, eta: 1 day, 15:25:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6607, loss_cls: 2.5668, loss: 2.5668, grad_norm: 1.3480, top1_acc/aux0: 0.4712, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2029, loss/aux0: 2.2029 2020-10-19 00:47:55,789 - mmaction - INFO - Epoch [58][20/396] lr: 2.648e-01, eta: 1 day, 15:26:48, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6607, loss_cls: 2.5668, loss: 2.5668, grad_norm: 1.3488, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2032, loss/aux0: 2.2032 2020-10-19 00:48:32,351 - mmaction - INFO - Epoch [58][40/396] lr: 2.648e-01, eta: 1 day, 15:25:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6581, loss_cls: 2.6207, loss: 2.6207, grad_norm: 1.3542, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1842, loss/aux0: 2.1842 2020-10-19 00:48:33,300 - mmaction - INFO - Epoch [58][40/396] lr: 2.648e-01, eta: 1 day, 15:26:17, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6581, loss_cls: 2.6207, loss: 2.6207, grad_norm: 1.3513, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1757, loss/aux0: 2.1757 2020-10-19 00:49:09,857 - mmaction - INFO - Epoch [58][60/396] lr: 2.648e-01, eta: 1 day, 15:24:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6622, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3589, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1713, loss/aux0: 2.1713 2020-10-19 00:49:10,796 - mmaction - INFO - Epoch [58][60/396] lr: 2.648e-01, eta: 1 day, 15:25:45, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6622, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3622, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1802, loss/aux0: 2.1802 2020-10-19 00:49:47,414 - mmaction - INFO - Epoch [58][80/396] lr: 2.648e-01, eta: 1 day, 15:24:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6576, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.3650, top1_acc/aux0: 0.4505, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2294, loss/aux0: 2.2294 2020-10-19 00:49:48,366 - mmaction - INFO - Epoch [58][80/396] lr: 2.648e-01, eta: 1 day, 15:25:14, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6576, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.3723, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2291, loss/aux0: 2.2291 2020-10-19 00:50:24,785 - mmaction - INFO - Epoch [58][100/396] lr: 2.648e-01, eta: 1 day, 15:23:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6641, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.3585, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2452, loss/aux0: 2.2452 2020-10-19 00:50:25,726 - mmaction - INFO - Epoch [58][100/396] lr: 2.648e-01, eta: 1 day, 15:24:43, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3943, top5_acc: 0.6641, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.3594, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2419, loss/aux0: 2.2419 2020-10-19 00:51:02,458 - mmaction - INFO - Epoch [58][120/396] lr: 2.648e-01, eta: 1 day, 15:23:07, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6596, loss_cls: 2.6380, loss: 2.6380, grad_norm: 1.3948, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.2308, loss/aux0: 2.2308 2020-10-19 00:51:03,399 - mmaction - INFO - Epoch [58][120/396] lr: 2.648e-01, eta: 1 day, 15:24:12, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6596, loss_cls: 2.6380, loss: 2.6380, grad_norm: 1.3973, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2379, loss/aux0: 2.2379 2020-10-19 00:51:39,925 - mmaction - INFO - Epoch [58][140/396] lr: 2.648e-01, eta: 1 day, 15:22:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6474, loss_cls: 2.6545, loss: 2.6545, grad_norm: 1.3849, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2549, loss/aux0: 2.2549 2020-10-19 00:51:40,947 - mmaction - INFO - Epoch [58][140/396] lr: 2.648e-01, eta: 1 day, 15:23:41, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6474, loss_cls: 2.6545, loss: 2.6545, grad_norm: 1.3831, top1_acc/aux0: 0.4492, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2519, loss/aux0: 2.2519 2020-10-19 00:52:17,522 - mmaction - INFO - Epoch [58][160/396] lr: 2.648e-01, eta: 1 day, 15:22:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6594, loss_cls: 2.6166, loss: 2.6166, grad_norm: 1.3568, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2145, loss/aux0: 2.2145 2020-10-19 00:52:18,511 - mmaction - INFO - Epoch [58][160/396] lr: 2.648e-01, eta: 1 day, 15:23:11, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6594, loss_cls: 2.6166, loss: 2.6166, grad_norm: 1.3591, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2219, loss/aux0: 2.2219 2020-10-19 00:52:55,025 - mmaction - INFO - Epoch [58][180/396] lr: 2.648e-01, eta: 1 day, 15:21:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6570, loss_cls: 2.6024, loss: 2.6024, grad_norm: 1.3239, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2220, loss/aux0: 2.2220 2020-10-19 00:52:55,997 - mmaction - INFO - Epoch [58][180/396] lr: 2.648e-01, eta: 1 day, 15:22:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6570, loss_cls: 2.6024, loss: 2.6024, grad_norm: 1.3206, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2107, loss/aux0: 2.2107 2020-10-19 00:53:32,560 - mmaction - INFO - Epoch [58][200/396] lr: 2.648e-01, eta: 1 day, 15:21:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6445, loss_cls: 2.6490, loss: 2.6490, grad_norm: 1.3713, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1697, loss/aux0: 2.1697 2020-10-19 00:53:33,518 - mmaction - INFO - Epoch [58][200/396] lr: 2.648e-01, eta: 1 day, 15:22:09, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6445, loss_cls: 2.6490, loss: 2.6490, grad_norm: 1.3743, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1856, loss/aux0: 2.1856 2020-10-19 00:54:10,214 - mmaction - INFO - Epoch [58][220/396] lr: 2.648e-01, eta: 1 day, 15:20:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6555, loss_cls: 2.6089, loss: 2.6089, grad_norm: 1.3802, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.2038, loss/aux0: 2.2038 2020-10-19 00:54:11,163 - mmaction - INFO - Epoch [58][220/396] lr: 2.648e-01, eta: 1 day, 15:21:38, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6555, loss_cls: 2.6089, loss: 2.6089, grad_norm: 1.3814, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1967, loss/aux0: 2.1967 2020-10-19 00:54:47,774 - mmaction - INFO - Epoch [58][240/396] lr: 2.648e-01, eta: 1 day, 15:20:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6495, loss_cls: 2.6444, loss: 2.6444, grad_norm: 1.3544, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2204, loss/aux0: 2.2204 2020-10-19 00:54:48,752 - mmaction - INFO - Epoch [58][240/396] lr: 2.648e-01, eta: 1 day, 15:21:07, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6495, loss_cls: 2.6444, loss: 2.6444, grad_norm: 1.3622, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.2168, loss/aux0: 2.2168 2020-10-19 00:55:25,406 - mmaction - INFO - Epoch [58][260/396] lr: 2.648e-01, eta: 1 day, 15:19:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6591, loss_cls: 2.6162, loss: 2.6162, grad_norm: 1.3522, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0931, loss/aux0: 2.0931 2020-10-19 00:55:26,337 - mmaction - INFO - Epoch [58][260/396] lr: 2.648e-01, eta: 1 day, 15:20:36, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3768, top5_acc: 0.6591, loss_cls: 2.6162, loss: 2.6162, grad_norm: 1.3533, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0894, loss/aux0: 2.0894 2020-10-19 00:56:02,945 - mmaction - INFO - Epoch [58][280/396] lr: 2.648e-01, eta: 1 day, 15:19:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6589, loss_cls: 2.5756, loss: 2.5756, grad_norm: 1.3858, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1747, loss/aux0: 2.1747 2020-10-19 00:56:03,901 - mmaction - INFO - Epoch [58][280/396] lr: 2.648e-01, eta: 1 day, 15:20:05, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6589, loss_cls: 2.5756, loss: 2.5756, grad_norm: 1.3918, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1826, loss/aux0: 2.1826 2020-10-19 00:56:40,523 - mmaction - INFO - Epoch [58][300/396] lr: 2.648e-01, eta: 1 day, 15:18:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6453, loss_cls: 2.6474, loss: 2.6474, grad_norm: 1.3906, top1_acc/aux0: 0.4495, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2887, loss/aux0: 2.2887 2020-10-19 00:56:41,496 - mmaction - INFO - Epoch [58][300/396] lr: 2.648e-01, eta: 1 day, 15:19:34, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3719, top5_acc: 0.6453, loss_cls: 2.6474, loss: 2.6474, grad_norm: 1.3892, top1_acc/aux0: 0.4482, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2861, loss/aux0: 2.2861 2020-10-19 00:57:18,124 - mmaction - INFO - Epoch [58][320/396] lr: 2.648e-01, eta: 1 day, 15:17:59, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6471, loss_cls: 2.6549, loss: 2.6549, grad_norm: 1.3454, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7273, loss_cls/aux0: 2.2416, loss/aux0: 2.2416 2020-10-19 00:57:19,082 - mmaction - INFO - Epoch [58][320/396] lr: 2.648e-01, eta: 1 day, 15:19:04, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6471, loss_cls: 2.6549, loss: 2.6549, grad_norm: 1.3525, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2393, loss/aux0: 2.2393 2020-10-19 00:57:55,576 - mmaction - INFO - Epoch [58][340/396] lr: 2.648e-01, eta: 1 day, 15:17:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6510, loss_cls: 2.6423, loss: 2.6423, grad_norm: 1.3640, top1_acc/aux0: 0.4565, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2489, loss/aux0: 2.2489 2020-10-19 00:57:56,556 - mmaction - INFO - Epoch [58][340/396] lr: 2.648e-01, eta: 1 day, 15:18:33, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6510, loss_cls: 2.6423, loss: 2.6423, grad_norm: 1.3627, top1_acc/aux0: 0.4529, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2528, loss/aux0: 2.2528 2020-10-19 00:58:33,285 - mmaction - INFO - Epoch [58][360/396] lr: 2.648e-01, eta: 1 day, 15:16:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6523, loss_cls: 2.6085, loss: 2.6085, grad_norm: 1.3954, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2039, loss/aux0: 2.2039 2020-10-19 00:58:34,256 - mmaction - INFO - Epoch [58][360/396] lr: 2.648e-01, eta: 1 day, 15:18:02, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6523, loss_cls: 2.6085, loss: 2.6085, grad_norm: 1.3909, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2046, loss/aux0: 2.2046 2020-10-19 00:59:10,804 - mmaction - INFO - Epoch [58][380/396] lr: 2.648e-01, eta: 1 day, 15:16:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6401, loss_cls: 2.6947, loss: 2.6947, grad_norm: 1.3435, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.2072, loss/aux0: 2.2072 2020-10-19 00:59:11,800 - mmaction - INFO - Epoch [58][380/396] lr: 2.648e-01, eta: 1 day, 15:17:31, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6401, loss_cls: 2.6947, loss: 2.6947, grad_norm: 1.3492, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.2138, loss/aux0: 2.2138 2020-10-19 01:04:05,437 - mmaction - INFO - Epoch [59][20/396] lr: 2.636e-01, eta: 1 day, 15:13:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6648, loss_cls: 2.5648, loss: 2.5648, grad_norm: 1.3731, top1_acc/aux0: 0.4704, top5_acc/aux0: 0.7338, loss_cls/aux0: 2.1769, loss/aux0: 2.1769 2020-10-19 01:04:06,405 - mmaction - INFO - Epoch [59][20/396] lr: 2.636e-01, eta: 1 day, 15:14:52, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6648, loss_cls: 2.5648, loss: 2.5648, grad_norm: 1.3755, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.1960, loss/aux0: 2.1960 2020-10-19 01:04:42,864 - mmaction - INFO - Epoch [59][40/396] lr: 2.636e-01, eta: 1 day, 15:13:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6427, loss_cls: 2.6643, loss: 2.6643, grad_norm: 1.3776, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2355, loss/aux0: 2.2355 2020-10-19 01:04:43,812 - mmaction - INFO - Epoch [59][40/396] lr: 2.636e-01, eta: 1 day, 15:14:20, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6427, loss_cls: 2.6643, loss: 2.6643, grad_norm: 1.3747, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2178, loss/aux0: 2.2178 2020-10-19 01:05:20,382 - mmaction - INFO - Epoch [59][60/396] lr: 2.636e-01, eta: 1 day, 15:12:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6560, loss_cls: 2.6062, loss: 2.6062, grad_norm: 1.3636, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2191, loss/aux0: 2.2191 2020-10-19 01:05:21,370 - mmaction - INFO - Epoch [59][60/396] lr: 2.636e-01, eta: 1 day, 15:13:49, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6560, loss_cls: 2.6062, loss: 2.6062, grad_norm: 1.3608, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2121, loss/aux0: 2.2121 2020-10-19 01:05:57,894 - mmaction - INFO - Epoch [59][80/396] lr: 2.636e-01, eta: 1 day, 15:12:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6589, loss_cls: 2.6083, loss: 2.6083, grad_norm: 1.3587, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2222, loss/aux0: 2.2222 2020-10-19 01:05:58,837 - mmaction - INFO - Epoch [59][80/396] lr: 2.636e-01, eta: 1 day, 15:13:18, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6589, loss_cls: 2.6083, loss: 2.6083, grad_norm: 1.3606, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2323, loss/aux0: 2.2323 2020-10-19 01:06:35,431 - mmaction - INFO - Epoch [59][100/396] lr: 2.636e-01, eta: 1 day, 15:11:43, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6372, loss_cls: 2.6793, loss: 2.6793, grad_norm: 1.3595, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.2239, loss/aux0: 2.2239 2020-10-19 01:06:36,358 - mmaction - INFO - Epoch [59][100/396] lr: 2.636e-01, eta: 1 day, 15:12:47, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3661, top5_acc: 0.6372, loss_cls: 2.6793, loss: 2.6793, grad_norm: 1.3629, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.2172, loss/aux0: 2.2172 2020-10-19 01:07:12,957 - mmaction - INFO - Epoch [59][120/396] lr: 2.636e-01, eta: 1 day, 15:11:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6487, loss_cls: 2.6413, loss: 2.6413, grad_norm: 1.3628, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1868, loss/aux0: 2.1868 2020-10-19 01:07:13,943 - mmaction - INFO - Epoch [59][120/396] lr: 2.636e-01, eta: 1 day, 15:12:16, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3740, top5_acc: 0.6487, loss_cls: 2.6413, loss: 2.6413, grad_norm: 1.3583, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1858, loss/aux0: 2.1858 2020-10-19 01:07:50,467 - mmaction - INFO - Epoch [59][140/396] lr: 2.636e-01, eta: 1 day, 15:10:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6586, loss_cls: 2.5972, loss: 2.5972, grad_norm: 1.4017, top1_acc/aux0: 0.4542, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2612, loss/aux0: 2.2612 2020-10-19 01:07:51,397 - mmaction - INFO - Epoch [59][140/396] lr: 2.636e-01, eta: 1 day, 15:11:45, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6586, loss_cls: 2.5972, loss: 2.5972, grad_norm: 1.4027, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7206, loss_cls/aux0: 2.2696, loss/aux0: 2.2696 2020-10-19 01:08:27,932 - mmaction - INFO - Epoch [59][160/396] lr: 2.636e-01, eta: 1 day, 15:10:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6547, loss_cls: 2.5800, loss: 2.5800, grad_norm: 1.3939, top1_acc/aux0: 0.4563, top5_acc/aux0: 0.7185, loss_cls/aux0: 2.2625, loss/aux0: 2.2625 2020-10-19 01:08:28,965 - mmaction - INFO - Epoch [59][160/396] lr: 2.636e-01, eta: 1 day, 15:11:14, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6547, loss_cls: 2.5800, loss: 2.5800, grad_norm: 1.3969, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7190, loss_cls/aux0: 2.2619, loss/aux0: 2.2619 2020-10-19 01:09:05,529 - mmaction - INFO - Epoch [59][180/396] lr: 2.636e-01, eta: 1 day, 15:09:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6570, loss_cls: 2.6104, loss: 2.6104, grad_norm: 1.3755, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.2109, loss/aux0: 2.2109 2020-10-19 01:09:06,491 - mmaction - INFO - Epoch [59][180/396] lr: 2.636e-01, eta: 1 day, 15:10:43, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6570, loss_cls: 2.6104, loss: 2.6104, grad_norm: 1.3807, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2134, loss/aux0: 2.2134 2020-10-19 01:09:43,065 - mmaction - INFO - Epoch [59][200/396] lr: 2.636e-01, eta: 1 day, 15:09:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6383, loss_cls: 2.6399, loss: 2.6399, grad_norm: 1.3380, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1954, loss/aux0: 2.1954 2020-10-19 01:09:44,031 - mmaction - INFO - Epoch [59][200/396] lr: 2.636e-01, eta: 1 day, 15:10:12, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6383, loss_cls: 2.6399, loss: 2.6399, grad_norm: 1.3337, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1776, loss/aux0: 2.1776 2020-10-19 01:10:20,614 - mmaction - INFO - Epoch [59][220/396] lr: 2.636e-01, eta: 1 day, 15:08:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6534, loss_cls: 2.6033, loss: 2.6033, grad_norm: 1.3800, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1586, loss/aux0: 2.1586 2020-10-19 01:10:21,586 - mmaction - INFO - Epoch [59][220/396] lr: 2.636e-01, eta: 1 day, 15:09:41, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6534, loss_cls: 2.6033, loss: 2.6033, grad_norm: 1.3731, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1738, loss/aux0: 2.1738 2020-10-19 01:10:58,210 - mmaction - INFO - Epoch [59][240/396] lr: 2.636e-01, eta: 1 day, 15:08:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6578, loss_cls: 2.6344, loss: 2.6344, grad_norm: 1.3423, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1639, loss/aux0: 2.1639 2020-10-19 01:10:59,174 - mmaction - INFO - Epoch [59][240/396] lr: 2.636e-01, eta: 1 day, 15:09:10, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6578, loss_cls: 2.6344, loss: 2.6344, grad_norm: 1.3430, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1648, loss/aux0: 2.1648 2020-10-19 01:11:35,734 - mmaction - INFO - Epoch [59][260/396] lr: 2.636e-01, eta: 1 day, 15:07:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6549, loss_cls: 2.5736, loss: 2.5736, grad_norm: 1.3920, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2485, loss/aux0: 2.2485 2020-10-19 01:11:36,654 - mmaction - INFO - Epoch [59][260/396] lr: 2.636e-01, eta: 1 day, 15:08:38, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6549, loss_cls: 2.5736, loss: 2.5736, grad_norm: 1.3869, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.2376, loss/aux0: 2.2376 2020-10-19 01:12:13,239 - mmaction - INFO - Epoch [59][280/396] lr: 2.636e-01, eta: 1 day, 15:07:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6596, loss_cls: 2.5793, loss: 2.5793, grad_norm: 1.3772, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.2022, loss/aux0: 2.2022 2020-10-19 01:12:14,219 - mmaction - INFO - Epoch [59][280/396] lr: 2.636e-01, eta: 1 day, 15:08:07, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6596, loss_cls: 2.5793, loss: 2.5793, grad_norm: 1.3768, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.2031, loss/aux0: 2.2031 2020-10-19 01:12:50,985 - mmaction - INFO - Epoch [59][300/396] lr: 2.636e-01, eta: 1 day, 15:06:33, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6599, loss_cls: 2.5991, loss: 2.5991, grad_norm: 1.3413, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.1875, loss/aux0: 2.1875 2020-10-19 01:12:51,941 - mmaction - INFO - Epoch [59][300/396] lr: 2.636e-01, eta: 1 day, 15:07:37, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6599, loss_cls: 2.5991, loss: 2.5991, grad_norm: 1.3392, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.1929, loss/aux0: 2.1929 2020-10-19 01:13:28,564 - mmaction - INFO - Epoch [59][320/396] lr: 2.636e-01, eta: 1 day, 15:06:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6484, loss_cls: 2.6352, loss: 2.6352, grad_norm: 1.3709, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1713, loss/aux0: 2.1713 2020-10-19 01:13:29,518 - mmaction - INFO - Epoch [59][320/396] lr: 2.636e-01, eta: 1 day, 15:07:06, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6484, loss_cls: 2.6352, loss: 2.6352, grad_norm: 1.3621, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1691, loss/aux0: 2.1691 2020-10-19 01:14:06,082 - mmaction - INFO - Epoch [59][340/396] lr: 2.636e-01, eta: 1 day, 15:05:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6534, loss_cls: 2.6261, loss: 2.6261, grad_norm: 1.3701, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.1990, loss/aux0: 2.1990 2020-10-19 01:14:07,035 - mmaction - INFO - Epoch [59][340/396] lr: 2.636e-01, eta: 1 day, 15:06:35, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6534, loss_cls: 2.6261, loss: 2.6261, grad_norm: 1.3715, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2000, loss/aux0: 2.2000 2020-10-19 01:14:43,713 - mmaction - INFO - Epoch [59][360/396] lr: 2.636e-01, eta: 1 day, 15:05:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6552, loss_cls: 2.5870, loss: 2.5870, grad_norm: 1.3433, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.2306, loss/aux0: 2.2306 2020-10-19 01:14:44,695 - mmaction - INFO - Epoch [59][360/396] lr: 2.636e-01, eta: 1 day, 15:06:04, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6552, loss_cls: 2.5870, loss: 2.5870, grad_norm: 1.3426, top1_acc/aux0: 0.4576, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.2257, loss/aux0: 2.2257 2020-10-19 01:15:21,355 - mmaction - INFO - Epoch [59][380/396] lr: 2.636e-01, eta: 1 day, 15:04:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6440, loss_cls: 2.6018, loss: 2.6018, grad_norm: 1.3586, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1869, loss/aux0: 2.1869 2020-10-19 01:15:22,391 - mmaction - INFO - Epoch [59][380/396] lr: 2.636e-01, eta: 1 day, 15:05:33, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6440, loss_cls: 2.6018, loss: 2.6018, grad_norm: 1.3597, top1_acc/aux0: 0.4602, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2102, loss/aux0: 2.2102 2020-10-19 01:20:11,831 - mmaction - INFO - Epoch [60][20/396] lr: 2.624e-01, eta: 1 day, 15:01:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6445, loss_cls: 2.5902, loss: 2.5902, grad_norm: 1.3661, top1_acc/aux0: 0.4649, top5_acc/aux0: 0.7303, loss_cls/aux0: 2.2143, loss/aux0: 2.2143 2020-10-19 01:20:12,807 - mmaction - INFO - Epoch [60][20/396] lr: 2.624e-01, eta: 1 day, 15:02:57, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6445, loss_cls: 2.5902, loss: 2.5902, grad_norm: 1.3720, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2256, loss/aux0: 2.2256 2020-10-19 01:20:49,159 - mmaction - INFO - Epoch [60][40/396] lr: 2.624e-01, eta: 1 day, 15:01:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6805, loss_cls: 2.5103, loss: 2.5103, grad_norm: 1.3323, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1906, loss/aux0: 2.1906 2020-10-19 01:20:50,125 - mmaction - INFO - Epoch [60][40/396] lr: 2.624e-01, eta: 1 day, 15:02:25, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6805, loss_cls: 2.5103, loss: 2.5103, grad_norm: 1.3409, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1784, loss/aux0: 2.1784 2020-10-19 01:21:26,675 - mmaction - INFO - Epoch [60][60/396] lr: 2.624e-01, eta: 1 day, 15:00:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6672, loss_cls: 2.5423, loss: 2.5423, grad_norm: 1.3772, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2080, loss/aux0: 2.2080 2020-10-19 01:21:27,647 - mmaction - INFO - Epoch [60][60/396] lr: 2.624e-01, eta: 1 day, 15:01:54, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6672, loss_cls: 2.5423, loss: 2.5423, grad_norm: 1.3784, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2249, loss/aux0: 2.2249 2020-10-19 01:22:04,163 - mmaction - INFO - Epoch [60][80/396] lr: 2.624e-01, eta: 1 day, 15:00:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6552, loss_cls: 2.6158, loss: 2.6158, grad_norm: 1.3558, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1916, loss/aux0: 2.1916 2020-10-19 01:22:05,108 - mmaction - INFO - Epoch [60][80/396] lr: 2.624e-01, eta: 1 day, 15:01:22, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6552, loss_cls: 2.6158, loss: 2.6158, grad_norm: 1.3542, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1685, loss/aux0: 2.1685 2020-10-19 01:22:41,583 - mmaction - INFO - Epoch [60][100/396] lr: 2.624e-01, eta: 1 day, 14:59:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6607, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.4118, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2153, loss/aux0: 2.2153 2020-10-19 01:22:42,547 - mmaction - INFO - Epoch [60][100/396] lr: 2.624e-01, eta: 1 day, 15:00:52, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6607, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.4150, top1_acc/aux0: 0.4596, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2215, loss/aux0: 2.2215 2020-10-19 01:23:19,031 - mmaction - INFO - Epoch [60][120/396] lr: 2.624e-01, eta: 1 day, 14:59:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6414, loss_cls: 2.6629, loss: 2.6629, grad_norm: 1.3648, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1774, loss/aux0: 2.1774 2020-10-19 01:23:20,018 - mmaction - INFO - Epoch [60][120/396] lr: 2.624e-01, eta: 1 day, 15:00:20, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.3651, top5_acc: 0.6414, loss_cls: 2.6629, loss: 2.6629, grad_norm: 1.3696, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1743, loss/aux0: 2.1743 2020-10-19 01:23:56,653 - mmaction - INFO - Epoch [60][140/396] lr: 2.624e-01, eta: 1 day, 14:58:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6594, loss_cls: 2.5997, loss: 2.5997, grad_norm: 1.4054, top1_acc/aux0: 0.4497, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2385, loss/aux0: 2.2385 2020-10-19 01:23:57,591 - mmaction - INFO - Epoch [60][140/396] lr: 2.624e-01, eta: 1 day, 14:59:49, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6594, loss_cls: 2.5997, loss: 2.5997, grad_norm: 1.3996, top1_acc/aux0: 0.4471, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2423, loss/aux0: 2.2423 2020-10-19 01:24:34,271 - mmaction - INFO - Epoch [60][160/396] lr: 2.624e-01, eta: 1 day, 14:58:16, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6536, loss_cls: 2.6191, loss: 2.6191, grad_norm: 1.3933, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2251, loss/aux0: 2.2251 2020-10-19 01:24:35,316 - mmaction - INFO - Epoch [60][160/396] lr: 2.624e-01, eta: 1 day, 14:59:19, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6536, loss_cls: 2.6191, loss: 2.6191, grad_norm: 1.3823, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2219, loss/aux0: 2.2219 2020-10-19 01:25:11,890 - mmaction - INFO - Epoch [60][180/396] lr: 2.624e-01, eta: 1 day, 14:57:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6557, loss_cls: 2.5959, loss: 2.5959, grad_norm: 1.3441, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2063, loss/aux0: 2.2063 2020-10-19 01:25:12,837 - mmaction - INFO - Epoch [60][180/396] lr: 2.624e-01, eta: 1 day, 14:58:47, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6557, loss_cls: 2.5959, loss: 2.5959, grad_norm: 1.3476, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2099, loss/aux0: 2.2099 2020-10-19 01:25:49,559 - mmaction - INFO - Epoch [60][200/396] lr: 2.624e-01, eta: 1 day, 14:57:14, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6477, loss_cls: 2.6092, loss: 2.6092, grad_norm: 1.3975, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1910, loss/aux0: 2.1910 2020-10-19 01:25:50,521 - mmaction - INFO - Epoch [60][200/396] lr: 2.624e-01, eta: 1 day, 14:58:17, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6477, loss_cls: 2.6092, loss: 2.6092, grad_norm: 1.4042, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1916, loss/aux0: 2.1916 2020-10-19 01:26:27,112 - mmaction - INFO - Epoch [60][220/396] lr: 2.624e-01, eta: 1 day, 14:56:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6521, loss_cls: 2.6411, loss: 2.6411, grad_norm: 1.3542, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.1995, loss/aux0: 2.1995 2020-10-19 01:26:28,030 - mmaction - INFO - Epoch [60][220/396] lr: 2.624e-01, eta: 1 day, 14:57:46, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6521, loss_cls: 2.6411, loss: 2.6411, grad_norm: 1.3603, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2063, loss/aux0: 2.2063 2020-10-19 01:27:04,679 - mmaction - INFO - Epoch [60][240/396] lr: 2.624e-01, eta: 1 day, 14:56:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6430, loss_cls: 2.6410, loss: 2.6410, grad_norm: 1.3799, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1953, loss/aux0: 2.1953 2020-10-19 01:27:05,628 - mmaction - INFO - Epoch [60][240/396] lr: 2.624e-01, eta: 1 day, 14:57:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3680, top5_acc: 0.6430, loss_cls: 2.6410, loss: 2.6410, grad_norm: 1.3813, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1885, loss/aux0: 2.1885 2020-10-19 01:27:42,360 - mmaction - INFO - Epoch [60][260/396] lr: 2.624e-01, eta: 1 day, 14:55:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6487, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.3803, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2292, loss/aux0: 2.2292 2020-10-19 01:27:43,316 - mmaction - INFO - Epoch [60][260/396] lr: 2.624e-01, eta: 1 day, 14:56:45, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6487, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.3746, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.2134, loss/aux0: 2.2134 2020-10-19 01:28:20,037 - mmaction - INFO - Epoch [60][280/396] lr: 2.624e-01, eta: 1 day, 14:55:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6643, loss_cls: 2.5424, loss: 2.5424, grad_norm: 1.3448, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1822, loss/aux0: 2.1822 2020-10-19 01:28:20,994 - mmaction - INFO - Epoch [60][280/396] lr: 2.624e-01, eta: 1 day, 14:56:14, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6643, loss_cls: 2.5424, loss: 2.5424, grad_norm: 1.3383, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1791, loss/aux0: 2.1791 2020-10-19 01:28:57,545 - mmaction - INFO - Epoch [60][300/396] lr: 2.624e-01, eta: 1 day, 14:54:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6461, loss_cls: 2.6377, loss: 2.6377, grad_norm: 1.4122, top1_acc/aux0: 0.4615, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.2597, loss/aux0: 2.2597 2020-10-19 01:28:58,503 - mmaction - INFO - Epoch [60][300/396] lr: 2.624e-01, eta: 1 day, 14:55:42, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3674, top5_acc: 0.6461, loss_cls: 2.6377, loss: 2.6377, grad_norm: 1.4123, top1_acc/aux0: 0.4557, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2777, loss/aux0: 2.2777 2020-10-19 01:29:35,011 - mmaction - INFO - Epoch [60][320/396] lr: 2.624e-01, eta: 1 day, 14:54:09, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6659, loss_cls: 2.5675, loss: 2.5675, grad_norm: 1.3474, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1857, loss/aux0: 2.1857 2020-10-19 01:29:35,973 - mmaction - INFO - Epoch [60][320/396] lr: 2.624e-01, eta: 1 day, 14:55:10, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6659, loss_cls: 2.5675, loss: 2.5675, grad_norm: 1.3606, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1916, loss/aux0: 2.1916 2020-10-19 01:30:12,515 - mmaction - INFO - Epoch [60][340/396] lr: 2.624e-01, eta: 1 day, 14:53:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6456, loss_cls: 2.6501, loss: 2.6501, grad_norm: 1.4061, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2422, loss/aux0: 2.2422 2020-10-19 01:30:13,469 - mmaction - INFO - Epoch [60][340/396] lr: 2.624e-01, eta: 1 day, 14:54:39, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6456, loss_cls: 2.6501, loss: 2.6501, grad_norm: 1.4034, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2396, loss/aux0: 2.2396 2020-10-19 01:30:50,127 - mmaction - INFO - Epoch [60][360/396] lr: 2.624e-01, eta: 1 day, 14:53:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6490, loss_cls: 2.6340, loss: 2.6340, grad_norm: 1.4006, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1996, loss/aux0: 2.1996 2020-10-19 01:30:51,087 - mmaction - INFO - Epoch [60][360/396] lr: 2.624e-01, eta: 1 day, 14:54:08, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3758, top5_acc: 0.6490, loss_cls: 2.6340, loss: 2.6340, grad_norm: 1.4002, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1989, loss/aux0: 2.1989 2020-10-19 01:31:27,678 - mmaction - INFO - Epoch [60][380/396] lr: 2.624e-01, eta: 1 day, 14:52:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6500, loss_cls: 2.6290, loss: 2.6290, grad_norm: 1.3659, top1_acc/aux0: 0.4518, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2796, loss/aux0: 2.2796 2020-10-19 01:31:28,643 - mmaction - INFO - Epoch [60][380/396] lr: 2.624e-01, eta: 1 day, 14:53:36, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6500, loss_cls: 2.6290, loss: 2.6290, grad_norm: 1.3682, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7208, loss_cls/aux0: 2.2780, loss/aux0: 2.2780 2020-10-19 01:36:18,157 - mmaction - INFO - Epoch [61][20/396] lr: 2.611e-01, eta: 1 day, 14:50:01, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6576, loss_cls: 2.5669, loss: 2.5669, grad_norm: 1.3816, top1_acc/aux0: 0.4553, top5_acc/aux0: 0.7338, loss_cls/aux0: 2.2155, loss/aux0: 2.2155 2020-10-19 01:36:19,113 - mmaction - INFO - Epoch [61][20/396] lr: 2.611e-01, eta: 1 day, 14:51:02, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6576, loss_cls: 2.5669, loss: 2.5669, grad_norm: 1.3851, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.2078, loss/aux0: 2.2078 2020-10-19 01:36:55,531 - mmaction - INFO - Epoch [61][40/396] lr: 2.611e-01, eta: 1 day, 14:49:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6505, loss_cls: 2.6517, loss: 2.6517, grad_norm: 1.3695, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1484, loss/aux0: 2.1484 2020-10-19 01:36:56,505 - mmaction - INFO - Epoch [61][40/396] lr: 2.611e-01, eta: 1 day, 14:50:30, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3690, top5_acc: 0.6505, loss_cls: 2.6517, loss: 2.6517, grad_norm: 1.3655, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1606, loss/aux0: 2.1606 2020-10-19 01:37:32,995 - mmaction - INFO - Epoch [61][60/396] lr: 2.611e-01, eta: 1 day, 14:48:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6508, loss_cls: 2.5727, loss: 2.5727, grad_norm: 1.3657, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7224, loss_cls/aux0: 2.2352, loss/aux0: 2.2352 2020-10-19 01:37:33,969 - mmaction - INFO - Epoch [61][60/396] lr: 2.611e-01, eta: 1 day, 14:49:59, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6508, loss_cls: 2.5727, loss: 2.5727, grad_norm: 1.3549, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7237, loss_cls/aux0: 2.2196, loss/aux0: 2.2196 2020-10-19 01:38:10,503 - mmaction - INFO - Epoch [61][80/396] lr: 2.611e-01, eta: 1 day, 14:48:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6646, loss_cls: 2.6029, loss: 2.6029, grad_norm: 1.3637, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1741, loss/aux0: 2.1741 2020-10-19 01:38:11,472 - mmaction - INFO - Epoch [61][80/396] lr: 2.611e-01, eta: 1 day, 14:49:28, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3792, top5_acc: 0.6646, loss_cls: 2.6029, loss: 2.6029, grad_norm: 1.3744, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1935, loss/aux0: 2.1935 2020-10-19 01:38:48,012 - mmaction - INFO - Epoch [61][100/396] lr: 2.611e-01, eta: 1 day, 14:47:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6612, loss_cls: 2.5764, loss: 2.5764, grad_norm: 1.3690, top1_acc/aux0: 0.4534, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2545, loss/aux0: 2.2545 2020-10-19 01:38:48,951 - mmaction - INFO - Epoch [61][100/396] lr: 2.611e-01, eta: 1 day, 14:48:56, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6612, loss_cls: 2.5764, loss: 2.5764, grad_norm: 1.3530, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7326, loss_cls/aux0: 2.2315, loss/aux0: 2.2315 2020-10-19 01:39:25,541 - mmaction - INFO - Epoch [61][120/396] lr: 2.611e-01, eta: 1 day, 14:47:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6495, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.3750, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1444, loss/aux0: 2.1444 2020-10-19 01:39:26,510 - mmaction - INFO - Epoch [61][120/396] lr: 2.611e-01, eta: 1 day, 14:48:25, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6495, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.3758, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1629, loss/aux0: 2.1629 2020-10-19 01:40:03,191 - mmaction - INFO - Epoch [61][140/396] lr: 2.611e-01, eta: 1 day, 14:46:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6596, loss_cls: 2.5881, loss: 2.5881, grad_norm: 1.3570, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1785, loss/aux0: 2.1785 2020-10-19 01:40:04,154 - mmaction - INFO - Epoch [61][140/396] lr: 2.611e-01, eta: 1 day, 14:47:55, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6596, loss_cls: 2.5881, loss: 2.5881, grad_norm: 1.3664, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1840, loss/aux0: 2.1840 2020-10-19 01:40:40,777 - mmaction - INFO - Epoch [61][160/396] lr: 2.611e-01, eta: 1 day, 14:46:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6539, loss_cls: 2.6287, loss: 2.6287, grad_norm: 1.3846, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1922, loss/aux0: 2.1922 2020-10-19 01:40:41,796 - mmaction - INFO - Epoch [61][160/396] lr: 2.611e-01, eta: 1 day, 14:47:23, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6539, loss_cls: 2.6287, loss: 2.6287, grad_norm: 1.3840, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1841, loss/aux0: 2.1841 2020-10-19 01:41:18,408 - mmaction - INFO - Epoch [61][180/396] lr: 2.611e-01, eta: 1 day, 14:45:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6568, loss_cls: 2.6022, loss: 2.6022, grad_norm: 1.3948, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2250, loss/aux0: 2.2250 2020-10-19 01:41:19,387 - mmaction - INFO - Epoch [61][180/396] lr: 2.611e-01, eta: 1 day, 14:46:52, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6568, loss_cls: 2.6022, loss: 2.6022, grad_norm: 1.3944, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2176, loss/aux0: 2.2176 2020-10-19 01:41:56,069 - mmaction - INFO - Epoch [61][200/396] lr: 2.611e-01, eta: 1 day, 14:45:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6497, loss_cls: 2.5849, loss: 2.5849, grad_norm: 1.3538, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2052, loss/aux0: 2.2052 2020-10-19 01:41:57,023 - mmaction - INFO - Epoch [61][200/396] lr: 2.611e-01, eta: 1 day, 14:46:21, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6497, loss_cls: 2.5849, loss: 2.5849, grad_norm: 1.3540, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.2056, loss/aux0: 2.2056 2020-10-19 01:42:33,701 - mmaction - INFO - Epoch [61][220/396] lr: 2.611e-01, eta: 1 day, 14:44:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6552, loss_cls: 2.6032, loss: 2.6032, grad_norm: 1.3750, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1695, loss/aux0: 2.1695 2020-10-19 01:42:34,641 - mmaction - INFO - Epoch [61][220/396] lr: 2.611e-01, eta: 1 day, 14:45:50, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6552, loss_cls: 2.6032, loss: 2.6032, grad_norm: 1.3741, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1679, loss/aux0: 2.1679 2020-10-19 01:43:11,301 - mmaction - INFO - Epoch [61][240/396] lr: 2.611e-01, eta: 1 day, 14:44:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6526, loss_cls: 2.5929, loss: 2.5929, grad_norm: 1.3742, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1824, loss/aux0: 2.1824 2020-10-19 01:43:12,256 - mmaction - INFO - Epoch [61][240/396] lr: 2.611e-01, eta: 1 day, 14:45:19, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6526, loss_cls: 2.5929, loss: 2.5929, grad_norm: 1.3771, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2033, loss/aux0: 2.2033 2020-10-19 01:43:48,796 - mmaction - INFO - Epoch [61][260/396] lr: 2.611e-01, eta: 1 day, 14:43:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6552, loss_cls: 2.5833, loss: 2.5833, grad_norm: 1.3579, top1_acc/aux0: 0.4555, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2370, loss/aux0: 2.2370 2020-10-19 01:43:49,818 - mmaction - INFO - Epoch [61][260/396] lr: 2.611e-01, eta: 1 day, 14:44:48, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6552, loss_cls: 2.5833, loss: 2.5833, grad_norm: 1.3527, top1_acc/aux0: 0.4596, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2191, loss/aux0: 2.2191 2020-10-19 01:44:26,375 - mmaction - INFO - Epoch [61][280/396] lr: 2.611e-01, eta: 1 day, 14:43:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6523, loss_cls: 2.6360, loss: 2.6360, grad_norm: 1.3600, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1473, loss/aux0: 2.1473 2020-10-19 01:44:27,312 - mmaction - INFO - Epoch [61][280/396] lr: 2.611e-01, eta: 1 day, 14:44:16, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3716, top5_acc: 0.6523, loss_cls: 2.6360, loss: 2.6360, grad_norm: 1.3586, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1445, loss/aux0: 2.1445 2020-10-19 01:45:03,901 - mmaction - INFO - Epoch [61][300/396] lr: 2.611e-01, eta: 1 day, 14:42:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6521, loss_cls: 2.6042, loss: 2.6042, grad_norm: 1.3825, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2288, loss/aux0: 2.2288 2020-10-19 01:45:04,864 - mmaction - INFO - Epoch [61][300/396] lr: 2.611e-01, eta: 1 day, 14:43:45, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6521, loss_cls: 2.6042, loss: 2.6042, grad_norm: 1.3833, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2344, loss/aux0: 2.2344 2020-10-19 01:45:41,503 - mmaction - INFO - Epoch [61][320/396] lr: 2.611e-01, eta: 1 day, 14:42:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6469, loss_cls: 2.5962, loss: 2.5962, grad_norm: 1.3705, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1763, loss/aux0: 2.1763 2020-10-19 01:45:42,542 - mmaction - INFO - Epoch [61][320/396] lr: 2.611e-01, eta: 1 day, 14:43:14, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3753, top5_acc: 0.6469, loss_cls: 2.5962, loss: 2.5962, grad_norm: 1.3759, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1913, loss/aux0: 2.1913 2020-10-19 01:46:19,049 - mmaction - INFO - Epoch [61][340/396] lr: 2.611e-01, eta: 1 day, 14:41:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6479, loss_cls: 2.6206, loss: 2.6206, grad_norm: 1.4059, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2137, loss/aux0: 2.2137 2020-10-19 01:46:20,006 - mmaction - INFO - Epoch [61][340/396] lr: 2.611e-01, eta: 1 day, 14:42:43, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6479, loss_cls: 2.6206, loss: 2.6206, grad_norm: 1.4045, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2059, loss/aux0: 2.2059 2020-10-19 01:46:56,570 - mmaction - INFO - Epoch [61][360/396] lr: 2.611e-01, eta: 1 day, 14:41:11, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6529, loss_cls: 2.6281, loss: 2.6281, grad_norm: 1.3956, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.2161, loss/aux0: 2.2161 2020-10-19 01:46:57,526 - mmaction - INFO - Epoch [61][360/396] lr: 2.611e-01, eta: 1 day, 14:42:11, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3745, top5_acc: 0.6529, loss_cls: 2.6281, loss: 2.6281, grad_norm: 1.3815, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1996, loss/aux0: 2.1996 2020-10-19 01:47:34,177 - mmaction - INFO - Epoch [61][380/396] lr: 2.611e-01, eta: 1 day, 14:40:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6734, loss_cls: 2.5206, loss: 2.5206, grad_norm: 1.3575, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1709, loss/aux0: 2.1709 2020-10-19 01:47:35,152 - mmaction - INFO - Epoch [61][380/396] lr: 2.611e-01, eta: 1 day, 14:41:40, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6734, loss_cls: 2.5206, loss: 2.5206, grad_norm: 1.3644, top1_acc/aux0: 0.4688, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1840, loss/aux0: 2.1840 2020-10-19 01:52:22,702 - mmaction - INFO - Epoch [62][20/396] lr: 2.599e-01, eta: 1 day, 14:38:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6659, loss_cls: 2.5610, loss: 2.5610, grad_norm: 1.3924, top1_acc/aux0: 0.4570, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2455, loss/aux0: 2.2455 2020-10-19 01:52:23,643 - mmaction - INFO - Epoch [62][20/396] lr: 2.599e-01, eta: 1 day, 14:39:06, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6659, loss_cls: 2.5610, loss: 2.5610, grad_norm: 1.3907, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2361, loss/aux0: 2.2361 2020-10-19 01:53:00,168 - mmaction - INFO - Epoch [62][40/396] lr: 2.599e-01, eta: 1 day, 14:37:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6547, loss_cls: 2.5744, loss: 2.5744, grad_norm: 1.3828, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1813, loss/aux0: 2.1813 2020-10-19 01:53:01,099 - mmaction - INFO - Epoch [62][40/396] lr: 2.599e-01, eta: 1 day, 14:38:35, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6547, loss_cls: 2.5744, loss: 2.5744, grad_norm: 1.3826, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1832, loss/aux0: 2.1832 2020-10-19 01:53:37,515 - mmaction - INFO - Epoch [62][60/396] lr: 2.599e-01, eta: 1 day, 14:37:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6656, loss_cls: 2.5643, loss: 2.5643, grad_norm: 1.4004, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2115, loss/aux0: 2.2115 2020-10-19 01:53:38,528 - mmaction - INFO - Epoch [62][60/396] lr: 2.599e-01, eta: 1 day, 14:38:04, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6656, loss_cls: 2.5643, loss: 2.5643, grad_norm: 1.4025, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2117, loss/aux0: 2.2117 2020-10-19 01:54:15,095 - mmaction - INFO - Epoch [62][80/396] lr: 2.599e-01, eta: 1 day, 14:36:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6628, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.3943, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.2214, loss/aux0: 2.2214 2020-10-19 01:54:16,042 - mmaction - INFO - Epoch [62][80/396] lr: 2.599e-01, eta: 1 day, 14:37:33, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6628, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.3938, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.2365, loss/aux0: 2.2365 2020-10-19 01:54:52,577 - mmaction - INFO - Epoch [62][100/396] lr: 2.599e-01, eta: 1 day, 14:36:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6602, loss_cls: 2.5900, loss: 2.5900, grad_norm: 1.3777, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2374, loss/aux0: 2.2374 2020-10-19 01:54:53,542 - mmaction - INFO - Epoch [62][100/396] lr: 2.599e-01, eta: 1 day, 14:37:02, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6602, loss_cls: 2.5900, loss: 2.5900, grad_norm: 1.3756, top1_acc/aux0: 0.4503, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2335, loss/aux0: 2.2335 2020-10-19 01:55:30,283 - mmaction - INFO - Epoch [62][120/396] lr: 2.599e-01, eta: 1 day, 14:35:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6641, loss_cls: 2.5529, loss: 2.5529, grad_norm: 1.3777, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.2391, loss/aux0: 2.2391 2020-10-19 01:55:31,254 - mmaction - INFO - Epoch [62][120/396] lr: 2.599e-01, eta: 1 day, 14:36:31, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6641, loss_cls: 2.5529, loss: 2.5529, grad_norm: 1.3710, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.2267, loss/aux0: 2.2267 2020-10-19 01:56:07,776 - mmaction - INFO - Epoch [62][140/396] lr: 2.599e-01, eta: 1 day, 14:35:00, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6523, loss_cls: 2.5988, loss: 2.5988, grad_norm: 1.3587, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1499, loss/aux0: 2.1499 2020-10-19 01:56:08,747 - mmaction - INFO - Epoch [62][140/396] lr: 2.599e-01, eta: 1 day, 14:36:00, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6523, loss_cls: 2.5988, loss: 2.5988, grad_norm: 1.3560, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1505, loss/aux0: 2.1505 2020-10-19 01:56:45,336 - mmaction - INFO - Epoch [62][160/396] lr: 2.599e-01, eta: 1 day, 14:34:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6417, loss_cls: 2.6338, loss: 2.6338, grad_norm: 1.3269, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1650, loss/aux0: 2.1650 2020-10-19 01:56:46,296 - mmaction - INFO - Epoch [62][160/396] lr: 2.599e-01, eta: 1 day, 14:35:28, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3781, top5_acc: 0.6417, loss_cls: 2.6338, loss: 2.6338, grad_norm: 1.3249, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1719, loss/aux0: 2.1719 2020-10-19 01:57:22,870 - mmaction - INFO - Epoch [62][180/396] lr: 2.599e-01, eta: 1 day, 14:33:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3760, top5_acc: 0.6552, loss_cls: 2.6120, loss: 2.6120, grad_norm: 1.4283, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1571, loss/aux0: 2.1571 2020-10-19 01:57:23,827 - mmaction - INFO - Epoch [62][180/396] lr: 2.599e-01, eta: 1 day, 14:34:57, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3760, top5_acc: 0.6552, loss_cls: 2.6120, loss: 2.6120, grad_norm: 1.4285, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1553, loss/aux0: 2.1553 2020-10-19 01:58:00,460 - mmaction - INFO - Epoch [62][200/396] lr: 2.599e-01, eta: 1 day, 14:33:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6453, loss_cls: 2.6234, loss: 2.6234, grad_norm: 1.3772, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1610, loss/aux0: 2.1610 2020-10-19 01:58:01,436 - mmaction - INFO - Epoch [62][200/396] lr: 2.599e-01, eta: 1 day, 14:34:26, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3729, top5_acc: 0.6453, loss_cls: 2.6234, loss: 2.6234, grad_norm: 1.3800, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1546, loss/aux0: 2.1546 2020-10-19 01:58:38,095 - mmaction - INFO - Epoch [62][220/396] lr: 2.599e-01, eta: 1 day, 14:32:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6568, loss_cls: 2.5787, loss: 2.5787, grad_norm: 1.3670, top1_acc/aux0: 0.4552, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2551, loss/aux0: 2.2551 2020-10-19 01:58:39,036 - mmaction - INFO - Epoch [62][220/396] lr: 2.599e-01, eta: 1 day, 14:33:54, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6568, loss_cls: 2.5787, loss: 2.5787, grad_norm: 1.3714, top1_acc/aux0: 0.4523, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2688, loss/aux0: 2.2688 2020-10-19 01:59:15,683 - mmaction - INFO - Epoch [62][240/396] lr: 2.599e-01, eta: 1 day, 14:32:24, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6672, loss_cls: 2.5940, loss: 2.5940, grad_norm: 1.4160, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1962, loss/aux0: 2.1962 2020-10-19 01:59:16,652 - mmaction - INFO - Epoch [62][240/396] lr: 2.599e-01, eta: 1 day, 14:33:23, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6672, loss_cls: 2.5940, loss: 2.5940, grad_norm: 1.4196, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1916, loss/aux0: 2.1916 2020-10-19 01:59:53,246 - mmaction - INFO - Epoch [62][260/396] lr: 2.599e-01, eta: 1 day, 14:31:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6578, loss_cls: 2.6013, loss: 2.6013, grad_norm: 1.3568, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1418, loss/aux0: 2.1418 2020-10-19 01:59:54,205 - mmaction - INFO - Epoch [62][260/396] lr: 2.599e-01, eta: 1 day, 14:32:52, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6578, loss_cls: 2.6013, loss: 2.6013, grad_norm: 1.3552, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1375, loss/aux0: 2.1375 2020-10-19 02:00:30,903 - mmaction - INFO - Epoch [62][280/396] lr: 2.599e-01, eta: 1 day, 14:31:22, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6523, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.3551, top1_acc/aux0: 0.4536, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.2053, loss/aux0: 2.2053 2020-10-19 02:00:31,826 - mmaction - INFO - Epoch [62][280/396] lr: 2.599e-01, eta: 1 day, 14:32:21, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6523, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.3501, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.2075, loss/aux0: 2.2075 2020-10-19 02:01:08,436 - mmaction - INFO - Epoch [62][300/396] lr: 2.599e-01, eta: 1 day, 14:30:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6477, loss_cls: 2.6223, loss: 2.6223, grad_norm: 1.3862, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1661, loss/aux0: 2.1661 2020-10-19 02:01:09,393 - mmaction - INFO - Epoch [62][300/396] lr: 2.599e-01, eta: 1 day, 14:31:50, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6477, loss_cls: 2.6223, loss: 2.6223, grad_norm: 1.3878, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1634, loss/aux0: 2.1634 2020-10-19 02:01:46,058 - mmaction - INFO - Epoch [62][320/396] lr: 2.599e-01, eta: 1 day, 14:30:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6523, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.3496, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1742, loss/aux0: 2.1742 2020-10-19 02:01:46,999 - mmaction - INFO - Epoch [62][320/396] lr: 2.599e-01, eta: 1 day, 14:31:19, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6523, loss_cls: 2.6046, loss: 2.6046, grad_norm: 1.3460, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1747, loss/aux0: 2.1747 2020-10-19 02:02:23,634 - mmaction - INFO - Epoch [62][340/396] lr: 2.599e-01, eta: 1 day, 14:29:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6607, loss_cls: 2.5623, loss: 2.5623, grad_norm: 1.3745, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1477, loss/aux0: 2.1477 2020-10-19 02:02:24,602 - mmaction - INFO - Epoch [62][340/396] lr: 2.599e-01, eta: 1 day, 14:30:48, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6607, loss_cls: 2.5623, loss: 2.5623, grad_norm: 1.3688, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1501, loss/aux0: 2.1501 2020-10-19 02:03:01,379 - mmaction - INFO - Epoch [62][360/396] lr: 2.599e-01, eta: 1 day, 14:29:18, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6466, loss_cls: 2.6250, loss: 2.6250, grad_norm: 1.3528, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1957, loss/aux0: 2.1957 2020-10-19 02:03:02,348 - mmaction - INFO - Epoch [62][360/396] lr: 2.599e-01, eta: 1 day, 14:30:17, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6466, loss_cls: 2.6250, loss: 2.6250, grad_norm: 1.3475, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7313, loss_cls/aux0: 2.1879, loss/aux0: 2.1879 2020-10-19 02:03:39,030 - mmaction - INFO - Epoch [62][380/396] lr: 2.599e-01, eta: 1 day, 14:28:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6552, loss_cls: 2.6479, loss: 2.6479, grad_norm: 1.3786, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.2178, loss/aux0: 2.2178 2020-10-19 02:03:40,028 - mmaction - INFO - Epoch [62][380/396] lr: 2.599e-01, eta: 1 day, 14:29:46, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3682, top5_acc: 0.6552, loss_cls: 2.6479, loss: 2.6479, grad_norm: 1.3695, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.2112, loss/aux0: 2.2112 2020-10-19 02:08:08,005 - mmaction - INFO - Epoch [63][20/396] lr: 2.586e-01, eta: 1 day, 14:26:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6555, loss_cls: 2.6273, loss: 2.6273, grad_norm: 1.3928, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7462, loss_cls/aux0: 2.1501, loss/aux0: 2.1501 2020-10-19 02:08:08,936 - mmaction - INFO - Epoch [63][20/396] lr: 2.586e-01, eta: 1 day, 14:27:15, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6555, loss_cls: 2.6273, loss: 2.6273, grad_norm: 1.3953, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1470, loss/aux0: 2.1470 2020-10-19 02:08:45,336 - mmaction - INFO - Epoch [63][40/396] lr: 2.586e-01, eta: 1 day, 14:25:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6648, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.3859, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1610, loss/aux0: 2.1610 2020-10-19 02:08:46,243 - mmaction - INFO - Epoch [63][40/396] lr: 2.586e-01, eta: 1 day, 14:26:43, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6648, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.3857, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1618, loss/aux0: 2.1618 2020-10-19 02:09:22,806 - mmaction - INFO - Epoch [63][60/396] lr: 2.586e-01, eta: 1 day, 14:25:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6479, loss_cls: 2.5890, loss: 2.5890, grad_norm: 1.3819, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1851, loss/aux0: 2.1851 2020-10-19 02:09:23,761 - mmaction - INFO - Epoch [63][60/396] lr: 2.586e-01, eta: 1 day, 14:26:11, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6479, loss_cls: 2.5890, loss: 2.5890, grad_norm: 1.3740, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1922, loss/aux0: 2.1922 2020-10-19 02:10:00,198 - mmaction - INFO - Epoch [63][80/396] lr: 2.586e-01, eta: 1 day, 14:24:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3760, top5_acc: 0.6477, loss_cls: 2.6138, loss: 2.6138, grad_norm: 1.3893, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-19 02:10:01,151 - mmaction - INFO - Epoch [63][80/396] lr: 2.586e-01, eta: 1 day, 14:25:39, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.3760, top5_acc: 0.6477, loss_cls: 2.6138, loss: 2.6138, grad_norm: 1.3812, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1966, loss/aux0: 2.1966 2020-10-19 02:10:37,670 - mmaction - INFO - Epoch [63][100/396] lr: 2.586e-01, eta: 1 day, 14:24:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6638, loss_cls: 2.5684, loss: 2.5684, grad_norm: 1.4075, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1748, loss/aux0: 2.1748 2020-10-19 02:10:38,631 - mmaction - INFO - Epoch [63][100/396] lr: 2.586e-01, eta: 1 day, 14:25:08, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6638, loss_cls: 2.5684, loss: 2.5684, grad_norm: 1.4001, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1732, loss/aux0: 2.1732 2020-10-19 02:11:15,160 - mmaction - INFO - Epoch [63][120/396] lr: 2.586e-01, eta: 1 day, 14:23:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6505, loss_cls: 2.5962, loss: 2.5962, grad_norm: 1.3832, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1665, loss/aux0: 2.1665 2020-10-19 02:11:16,126 - mmaction - INFO - Epoch [63][120/396] lr: 2.586e-01, eta: 1 day, 14:24:36, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6505, loss_cls: 2.5962, loss: 2.5962, grad_norm: 1.3732, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1575, loss/aux0: 2.1575 2020-10-19 02:11:52,826 - mmaction - INFO - Epoch [63][140/396] lr: 2.586e-01, eta: 1 day, 14:23:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6641, loss_cls: 2.5867, loss: 2.5867, grad_norm: 1.3830, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1882, loss/aux0: 2.1882 2020-10-19 02:11:53,834 - mmaction - INFO - Epoch [63][140/396] lr: 2.586e-01, eta: 1 day, 14:24:05, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6641, loss_cls: 2.5867, loss: 2.5867, grad_norm: 1.3836, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1989, loss/aux0: 2.1989 2020-10-19 02:12:30,506 - mmaction - INFO - Epoch [63][160/396] lr: 2.586e-01, eta: 1 day, 14:22:36, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6560, loss_cls: 2.5715, loss: 2.5715, grad_norm: 1.3757, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1967, loss/aux0: 2.1967 2020-10-19 02:12:31,459 - mmaction - INFO - Epoch [63][160/396] lr: 2.586e-01, eta: 1 day, 14:23:34, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6560, loss_cls: 2.5715, loss: 2.5715, grad_norm: 1.3745, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2127, loss/aux0: 2.2127 2020-10-19 02:13:08,018 - mmaction - INFO - Epoch [63][180/396] lr: 2.586e-01, eta: 1 day, 14:22:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6594, loss_cls: 2.5785, loss: 2.5785, grad_norm: 1.3985, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.2064, loss/aux0: 2.2064 2020-10-19 02:13:08,953 - mmaction - INFO - Epoch [63][180/396] lr: 2.586e-01, eta: 1 day, 14:23:02, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6594, loss_cls: 2.5785, loss: 2.5785, grad_norm: 1.3928, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1975, loss/aux0: 2.1975 2020-10-19 02:13:45,488 - mmaction - INFO - Epoch [63][200/396] lr: 2.586e-01, eta: 1 day, 14:21:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6536, loss_cls: 2.6153, loss: 2.6153, grad_norm: 1.4078, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7250, loss_cls/aux0: 2.2402, loss/aux0: 2.2402 2020-10-19 02:13:46,463 - mmaction - INFO - Epoch [63][200/396] lr: 2.586e-01, eta: 1 day, 14:22:30, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3859, top5_acc: 0.6536, loss_cls: 2.6153, loss: 2.6153, grad_norm: 1.4045, top1_acc/aux0: 0.4617, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2295, loss/aux0: 2.2295 2020-10-19 02:14:23,156 - mmaction - INFO - Epoch [63][220/396] lr: 2.586e-01, eta: 1 day, 14:21:01, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6547, loss_cls: 2.5844, loss: 2.5844, grad_norm: 1.3764, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2120, loss/aux0: 2.2120 2020-10-19 02:14:24,151 - mmaction - INFO - Epoch [63][220/396] lr: 2.586e-01, eta: 1 day, 14:21:59, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6547, loss_cls: 2.5844, loss: 2.5844, grad_norm: 1.3811, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2212, loss/aux0: 2.2212 2020-10-19 02:15:00,906 - mmaction - INFO - Epoch [63][240/396] lr: 2.586e-01, eta: 1 day, 14:20:30, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6591, loss_cls: 2.5686, loss: 2.5686, grad_norm: 1.3741, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2086, loss/aux0: 2.2086 2020-10-19 02:15:01,891 - mmaction - INFO - Epoch [63][240/396] lr: 2.586e-01, eta: 1 day, 14:21:29, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6591, loss_cls: 2.5686, loss: 2.5686, grad_norm: 1.3784, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.2207, loss/aux0: 2.2207 2020-10-19 02:15:38,655 - mmaction - INFO - Epoch [63][260/396] lr: 2.586e-01, eta: 1 day, 14:20:00, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6625, loss_cls: 2.5430, loss: 2.5430, grad_norm: 1.3789, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7229, loss_cls/aux0: 2.2399, loss/aux0: 2.2399 2020-10-19 02:15:39,609 - mmaction - INFO - Epoch [63][260/396] lr: 2.586e-01, eta: 1 day, 14:20:58, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6625, loss_cls: 2.5430, loss: 2.5430, grad_norm: 1.3752, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2412, loss/aux0: 2.2412 2020-10-19 02:16:16,172 - mmaction - INFO - Epoch [63][280/396] lr: 2.586e-01, eta: 1 day, 14:19:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6552, loss_cls: 2.5899, loss: 2.5899, grad_norm: 1.3840, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1915, loss/aux0: 2.1915 2020-10-19 02:16:17,126 - mmaction - INFO - Epoch [63][280/396] lr: 2.586e-01, eta: 1 day, 14:20:26, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6552, loss_cls: 2.5899, loss: 2.5899, grad_norm: 1.3777, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1705, loss/aux0: 2.1705 2020-10-19 02:16:53,770 - mmaction - INFO - Epoch [63][300/396] lr: 2.586e-01, eta: 1 day, 14:18:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6654, loss_cls: 2.5525, loss: 2.5525, grad_norm: 1.3870, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1817, loss/aux0: 2.1817 2020-10-19 02:16:54,722 - mmaction - INFO - Epoch [63][300/396] lr: 2.586e-01, eta: 1 day, 14:19:55, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6654, loss_cls: 2.5525, loss: 2.5525, grad_norm: 1.3898, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7310, loss_cls/aux0: 2.1968, loss/aux0: 2.1968 2020-10-19 02:17:31,179 - mmaction - INFO - Epoch [63][320/396] lr: 2.586e-01, eta: 1 day, 14:18:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6437, loss_cls: 2.6199, loss: 2.6199, grad_norm: 1.3576, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1669, loss/aux0: 2.1669 2020-10-19 02:17:32,162 - mmaction - INFO - Epoch [63][320/396] lr: 2.586e-01, eta: 1 day, 14:19:23, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6437, loss_cls: 2.6199, loss: 2.6199, grad_norm: 1.3625, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1620, loss/aux0: 2.1620 2020-10-19 02:18:08,829 - mmaction - INFO - Epoch [63][340/396] lr: 2.586e-01, eta: 1 day, 14:17:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6344, loss_cls: 2.6778, loss: 2.6778, grad_norm: 1.3703, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2181, loss/aux0: 2.2181 2020-10-19 02:18:09,792 - mmaction - INFO - Epoch [63][340/396] lr: 2.586e-01, eta: 1 day, 14:18:51, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3654, top5_acc: 0.6344, loss_cls: 2.6778, loss: 2.6778, grad_norm: 1.3648, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.2049, loss/aux0: 2.2049 2020-10-19 02:18:46,526 - mmaction - INFO - Epoch [63][360/396] lr: 2.586e-01, eta: 1 day, 14:17:23, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6568, loss_cls: 2.6005, loss: 2.6005, grad_norm: 1.3622, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.2048, loss/aux0: 2.2048 2020-10-19 02:18:47,480 - mmaction - INFO - Epoch [63][360/396] lr: 2.586e-01, eta: 1 day, 14:18:21, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6568, loss_cls: 2.6005, loss: 2.6005, grad_norm: 1.3699, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2142, loss/aux0: 2.2142 2020-10-19 02:19:24,163 - mmaction - INFO - Epoch [63][380/396] lr: 2.586e-01, eta: 1 day, 14:16:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6604, loss_cls: 2.5756, loss: 2.5756, grad_norm: 1.3757, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2137, loss/aux0: 2.2137 2020-10-19 02:19:25,123 - mmaction - INFO - Epoch [63][380/396] lr: 2.586e-01, eta: 1 day, 14:17:49, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6604, loss_cls: 2.5756, loss: 2.5756, grad_norm: 1.3658, top1_acc/aux0: 0.4641, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.2161, loss/aux0: 2.2161 2020-10-19 02:24:14,136 - mmaction - INFO - Epoch [64][20/396] lr: 2.574e-01, eta: 1 day, 14:14:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6563, loss_cls: 2.5668, loss: 2.5668, grad_norm: 1.3576, top1_acc/aux0: 0.4704, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1993, loss/aux0: 2.1993 2020-10-19 02:24:15,087 - mmaction - INFO - Epoch [64][20/396] lr: 2.574e-01, eta: 1 day, 14:15:20, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6563, loss_cls: 2.5668, loss: 2.5668, grad_norm: 1.3594, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2012, loss/aux0: 2.2012 2020-10-19 02:24:51,588 - mmaction - INFO - Epoch [64][40/396] lr: 2.574e-01, eta: 1 day, 14:13:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6503, loss_cls: 2.6187, loss: 2.6187, grad_norm: 1.3650, top1_acc/aux0: 0.4549, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2418, loss/aux0: 2.2418 2020-10-19 02:24:52,550 - mmaction - INFO - Epoch [64][40/396] lr: 2.574e-01, eta: 1 day, 14:14:47, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6503, loss_cls: 2.6187, loss: 2.6187, grad_norm: 1.3787, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2503, loss/aux0: 2.2503 2020-10-19 02:25:29,211 - mmaction - INFO - Epoch [64][60/396] lr: 2.574e-01, eta: 1 day, 14:13:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6552, loss_cls: 2.5693, loss: 2.5693, grad_norm: 1.3921, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1896, loss/aux0: 2.1896 2020-10-19 02:25:30,189 - mmaction - INFO - Epoch [64][60/396] lr: 2.574e-01, eta: 1 day, 14:14:16, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6552, loss_cls: 2.5693, loss: 2.5693, grad_norm: 1.3872, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1678, loss/aux0: 2.1678 2020-10-19 02:26:06,717 - mmaction - INFO - Epoch [64][80/396] lr: 2.574e-01, eta: 1 day, 14:12:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6602, loss_cls: 2.5889, loss: 2.5889, grad_norm: 1.3664, top1_acc/aux0: 0.4635, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2201, loss/aux0: 2.2201 2020-10-19 02:26:07,671 - mmaction - INFO - Epoch [64][80/396] lr: 2.574e-01, eta: 1 day, 14:13:44, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6602, loss_cls: 2.5889, loss: 2.5889, grad_norm: 1.3601, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7305, loss_cls/aux0: 2.2330, loss/aux0: 2.2330 2020-10-19 02:26:44,157 - mmaction - INFO - Epoch [64][100/396] lr: 2.574e-01, eta: 1 day, 14:12:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6727, loss_cls: 2.5295, loss: 2.5295, grad_norm: 1.3809, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.2030, loss/aux0: 2.2030 2020-10-19 02:26:45,098 - mmaction - INFO - Epoch [64][100/396] lr: 2.574e-01, eta: 1 day, 14:13:13, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6727, loss_cls: 2.5295, loss: 2.5295, grad_norm: 1.3743, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1919, loss/aux0: 2.1919 2020-10-19 02:27:21,666 - mmaction - INFO - Epoch [64][120/396] lr: 2.574e-01, eta: 1 day, 14:11:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6552, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.3843, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1683, loss/aux0: 2.1683 2020-10-19 02:27:22,678 - mmaction - INFO - Epoch [64][120/396] lr: 2.574e-01, eta: 1 day, 14:12:41, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6552, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.3793, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1794, loss/aux0: 2.1794 2020-10-19 02:27:59,215 - mmaction - INFO - Epoch [64][140/396] lr: 2.574e-01, eta: 1 day, 14:11:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6529, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.3731, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1873, loss/aux0: 2.1873 2020-10-19 02:28:00,203 - mmaction - INFO - Epoch [64][140/396] lr: 2.574e-01, eta: 1 day, 14:12:09, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3802, top5_acc: 0.6529, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.3793, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1834, loss/aux0: 2.1834 2020-10-19 02:28:36,782 - mmaction - INFO - Epoch [64][160/396] lr: 2.574e-01, eta: 1 day, 14:10:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6656, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.3512, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7266, loss_cls/aux0: 2.2279, loss/aux0: 2.2279 2020-10-19 02:28:37,740 - mmaction - INFO - Epoch [64][160/396] lr: 2.574e-01, eta: 1 day, 14:11:38, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6656, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.3548, top1_acc/aux0: 0.4609, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2343, loss/aux0: 2.2343 2020-10-19 02:29:14,250 - mmaction - INFO - Epoch [64][180/396] lr: 2.574e-01, eta: 1 day, 14:10:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6557, loss_cls: 2.5994, loss: 2.5994, grad_norm: 1.3751, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1875, loss/aux0: 2.1875 2020-10-19 02:29:15,219 - mmaction - INFO - Epoch [64][180/396] lr: 2.574e-01, eta: 1 day, 14:11:06, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6557, loss_cls: 2.5994, loss: 2.5994, grad_norm: 1.3777, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1868, loss/aux0: 2.1868 2020-10-19 02:29:51,777 - mmaction - INFO - Epoch [64][200/396] lr: 2.574e-01, eta: 1 day, 14:09:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6529, loss_cls: 2.6036, loss: 2.6036, grad_norm: 1.4049, top1_acc/aux0: 0.4711, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1935, loss/aux0: 2.1935 2020-10-19 02:29:52,798 - mmaction - INFO - Epoch [64][200/396] lr: 2.574e-01, eta: 1 day, 14:10:34, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6529, loss_cls: 2.6036, loss: 2.6036, grad_norm: 1.4016, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1889, loss/aux0: 2.1889 2020-10-19 02:30:29,520 - mmaction - INFO - Epoch [64][220/396] lr: 2.574e-01, eta: 1 day, 14:09:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6651, loss_cls: 2.5660, loss: 2.5660, grad_norm: 1.3945, top1_acc/aux0: 0.4547, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2393, loss/aux0: 2.2393 2020-10-19 02:30:30,539 - mmaction - INFO - Epoch [64][220/396] lr: 2.574e-01, eta: 1 day, 14:10:03, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6651, loss_cls: 2.5660, loss: 2.5660, grad_norm: 1.3964, top1_acc/aux0: 0.4539, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2324, loss/aux0: 2.2324 2020-10-19 02:31:07,072 - mmaction - INFO - Epoch [64][240/396] lr: 2.574e-01, eta: 1 day, 14:08:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6617, loss_cls: 2.5651, loss: 2.5651, grad_norm: 1.3812, top1_acc/aux0: 0.4591, top5_acc/aux0: 0.7253, loss_cls/aux0: 2.2213, loss/aux0: 2.2213 2020-10-19 02:31:08,022 - mmaction - INFO - Epoch [64][240/396] lr: 2.574e-01, eta: 1 day, 14:09:31, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6617, loss_cls: 2.5651, loss: 2.5651, grad_norm: 1.3832, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7211, loss_cls/aux0: 2.2383, loss/aux0: 2.2383 2020-10-19 02:31:44,691 - mmaction - INFO - Epoch [64][260/396] lr: 2.574e-01, eta: 1 day, 14:08:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6596, loss_cls: 2.5702, loss: 2.5702, grad_norm: 1.3597, top1_acc/aux0: 0.4544, top5_acc/aux0: 0.7255, loss_cls/aux0: 2.2597, loss/aux0: 2.2597 2020-10-19 02:31:45,688 - mmaction - INFO - Epoch [64][260/396] lr: 2.574e-01, eta: 1 day, 14:09:00, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6596, loss_cls: 2.5702, loss: 2.5702, grad_norm: 1.3607, top1_acc/aux0: 0.4531, top5_acc/aux0: 0.7289, loss_cls/aux0: 2.2517, loss/aux0: 2.2517 2020-10-19 02:32:22,319 - mmaction - INFO - Epoch [64][280/396] lr: 2.574e-01, eta: 1 day, 14:07:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6633, loss_cls: 2.5363, loss: 2.5363, grad_norm: 1.3884, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1975, loss/aux0: 2.1975 2020-10-19 02:32:23,284 - mmaction - INFO - Epoch [64][280/396] lr: 2.574e-01, eta: 1 day, 14:08:29, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6633, loss_cls: 2.5363, loss: 2.5363, grad_norm: 1.3831, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1896, loss/aux0: 2.1896 2020-10-19 02:32:59,819 - mmaction - INFO - Epoch [64][300/396] lr: 2.574e-01, eta: 1 day, 14:07:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6573, loss_cls: 2.6068, loss: 2.6068, grad_norm: 1.3906, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1462, loss/aux0: 2.1462 2020-10-19 02:33:00,776 - mmaction - INFO - Epoch [64][300/396] lr: 2.574e-01, eta: 1 day, 14:07:57, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6573, loss_cls: 2.6068, loss: 2.6068, grad_norm: 1.3917, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1646, loss/aux0: 2.1646 2020-10-19 02:33:37,417 - mmaction - INFO - Epoch [64][320/396] lr: 2.574e-01, eta: 1 day, 14:06:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6625, loss_cls: 2.5930, loss: 2.5930, grad_norm: 1.4103, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2072, loss/aux0: 2.2072 2020-10-19 02:33:38,369 - mmaction - INFO - Epoch [64][320/396] lr: 2.574e-01, eta: 1 day, 14:07:26, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6625, loss_cls: 2.5930, loss: 2.5930, grad_norm: 1.4178, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7299, loss_cls/aux0: 2.2062, loss/aux0: 2.2062 2020-10-19 02:34:14,838 - mmaction - INFO - Epoch [64][340/396] lr: 2.574e-01, eta: 1 day, 14:05:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6513, loss_cls: 2.6077, loss: 2.6077, grad_norm: 1.3625, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1451, loss/aux0: 2.1451 2020-10-19 02:34:15,821 - mmaction - INFO - Epoch [64][340/396] lr: 2.574e-01, eta: 1 day, 14:06:54, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6513, loss_cls: 2.6077, loss: 2.6077, grad_norm: 1.3650, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1285, loss/aux0: 2.1285 2020-10-19 02:34:52,345 - mmaction - INFO - Epoch [64][360/396] lr: 2.574e-01, eta: 1 day, 14:05:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6607, loss_cls: 2.5835, loss: 2.5835, grad_norm: 1.3918, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2011, loss/aux0: 2.2011 2020-10-19 02:34:53,316 - mmaction - INFO - Epoch [64][360/396] lr: 2.574e-01, eta: 1 day, 14:06:22, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6607, loss_cls: 2.5835, loss: 2.5835, grad_norm: 1.3918, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2141, loss/aux0: 2.2141 2020-10-19 02:35:29,944 - mmaction - INFO - Epoch [64][380/396] lr: 2.574e-01, eta: 1 day, 14:04:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6469, loss_cls: 2.6129, loss: 2.6129, grad_norm: 1.3678, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1676, loss/aux0: 2.1676 2020-10-19 02:35:30,888 - mmaction - INFO - Epoch [64][380/396] lr: 2.574e-01, eta: 1 day, 14:05:50, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6469, loss_cls: 2.6129, loss: 2.6129, grad_norm: 1.3635, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1578, loss/aux0: 2.1578 2020-10-19 02:36:02,718 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-19 02:37:46,022 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 02:37:46,157 - mmaction - INFO - top1_acc 0.4735 top5_acc 0.7516 2020-10-19 02:37:46,158 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 02:37:46,199 - mmaction - INFO - mean_acc 0.4739 2020-10-19 02:37:46,202 - mmaction - INFO - Epoch(val) [64][396] top1_acc: 0.4735, top5_acc: 0.7516, mean_class_accuracy: 0.4739 2020-10-19 02:42:05,880 - mmaction - INFO - Epoch [65][20/396] lr: 2.561e-01, eta: 1 day, 14:02:26, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6701, loss_cls: 2.5345, loss: 2.5345, grad_norm: 1.3981, top1_acc/aux0: 0.4619, top5_acc/aux0: 0.7218, loss_cls/aux0: 2.2515, loss/aux0: 2.2515 2020-10-19 02:42:06,854 - mmaction - INFO - Epoch [65][20/396] lr: 2.561e-01, eta: 1 day, 14:03:22, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6701, loss_cls: 2.5345, loss: 2.5345, grad_norm: 1.3959, top1_acc/aux0: 0.4607, top5_acc/aux0: 0.7221, loss_cls/aux0: 2.2497, loss/aux0: 2.2497 2020-10-19 02:42:43,097 - mmaction - INFO - Epoch [65][40/396] lr: 2.561e-01, eta: 1 day, 14:01:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6635, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.4042, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1900, loss/aux0: 2.1900 2020-10-19 02:42:44,128 - mmaction - INFO - Epoch [65][40/396] lr: 2.561e-01, eta: 1 day, 14:02:50, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6635, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.3996, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1790, loss/aux0: 2.1790 2020-10-19 02:43:20,563 - mmaction - INFO - Epoch [65][60/396] lr: 2.561e-01, eta: 1 day, 14:01:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6661, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.4135, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1428, loss/aux0: 2.1428 2020-10-19 02:43:21,514 - mmaction - INFO - Epoch [65][60/396] lr: 2.561e-01, eta: 1 day, 14:02:18, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6661, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.4139, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1485, loss/aux0: 2.1485 2020-10-19 02:43:58,032 - mmaction - INFO - Epoch [65][80/396] lr: 2.561e-01, eta: 1 day, 14:00:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6552, loss_cls: 2.6068, loss: 2.6068, grad_norm: 1.3749, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.2239, loss/aux0: 2.2239 2020-10-19 02:43:58,996 - mmaction - INFO - Epoch [65][80/396] lr: 2.561e-01, eta: 1 day, 14:01:46, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3818, top5_acc: 0.6552, loss_cls: 2.6068, loss: 2.6068, grad_norm: 1.3610, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2256, loss/aux0: 2.2256 2020-10-19 02:44:35,543 - mmaction - INFO - Epoch [65][100/396] lr: 2.561e-01, eta: 1 day, 14:00:19, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6518, loss_cls: 2.5861, loss: 2.5861, grad_norm: 1.3776, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1773, loss/aux0: 2.1773 2020-10-19 02:44:36,536 - mmaction - INFO - Epoch [65][100/396] lr: 2.561e-01, eta: 1 day, 14:01:15, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6518, loss_cls: 2.5861, loss: 2.5861, grad_norm: 1.3763, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1882, loss/aux0: 2.1882 2020-10-19 02:45:13,147 - mmaction - INFO - Epoch [65][120/396] lr: 2.561e-01, eta: 1 day, 13:59:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6513, loss_cls: 2.6085, loss: 2.6085, grad_norm: 1.3697, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1778, loss/aux0: 2.1778 2020-10-19 02:45:14,127 - mmaction - INFO - Epoch [65][120/396] lr: 2.561e-01, eta: 1 day, 14:00:43, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6513, loss_cls: 2.6085, loss: 2.6085, grad_norm: 1.3753, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1761, loss/aux0: 2.1761 2020-10-19 02:45:50,772 - mmaction - INFO - Epoch [65][140/396] lr: 2.561e-01, eta: 1 day, 13:59:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6617, loss_cls: 2.5558, loss: 2.5558, grad_norm: 1.4061, top1_acc/aux0: 0.4599, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1786, loss/aux0: 2.1786 2020-10-19 02:45:51,729 - mmaction - INFO - Epoch [65][140/396] lr: 2.561e-01, eta: 1 day, 14:00:12, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6617, loss_cls: 2.5558, loss: 2.5558, grad_norm: 1.4034, top1_acc/aux0: 0.4628, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1672, loss/aux0: 2.1672 2020-10-19 02:46:28,319 - mmaction - INFO - Epoch [65][160/396] lr: 2.561e-01, eta: 1 day, 13:58:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6547, loss_cls: 2.6005, loss: 2.6005, grad_norm: 1.3723, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1699, loss/aux0: 2.1699 2020-10-19 02:46:29,279 - mmaction - INFO - Epoch [65][160/396] lr: 2.561e-01, eta: 1 day, 13:59:40, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6547, loss_cls: 2.6005, loss: 2.6005, grad_norm: 1.3692, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1664, loss/aux0: 2.1664 2020-10-19 02:47:05,875 - mmaction - INFO - Epoch [65][180/396] lr: 2.561e-01, eta: 1 day, 13:58:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6630, loss_cls: 2.5778, loss: 2.5778, grad_norm: 1.3590, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1340, loss/aux0: 2.1340 2020-10-19 02:47:06,838 - mmaction - INFO - Epoch [65][180/396] lr: 2.561e-01, eta: 1 day, 13:59:08, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6630, loss_cls: 2.5778, loss: 2.5778, grad_norm: 1.3643, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1402, loss/aux0: 2.1402 2020-10-19 02:47:43,393 - mmaction - INFO - Epoch [65][200/396] lr: 2.561e-01, eta: 1 day, 13:57:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6607, loss_cls: 2.5673, loss: 2.5673, grad_norm: 1.3941, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1544, loss/aux0: 2.1544 2020-10-19 02:47:44,348 - mmaction - INFO - Epoch [65][200/396] lr: 2.561e-01, eta: 1 day, 13:58:37, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6607, loss_cls: 2.5673, loss: 2.5673, grad_norm: 1.3965, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1527, loss/aux0: 2.1527 2020-10-19 02:48:21,053 - mmaction - INFO - Epoch [65][220/396] lr: 2.561e-01, eta: 1 day, 13:57:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6581, loss_cls: 2.5754, loss: 2.5754, grad_norm: 1.3980, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1431, loss/aux0: 2.1431 2020-10-19 02:48:22,073 - mmaction - INFO - Epoch [65][220/396] lr: 2.561e-01, eta: 1 day, 13:58:06, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6581, loss_cls: 2.5754, loss: 2.5754, grad_norm: 1.4020, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1473, loss/aux0: 2.1473 2020-10-19 02:48:58,683 - mmaction - INFO - Epoch [65][240/396] lr: 2.561e-01, eta: 1 day, 13:56:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6560, loss_cls: 2.6021, loss: 2.6021, grad_norm: 1.3914, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1564, loss/aux0: 2.1564 2020-10-19 02:48:59,713 - mmaction - INFO - Epoch [65][240/396] lr: 2.561e-01, eta: 1 day, 13:57:35, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6560, loss_cls: 2.6021, loss: 2.6021, grad_norm: 1.3944, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1562, loss/aux0: 2.1562 2020-10-19 02:49:36,346 - mmaction - INFO - Epoch [65][260/396] lr: 2.561e-01, eta: 1 day, 13:56:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6615, loss_cls: 2.5599, loss: 2.5599, grad_norm: 1.3993, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.1855, loss/aux0: 2.1855 2020-10-19 02:49:37,315 - mmaction - INFO - Epoch [65][260/396] lr: 2.561e-01, eta: 1 day, 13:57:03, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6615, loss_cls: 2.5599, loss: 2.5599, grad_norm: 1.3971, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1750, loss/aux0: 2.1750 2020-10-19 02:50:13,998 - mmaction - INFO - Epoch [65][280/396] lr: 2.561e-01, eta: 1 day, 13:55:37, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6549, loss_cls: 2.6259, loss: 2.6259, grad_norm: 1.3616, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1843, loss/aux0: 2.1843 2020-10-19 02:50:14,957 - mmaction - INFO - Epoch [65][280/396] lr: 2.561e-01, eta: 1 day, 13:56:32, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3846, top5_acc: 0.6549, loss_cls: 2.6259, loss: 2.6259, grad_norm: 1.3586, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1882, loss/aux0: 2.1882 2020-10-19 02:50:51,577 - mmaction - INFO - Epoch [65][300/396] lr: 2.561e-01, eta: 1 day, 13:55:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6388, loss_cls: 2.6526, loss: 2.6526, grad_norm: 1.3870, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1911, loss/aux0: 2.1911 2020-10-19 02:50:52,547 - mmaction - INFO - Epoch [65][300/396] lr: 2.561e-01, eta: 1 day, 13:56:01, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6388, loss_cls: 2.6526, loss: 2.6526, grad_norm: 1.3945, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.2017, loss/aux0: 2.2017 2020-10-19 02:51:29,192 - mmaction - INFO - Epoch [65][320/396] lr: 2.561e-01, eta: 1 day, 13:54:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6706, loss_cls: 2.5416, loss: 2.5416, grad_norm: 1.3522, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1606, loss/aux0: 2.1606 2020-10-19 02:51:30,154 - mmaction - INFO - Epoch [65][320/396] lr: 2.561e-01, eta: 1 day, 13:55:29, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6706, loss_cls: 2.5416, loss: 2.5416, grad_norm: 1.3548, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1490, loss/aux0: 2.1490 2020-10-19 02:52:06,787 - mmaction - INFO - Epoch [65][340/396] lr: 2.561e-01, eta: 1 day, 13:54:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6617, loss_cls: 2.5488, loss: 2.5488, grad_norm: 1.4153, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1383, loss/aux0: 2.1383 2020-10-19 02:52:07,762 - mmaction - INFO - Epoch [65][340/396] lr: 2.561e-01, eta: 1 day, 13:54:58, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6617, loss_cls: 2.5488, loss: 2.5488, grad_norm: 1.4210, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1556, loss/aux0: 2.1556 2020-10-19 02:52:44,373 - mmaction - INFO - Epoch [65][360/396] lr: 2.561e-01, eta: 1 day, 13:53:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6531, loss_cls: 2.5828, loss: 2.5828, grad_norm: 1.4050, top1_acc/aux0: 0.4612, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2346, loss/aux0: 2.2346 2020-10-19 02:52:45,375 - mmaction - INFO - Epoch [65][360/396] lr: 2.561e-01, eta: 1 day, 13:54:26, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3880, top5_acc: 0.6531, loss_cls: 2.5828, loss: 2.5828, grad_norm: 1.3970, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2240, loss/aux0: 2.2240 2020-10-19 02:53:22,027 - mmaction - INFO - Epoch [65][380/396] lr: 2.561e-01, eta: 1 day, 13:52:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6458, loss_cls: 2.6263, loss: 2.6263, grad_norm: 1.3915, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7279, loss_cls/aux0: 2.2361, loss/aux0: 2.2361 2020-10-19 02:53:22,986 - mmaction - INFO - Epoch [65][380/396] lr: 2.561e-01, eta: 1 day, 13:53:54, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6458, loss_cls: 2.6263, loss: 2.6263, grad_norm: 1.3854, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7294, loss_cls/aux0: 2.2246, loss/aux0: 2.2246 2020-10-19 02:58:12,557 - mmaction - INFO - Epoch [66][20/396] lr: 2.548e-01, eta: 1 day, 13:50:34, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6773, loss_cls: 2.5120, loss: 2.5120, grad_norm: 1.4165, top1_acc/aux0: 0.4816, top5_acc/aux0: 0.7486, loss_cls/aux0: 2.1393, loss/aux0: 2.1393 2020-10-19 02:58:13,558 - mmaction - INFO - Epoch [66][20/396] lr: 2.548e-01, eta: 1 day, 13:51:29, time: 0.937, data_time: 0.005, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6773, loss_cls: 2.5120, loss: 2.5120, grad_norm: 1.4163, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1411, loss/aux0: 2.1411 2020-10-19 02:58:49,991 - mmaction - INFO - Epoch [66][40/396] lr: 2.548e-01, eta: 1 day, 13:50:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6669, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3898, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1714, loss/aux0: 2.1714 2020-10-19 02:58:50,957 - mmaction - INFO - Epoch [66][40/396] lr: 2.548e-01, eta: 1 day, 13:50:57, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6669, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3920, top1_acc/aux0: 0.4701, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1759, loss/aux0: 2.1759 2020-10-19 02:59:27,665 - mmaction - INFO - Epoch [66][60/396] lr: 2.548e-01, eta: 1 day, 13:49:30, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6471, loss_cls: 2.6335, loss: 2.6335, grad_norm: 1.3859, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1736, loss/aux0: 2.1736 2020-10-19 02:59:28,603 - mmaction - INFO - Epoch [66][60/396] lr: 2.548e-01, eta: 1 day, 13:50:25, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6471, loss_cls: 2.6335, loss: 2.6335, grad_norm: 1.3809, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1667, loss/aux0: 2.1667 2020-10-19 03:00:10,679 - mmaction - INFO - Epoch [66][80/396] lr: 2.548e-01, eta: 1 day, 13:49:15, time: 1.217, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6510, loss_cls: 2.5970, loss: 2.5970, grad_norm: 1.3861, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1405, loss/aux0: 2.1405 2020-10-19 03:00:11,711 - mmaction - INFO - Epoch [66][80/396] lr: 2.548e-01, eta: 1 day, 13:50:27, time: 1.223, data_time: 0.008, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6510, loss_cls: 2.5970, loss: 2.5970, grad_norm: 1.3906, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1486, loss/aux0: 2.1486 2020-10-19 03:00:48,179 - mmaction - INFO - Epoch [66][100/396] lr: 2.548e-01, eta: 1 day, 13:49:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6591, loss_cls: 2.5660, loss: 2.5660, grad_norm: 1.3856, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1572, loss/aux0: 2.1572 2020-10-19 03:00:49,210 - mmaction - INFO - Epoch [66][100/396] lr: 2.548e-01, eta: 1 day, 13:49:54, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6591, loss_cls: 2.5660, loss: 2.5660, grad_norm: 1.3862, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1541, loss/aux0: 2.1541 2020-10-19 03:01:25,755 - mmaction - INFO - Epoch [66][120/396] lr: 2.548e-01, eta: 1 day, 13:48:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6622, loss_cls: 2.5939, loss: 2.5939, grad_norm: 1.4034, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1714, loss/aux0: 2.1714 2020-10-19 03:01:26,767 - mmaction - INFO - Epoch [66][120/396] lr: 2.548e-01, eta: 1 day, 13:49:23, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6622, loss_cls: 2.5939, loss: 2.5939, grad_norm: 1.4121, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1718, loss/aux0: 2.1718 2020-10-19 03:02:03,383 - mmaction - INFO - Epoch [66][140/396] lr: 2.548e-01, eta: 1 day, 13:47:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6745, loss_cls: 2.5366, loss: 2.5366, grad_norm: 1.3847, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.2247, loss/aux0: 2.2247 2020-10-19 03:02:04,350 - mmaction - INFO - Epoch [66][140/396] lr: 2.548e-01, eta: 1 day, 13:48:51, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6745, loss_cls: 2.5366, loss: 2.5366, grad_norm: 1.3780, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.2103, loss/aux0: 2.2103 2020-10-19 03:02:40,895 - mmaction - INFO - Epoch [66][160/396] lr: 2.548e-01, eta: 1 day, 13:47:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6724, loss_cls: 2.5600, loss: 2.5600, grad_norm: 1.3961, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1654, loss/aux0: 2.1654 2020-10-19 03:02:41,880 - mmaction - INFO - Epoch [66][160/396] lr: 2.548e-01, eta: 1 day, 13:48:19, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6724, loss_cls: 2.5600, loss: 2.5600, grad_norm: 1.3972, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1776, loss/aux0: 2.1776 2020-10-19 03:03:18,295 - mmaction - INFO - Epoch [66][180/396] lr: 2.548e-01, eta: 1 day, 13:46:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6698, loss_cls: 2.5256, loss: 2.5256, grad_norm: 1.3820, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.2016, loss/aux0: 2.2016 2020-10-19 03:03:19,249 - mmaction - INFO - Epoch [66][180/396] lr: 2.548e-01, eta: 1 day, 13:47:47, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6698, loss_cls: 2.5256, loss: 2.5256, grad_norm: 1.3817, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.2070, loss/aux0: 2.2070 2020-10-19 03:03:55,914 - mmaction - INFO - Epoch [66][200/396] lr: 2.548e-01, eta: 1 day, 13:46:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6497, loss_cls: 2.6273, loss: 2.6273, grad_norm: 1.3975, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1731, loss/aux0: 2.1731 2020-10-19 03:03:56,905 - mmaction - INFO - Epoch [66][200/396] lr: 2.548e-01, eta: 1 day, 13:47:15, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6497, loss_cls: 2.6273, loss: 2.6273, grad_norm: 1.3924, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1668, loss/aux0: 2.1668 2020-10-19 03:04:33,545 - mmaction - INFO - Epoch [66][220/396] lr: 2.548e-01, eta: 1 day, 13:45:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6719, loss_cls: 2.5454, loss: 2.5454, grad_norm: 1.4223, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7323, loss_cls/aux0: 2.2004, loss/aux0: 2.2004 2020-10-19 03:04:34,546 - mmaction - INFO - Epoch [66][220/396] lr: 2.548e-01, eta: 1 day, 13:46:44, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6719, loss_cls: 2.5454, loss: 2.5454, grad_norm: 1.4207, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1889, loss/aux0: 2.1889 2020-10-19 03:05:11,165 - mmaction - INFO - Epoch [66][240/396] lr: 2.548e-01, eta: 1 day, 13:45:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6659, loss_cls: 2.5502, loss: 2.5502, grad_norm: 1.4205, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1970, loss/aux0: 2.1970 2020-10-19 03:05:12,117 - mmaction - INFO - Epoch [66][240/396] lr: 2.548e-01, eta: 1 day, 13:46:12, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6659, loss_cls: 2.5502, loss: 2.5502, grad_norm: 1.4225, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.2051, loss/aux0: 2.2051 2020-10-19 03:05:48,694 - mmaction - INFO - Epoch [66][260/396] lr: 2.548e-01, eta: 1 day, 13:44:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6471, loss_cls: 2.6317, loss: 2.6317, grad_norm: 1.4236, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1933, loss/aux0: 2.1933 2020-10-19 03:05:49,706 - mmaction - INFO - Epoch [66][260/396] lr: 2.548e-01, eta: 1 day, 13:45:40, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3784, top5_acc: 0.6471, loss_cls: 2.6317, loss: 2.6317, grad_norm: 1.4222, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1973, loss/aux0: 2.1973 2020-10-19 03:06:26,180 - mmaction - INFO - Epoch [66][280/396] lr: 2.548e-01, eta: 1 day, 13:44:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6505, loss_cls: 2.6247, loss: 2.6247, grad_norm: 1.3886, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.2019, loss/aux0: 2.2019 2020-10-19 03:06:27,144 - mmaction - INFO - Epoch [66][280/396] lr: 2.548e-01, eta: 1 day, 13:45:08, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6505, loss_cls: 2.6247, loss: 2.6247, grad_norm: 1.3968, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2117, loss/aux0: 2.2117 2020-10-19 03:07:03,778 - mmaction - INFO - Epoch [66][300/396] lr: 2.548e-01, eta: 1 day, 13:43:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6560, loss_cls: 2.5973, loss: 2.5973, grad_norm: 1.3940, top1_acc/aux0: 0.4622, top5_acc/aux0: 0.7216, loss_cls/aux0: 2.2406, loss/aux0: 2.2406 2020-10-19 03:07:04,740 - mmaction - INFO - Epoch [66][300/396] lr: 2.548e-01, eta: 1 day, 13:44:37, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6560, loss_cls: 2.5973, loss: 2.5973, grad_norm: 1.3932, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7242, loss_cls/aux0: 2.2356, loss/aux0: 2.2356 2020-10-19 03:07:41,374 - mmaction - INFO - Epoch [66][320/396] lr: 2.548e-01, eta: 1 day, 13:43:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6456, loss_cls: 2.6423, loss: 2.6423, grad_norm: 1.3839, top1_acc/aux0: 0.4680, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1754, loss/aux0: 2.1754 2020-10-19 03:07:42,340 - mmaction - INFO - Epoch [66][320/396] lr: 2.548e-01, eta: 1 day, 13:44:05, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3763, top5_acc: 0.6456, loss_cls: 2.6423, loss: 2.6423, grad_norm: 1.3807, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1702, loss/aux0: 2.1702 2020-10-19 03:08:18,964 - mmaction - INFO - Epoch [66][340/396] lr: 2.548e-01, eta: 1 day, 13:42:39, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6456, loss_cls: 2.5945, loss: 2.5945, grad_norm: 1.3702, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1344, loss/aux0: 2.1344 2020-10-19 03:08:19,971 - mmaction - INFO - Epoch [66][340/396] lr: 2.548e-01, eta: 1 day, 13:43:34, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6456, loss_cls: 2.5945, loss: 2.5945, grad_norm: 1.3669, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1454, loss/aux0: 2.1454 2020-10-19 03:08:56,576 - mmaction - INFO - Epoch [66][360/396] lr: 2.548e-01, eta: 1 day, 13:42:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6549, loss_cls: 2.6088, loss: 2.6088, grad_norm: 1.3701, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1734, loss/aux0: 2.1734 2020-10-19 03:08:57,496 - mmaction - INFO - Epoch [66][360/396] lr: 2.548e-01, eta: 1 day, 13:43:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6549, loss_cls: 2.6088, loss: 2.6088, grad_norm: 1.3710, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1670, loss/aux0: 2.1670 2020-10-19 03:09:34,236 - mmaction - INFO - Epoch [66][380/396] lr: 2.548e-01, eta: 1 day, 13:41:36, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6703, loss_cls: 2.5384, loss: 2.5384, grad_norm: 1.3806, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1673, loss/aux0: 2.1673 2020-10-19 03:09:35,193 - mmaction - INFO - Epoch [66][380/396] lr: 2.548e-01, eta: 1 day, 13:42:31, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6703, loss_cls: 2.5384, loss: 2.5384, grad_norm: 1.3825, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1637, loss/aux0: 2.1637 2020-10-19 03:14:27,580 - mmaction - INFO - Epoch [67][20/396] lr: 2.534e-01, eta: 1 day, 13:39:13, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6669, loss_cls: 2.5245, loss: 2.5245, grad_norm: 1.3997, top1_acc/aux0: 0.4723, top5_acc/aux0: 0.7431, loss_cls/aux0: 2.1734, loss/aux0: 2.1734 2020-10-19 03:14:28,528 - mmaction - INFO - Epoch [67][20/396] lr: 2.534e-01, eta: 1 day, 13:40:06, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6669, loss_cls: 2.5245, loss: 2.5245, grad_norm: 1.3985, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1644, loss/aux0: 2.1644 2020-10-19 03:15:04,897 - mmaction - INFO - Epoch [67][40/396] lr: 2.534e-01, eta: 1 day, 13:38:40, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6758, loss_cls: 2.5118, loss: 2.5118, grad_norm: 1.3933, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1502, loss/aux0: 2.1502 2020-10-19 03:15:05,846 - mmaction - INFO - Epoch [67][40/396] lr: 2.534e-01, eta: 1 day, 13:39:34, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6758, loss_cls: 2.5118, loss: 2.5118, grad_norm: 1.3981, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1618, loss/aux0: 2.1618 2020-10-19 03:15:42,358 - mmaction - INFO - Epoch [67][60/396] lr: 2.534e-01, eta: 1 day, 13:38:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6651, loss_cls: 2.5741, loss: 2.5741, grad_norm: 1.4097, top1_acc/aux0: 0.4656, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1858, loss/aux0: 2.1858 2020-10-19 03:15:43,326 - mmaction - INFO - Epoch [67][60/396] lr: 2.534e-01, eta: 1 day, 13:39:02, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6651, loss_cls: 2.5741, loss: 2.5741, grad_norm: 1.4063, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1730, loss/aux0: 2.1730 2020-10-19 03:16:19,848 - mmaction - INFO - Epoch [67][80/396] lr: 2.534e-01, eta: 1 day, 13:37:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6635, loss_cls: 2.5939, loss: 2.5939, grad_norm: 1.4030, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1680, loss/aux0: 2.1680 2020-10-19 03:16:20,806 - mmaction - INFO - Epoch [67][80/396] lr: 2.534e-01, eta: 1 day, 13:38:30, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6635, loss_cls: 2.5939, loss: 2.5939, grad_norm: 1.3969, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1727, loss/aux0: 2.1727 2020-10-19 03:16:57,329 - mmaction - INFO - Epoch [67][100/396] lr: 2.534e-01, eta: 1 day, 13:37:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6479, loss_cls: 2.6345, loss: 2.6345, grad_norm: 1.3551, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1603, loss/aux0: 2.1603 2020-10-19 03:16:58,298 - mmaction - INFO - Epoch [67][100/396] lr: 2.534e-01, eta: 1 day, 13:37:59, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6479, loss_cls: 2.6345, loss: 2.6345, grad_norm: 1.3645, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1682, loss/aux0: 2.1682 2020-10-19 03:17:34,794 - mmaction - INFO - Epoch [67][120/396] lr: 2.534e-01, eta: 1 day, 13:36:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6492, loss_cls: 2.6178, loss: 2.6178, grad_norm: 1.4210, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1749, loss/aux0: 2.1749 2020-10-19 03:17:35,756 - mmaction - INFO - Epoch [67][120/396] lr: 2.534e-01, eta: 1 day, 13:37:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6492, loss_cls: 2.6178, loss: 2.6178, grad_norm: 1.4251, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1867, loss/aux0: 2.1867 2020-10-19 03:18:12,446 - mmaction - INFO - Epoch [67][140/396] lr: 2.534e-01, eta: 1 day, 13:36:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6802, loss_cls: 2.4613, loss: 2.4613, grad_norm: 1.3617, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1621, loss/aux0: 2.1621 2020-10-19 03:18:13,422 - mmaction - INFO - Epoch [67][140/396] lr: 2.534e-01, eta: 1 day, 13:36:55, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6802, loss_cls: 2.4613, loss: 2.4613, grad_norm: 1.3648, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1515, loss/aux0: 2.1515 2020-10-19 03:18:50,014 - mmaction - INFO - Epoch [67][160/396] lr: 2.534e-01, eta: 1 day, 13:35:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6620, loss_cls: 2.5771, loss: 2.5771, grad_norm: 1.4313, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1873, loss/aux0: 2.1873 2020-10-19 03:18:51,024 - mmaction - INFO - Epoch [67][160/396] lr: 2.534e-01, eta: 1 day, 13:36:23, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6620, loss_cls: 2.5771, loss: 2.5771, grad_norm: 1.4342, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1947, loss/aux0: 2.1947 2020-10-19 03:19:27,586 - mmaction - INFO - Epoch [67][180/396] lr: 2.534e-01, eta: 1 day, 13:34:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6633, loss_cls: 2.5475, loss: 2.5475, grad_norm: 1.3879, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1167, loss/aux0: 2.1167 2020-10-19 03:19:28,597 - mmaction - INFO - Epoch [67][180/396] lr: 2.534e-01, eta: 1 day, 13:35:51, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6633, loss_cls: 2.5475, loss: 2.5475, grad_norm: 1.3926, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.1070, loss/aux0: 2.1070 2020-10-19 03:20:05,101 - mmaction - INFO - Epoch [67][200/396] lr: 2.534e-01, eta: 1 day, 13:34:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6464, loss_cls: 2.5945, loss: 2.5945, grad_norm: 1.4040, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1773, loss/aux0: 2.1773 2020-10-19 03:20:06,071 - mmaction - INFO - Epoch [67][200/396] lr: 2.534e-01, eta: 1 day, 13:35:20, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6464, loss_cls: 2.5945, loss: 2.5945, grad_norm: 1.4000, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1792, loss/aux0: 2.1792 2020-10-19 03:20:42,681 - mmaction - INFO - Epoch [67][220/396] lr: 2.534e-01, eta: 1 day, 13:33:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6437, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.4010, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1670, loss/aux0: 2.1670 2020-10-19 03:20:43,663 - mmaction - INFO - Epoch [67][220/396] lr: 2.534e-01, eta: 1 day, 13:34:48, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3797, top5_acc: 0.6437, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.3993, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1702, loss/aux0: 2.1702 2020-10-19 03:21:20,266 - mmaction - INFO - Epoch [67][240/396] lr: 2.534e-01, eta: 1 day, 13:33:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6565, loss_cls: 2.5717, loss: 2.5717, grad_norm: 1.4207, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1244, loss/aux0: 2.1244 2020-10-19 03:21:21,220 - mmaction - INFO - Epoch [67][240/396] lr: 2.534e-01, eta: 1 day, 13:34:16, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6565, loss_cls: 2.5717, loss: 2.5717, grad_norm: 1.4207, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1142, loss/aux0: 2.1142 2020-10-19 03:21:57,793 - mmaction - INFO - Epoch [67][260/396] lr: 2.534e-01, eta: 1 day, 13:32:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6617, loss_cls: 2.5642, loss: 2.5642, grad_norm: 1.4133, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1861, loss/aux0: 2.1861 2020-10-19 03:21:58,775 - mmaction - INFO - Epoch [67][260/396] lr: 2.534e-01, eta: 1 day, 13:33:44, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6617, loss_cls: 2.5642, loss: 2.5642, grad_norm: 1.4171, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1929, loss/aux0: 2.1929 2020-10-19 03:22:35,450 - mmaction - INFO - Epoch [67][280/396] lr: 2.534e-01, eta: 1 day, 13:32:19, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6581, loss_cls: 2.5682, loss: 2.5682, grad_norm: 1.3892, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1813, loss/aux0: 2.1813 2020-10-19 03:22:36,430 - mmaction - INFO - Epoch [67][280/396] lr: 2.534e-01, eta: 1 day, 13:33:12, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6581, loss_cls: 2.5682, loss: 2.5682, grad_norm: 1.3863, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1832, loss/aux0: 2.1832 2020-10-19 03:23:13,131 - mmaction - INFO - Epoch [67][300/396] lr: 2.534e-01, eta: 1 day, 13:31:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6701, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3881, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1664, loss/aux0: 2.1664 2020-10-19 03:23:14,096 - mmaction - INFO - Epoch [67][300/396] lr: 2.534e-01, eta: 1 day, 13:32:40, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6701, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.3882, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1641, loss/aux0: 2.1641 2020-10-19 03:23:50,674 - mmaction - INFO - Epoch [67][320/396] lr: 2.534e-01, eta: 1 day, 13:31:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6539, loss_cls: 2.6294, loss: 2.6294, grad_norm: 1.3488, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2084, loss/aux0: 2.2084 2020-10-19 03:23:51,650 - mmaction - INFO - Epoch [67][320/396] lr: 2.534e-01, eta: 1 day, 13:32:08, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6539, loss_cls: 2.6294, loss: 2.6294, grad_norm: 1.3441, top1_acc/aux0: 0.4734, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1944, loss/aux0: 2.1944 2020-10-19 03:24:28,364 - mmaction - INFO - Epoch [67][340/396] lr: 2.534e-01, eta: 1 day, 13:30:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6654, loss_cls: 2.5266, loss: 2.5266, grad_norm: 1.3895, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1708, loss/aux0: 2.1708 2020-10-19 03:24:29,332 - mmaction - INFO - Epoch [67][340/396] lr: 2.534e-01, eta: 1 day, 13:31:36, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6654, loss_cls: 2.5266, loss: 2.5266, grad_norm: 1.3950, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1867, loss/aux0: 2.1867 2020-10-19 03:25:05,939 - mmaction - INFO - Epoch [67][360/396] lr: 2.534e-01, eta: 1 day, 13:30:11, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6547, loss_cls: 2.6161, loss: 2.6161, grad_norm: 1.3810, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.2078, loss/aux0: 2.2078 2020-10-19 03:25:06,896 - mmaction - INFO - Epoch [67][360/396] lr: 2.534e-01, eta: 1 day, 13:31:04, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3849, top5_acc: 0.6547, loss_cls: 2.6161, loss: 2.6161, grad_norm: 1.3809, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1882, loss/aux0: 2.1882 2020-10-19 03:25:43,650 - mmaction - INFO - Epoch [67][380/396] lr: 2.534e-01, eta: 1 day, 13:29:40, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6609, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.4158, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1424, loss/aux0: 2.1424 2020-10-19 03:25:44,628 - mmaction - INFO - Epoch [67][380/396] lr: 2.534e-01, eta: 1 day, 13:30:33, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6609, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.4049, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1516, loss/aux0: 2.1516 2020-10-19 03:30:32,066 - mmaction - INFO - Epoch [68][20/396] lr: 2.521e-01, eta: 1 day, 13:27:18, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6737, loss_cls: 2.5032, loss: 2.5032, grad_norm: 1.3846, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1417, loss/aux0: 2.1417 2020-10-19 03:30:33,038 - mmaction - INFO - Epoch [68][20/396] lr: 2.521e-01, eta: 1 day, 13:28:10, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6737, loss_cls: 2.5032, loss: 2.5032, grad_norm: 1.3923, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1384, loss/aux0: 2.1384 2020-10-19 03:31:09,552 - mmaction - INFO - Epoch [68][40/396] lr: 2.521e-01, eta: 1 day, 13:26:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6719, loss_cls: 2.4901, loss: 2.4901, grad_norm: 1.3876, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1716, loss/aux0: 2.1716 2020-10-19 03:31:10,503 - mmaction - INFO - Epoch [68][40/396] lr: 2.521e-01, eta: 1 day, 13:27:38, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6719, loss_cls: 2.4901, loss: 2.4901, grad_norm: 1.3930, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.1877, loss/aux0: 2.1877 2020-10-19 03:31:47,078 - mmaction - INFO - Epoch [68][60/396] lr: 2.521e-01, eta: 1 day, 13:26:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6622, loss_cls: 2.5529, loss: 2.5529, grad_norm: 1.3644, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1487, loss/aux0: 2.1487 2020-10-19 03:31:48,031 - mmaction - INFO - Epoch [68][60/396] lr: 2.521e-01, eta: 1 day, 13:27:06, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6622, loss_cls: 2.5529, loss: 2.5529, grad_norm: 1.3624, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.1212, loss/aux0: 2.1212 2020-10-19 03:32:24,663 - mmaction - INFO - Epoch [68][80/396] lr: 2.521e-01, eta: 1 day, 13:25:42, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6659, loss_cls: 2.5398, loss: 2.5398, grad_norm: 1.3988, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1585, loss/aux0: 2.1585 2020-10-19 03:32:25,623 - mmaction - INFO - Epoch [68][80/396] lr: 2.521e-01, eta: 1 day, 13:26:35, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6659, loss_cls: 2.5398, loss: 2.5398, grad_norm: 1.3980, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1784, loss/aux0: 2.1784 2020-10-19 03:33:02,197 - mmaction - INFO - Epoch [68][100/396] lr: 2.521e-01, eta: 1 day, 13:25:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6698, loss_cls: 2.5438, loss: 2.5438, grad_norm: 1.4161, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.2008, loss/aux0: 2.2008 2020-10-19 03:33:03,172 - mmaction - INFO - Epoch [68][100/396] lr: 2.521e-01, eta: 1 day, 13:26:03, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6698, loss_cls: 2.5438, loss: 2.5438, grad_norm: 1.4162, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1925, loss/aux0: 2.1925 2020-10-19 03:33:39,603 - mmaction - INFO - Epoch [68][120/396] lr: 2.521e-01, eta: 1 day, 13:24:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6635, loss_cls: 2.5380, loss: 2.5380, grad_norm: 1.3951, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.1850, loss/aux0: 2.1850 2020-10-19 03:33:40,578 - mmaction - INFO - Epoch [68][120/396] lr: 2.521e-01, eta: 1 day, 13:25:31, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6635, loss_cls: 2.5380, loss: 2.5380, grad_norm: 1.3935, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.1939, loss/aux0: 2.1939 2020-10-19 03:34:17,137 - mmaction - INFO - Epoch [68][140/396] lr: 2.521e-01, eta: 1 day, 13:24:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6609, loss_cls: 2.5688, loss: 2.5688, grad_norm: 1.3776, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0837, loss/aux0: 2.0837 2020-10-19 03:34:18,089 - mmaction - INFO - Epoch [68][140/396] lr: 2.521e-01, eta: 1 day, 13:24:59, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6609, loss_cls: 2.5688, loss: 2.5688, grad_norm: 1.3846, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0837, loss/aux0: 2.0837 2020-10-19 03:34:54,580 - mmaction - INFO - Epoch [68][160/396] lr: 2.521e-01, eta: 1 day, 13:23:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6633, loss_cls: 2.5715, loss: 2.5715, grad_norm: 1.4076, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2107, loss/aux0: 2.2107 2020-10-19 03:34:55,556 - mmaction - INFO - Epoch [68][160/396] lr: 2.521e-01, eta: 1 day, 13:24:27, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6633, loss_cls: 2.5715, loss: 2.5715, grad_norm: 1.4089, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2034, loss/aux0: 2.2034 2020-10-19 03:35:32,240 - mmaction - INFO - Epoch [68][180/396] lr: 2.521e-01, eta: 1 day, 13:23:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6492, loss_cls: 2.6358, loss: 2.6358, grad_norm: 1.3961, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1491, loss/aux0: 2.1491 2020-10-19 03:35:33,272 - mmaction - INFO - Epoch [68][180/396] lr: 2.521e-01, eta: 1 day, 13:23:56, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3755, top5_acc: 0.6492, loss_cls: 2.6358, loss: 2.6358, grad_norm: 1.4057, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1641, loss/aux0: 2.1641 2020-10-19 03:36:09,835 - mmaction - INFO - Epoch [68][200/396] lr: 2.521e-01, eta: 1 day, 13:22:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6625, loss_cls: 2.5940, loss: 2.5940, grad_norm: 1.3852, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1369, loss/aux0: 2.1369 2020-10-19 03:36:10,763 - mmaction - INFO - Epoch [68][200/396] lr: 2.521e-01, eta: 1 day, 13:23:24, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6625, loss_cls: 2.5940, loss: 2.5940, grad_norm: 1.3793, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1193, loss/aux0: 2.1193 2020-10-19 03:36:47,390 - mmaction - INFO - Epoch [68][220/396] lr: 2.521e-01, eta: 1 day, 13:21:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6628, loss_cls: 2.5516, loss: 2.5516, grad_norm: 1.3747, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1491, loss/aux0: 2.1491 2020-10-19 03:36:48,346 - mmaction - INFO - Epoch [68][220/396] lr: 2.521e-01, eta: 1 day, 13:22:52, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6628, loss_cls: 2.5516, loss: 2.5516, grad_norm: 1.3719, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1533, loss/aux0: 2.1533 2020-10-19 03:37:24,911 - mmaction - INFO - Epoch [68][240/396] lr: 2.521e-01, eta: 1 day, 13:21:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6549, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.3868, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1862, loss/aux0: 2.1862 2020-10-19 03:37:25,863 - mmaction - INFO - Epoch [68][240/396] lr: 2.521e-01, eta: 1 day, 13:22:20, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3742, top5_acc: 0.6549, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.3794, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1816, loss/aux0: 2.1816 2020-10-19 03:38:02,480 - mmaction - INFO - Epoch [68][260/396] lr: 2.521e-01, eta: 1 day, 13:20:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6557, loss_cls: 2.5963, loss: 2.5963, grad_norm: 1.3344, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1851, loss/aux0: 2.1851 2020-10-19 03:38:03,438 - mmaction - INFO - Epoch [68][260/396] lr: 2.521e-01, eta: 1 day, 13:21:48, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6557, loss_cls: 2.5963, loss: 2.5963, grad_norm: 1.3360, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7320, loss_cls/aux0: 2.1903, loss/aux0: 2.1903 2020-10-19 03:38:40,026 - mmaction - INFO - Epoch [68][280/396] lr: 2.521e-01, eta: 1 day, 13:20:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6518, loss_cls: 2.6358, loss: 2.6358, grad_norm: 1.3963, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7258, loss_cls/aux0: 2.2211, loss/aux0: 2.2211 2020-10-19 03:38:40,982 - mmaction - INFO - Epoch [68][280/396] lr: 2.521e-01, eta: 1 day, 13:21:16, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3810, top5_acc: 0.6518, loss_cls: 2.6358, loss: 2.6358, grad_norm: 1.3935, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7286, loss_cls/aux0: 2.2236, loss/aux0: 2.2236 2020-10-19 03:39:17,496 - mmaction - INFO - Epoch [68][300/396] lr: 2.521e-01, eta: 1 day, 13:19:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6781, loss_cls: 2.5467, loss: 2.5467, grad_norm: 1.4147, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1148, loss/aux0: 2.1148 2020-10-19 03:39:18,455 - mmaction - INFO - Epoch [68][300/396] lr: 2.521e-01, eta: 1 day, 13:20:44, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6781, loss_cls: 2.5467, loss: 2.5467, grad_norm: 1.4129, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1154, loss/aux0: 2.1154 2020-10-19 03:39:55,067 - mmaction - INFO - Epoch [68][320/396] lr: 2.521e-01, eta: 1 day, 13:19:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6659, loss_cls: 2.5403, loss: 2.5403, grad_norm: 1.3893, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1331, loss/aux0: 2.1331 2020-10-19 03:39:56,018 - mmaction - INFO - Epoch [68][320/396] lr: 2.521e-01, eta: 1 day, 13:20:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6659, loss_cls: 2.5403, loss: 2.5403, grad_norm: 1.3816, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1245, loss/aux0: 2.1245 2020-10-19 03:40:32,573 - mmaction - INFO - Epoch [68][340/396] lr: 2.521e-01, eta: 1 day, 13:18:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6448, loss_cls: 2.6293, loss: 2.6293, grad_norm: 1.3974, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1232, loss/aux0: 2.1232 2020-10-19 03:40:33,537 - mmaction - INFO - Epoch [68][340/396] lr: 2.521e-01, eta: 1 day, 13:19:41, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3831, top5_acc: 0.6448, loss_cls: 2.6293, loss: 2.6293, grad_norm: 1.4006, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1212, loss/aux0: 2.1212 2020-10-19 03:41:10,133 - mmaction - INFO - Epoch [68][360/396] lr: 2.521e-01, eta: 1 day, 13:18:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6615, loss_cls: 2.5430, loss: 2.5430, grad_norm: 1.3891, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1510, loss/aux0: 2.1510 2020-10-19 03:41:11,077 - mmaction - INFO - Epoch [68][360/396] lr: 2.521e-01, eta: 1 day, 13:19:09, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6615, loss_cls: 2.5430, loss: 2.5430, grad_norm: 1.3920, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1616, loss/aux0: 2.1616 2020-10-19 03:41:47,599 - mmaction - INFO - Epoch [68][380/396] lr: 2.521e-01, eta: 1 day, 13:17:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6557, loss_cls: 2.5858, loss: 2.5858, grad_norm: 1.3992, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1811, loss/aux0: 2.1811 2020-10-19 03:41:48,561 - mmaction - INFO - Epoch [68][380/396] lr: 2.521e-01, eta: 1 day, 13:18:37, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6557, loss_cls: 2.5858, loss: 2.5858, grad_norm: 1.4000, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1681, loss/aux0: 2.1681 2020-10-19 03:46:18,296 - mmaction - INFO - Epoch [69][20/396] lr: 2.507e-01, eta: 1 day, 13:15:24, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6719, loss_cls: 2.5077, loss: 2.5077, grad_norm: 1.3895, top1_acc/aux0: 0.4767, top5_acc/aux0: 0.7374, loss_cls/aux0: 2.1709, loss/aux0: 2.1709 2020-10-19 03:46:19,258 - mmaction - INFO - Epoch [69][20/396] lr: 2.507e-01, eta: 1 day, 13:16:16, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6719, loss_cls: 2.5077, loss: 2.5077, grad_norm: 1.3823, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1615, loss/aux0: 2.1615 2020-10-19 03:46:55,668 - mmaction - INFO - Epoch [69][40/396] lr: 2.507e-01, eta: 1 day, 13:14:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6651, loss_cls: 2.5535, loss: 2.5535, grad_norm: 1.3774, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7284, loss_cls/aux0: 2.1994, loss/aux0: 2.1994 2020-10-19 03:46:56,646 - mmaction - INFO - Epoch [69][40/396] lr: 2.507e-01, eta: 1 day, 13:15:43, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6651, loss_cls: 2.5535, loss: 2.5535, grad_norm: 1.3720, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7276, loss_cls/aux0: 2.2111, loss/aux0: 2.2111 2020-10-19 03:47:33,096 - mmaction - INFO - Epoch [69][60/396] lr: 2.507e-01, eta: 1 day, 13:14:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6643, loss_cls: 2.5854, loss: 2.5854, grad_norm: 1.4341, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1668, loss/aux0: 2.1668 2020-10-19 03:47:34,114 - mmaction - INFO - Epoch [69][60/396] lr: 2.507e-01, eta: 1 day, 13:15:11, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6643, loss_cls: 2.5854, loss: 2.5854, grad_norm: 1.4268, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1612, loss/aux0: 2.1612 2020-10-19 03:48:10,526 - mmaction - INFO - Epoch [69][80/396] lr: 2.507e-01, eta: 1 day, 13:13:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6781, loss_cls: 2.5185, loss: 2.5185, grad_norm: 1.3966, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1824, loss/aux0: 2.1824 2020-10-19 03:48:11,540 - mmaction - INFO - Epoch [69][80/396] lr: 2.507e-01, eta: 1 day, 13:14:39, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6781, loss_cls: 2.5185, loss: 2.5185, grad_norm: 1.4058, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1802, loss/aux0: 2.1802 2020-10-19 03:48:47,914 - mmaction - INFO - Epoch [69][100/396] lr: 2.507e-01, eta: 1 day, 13:13:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6646, loss_cls: 2.5421, loss: 2.5421, grad_norm: 1.4072, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1617, loss/aux0: 2.1617 2020-10-19 03:48:48,891 - mmaction - INFO - Epoch [69][100/396] lr: 2.507e-01, eta: 1 day, 13:14:06, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6646, loss_cls: 2.5421, loss: 2.5421, grad_norm: 1.4085, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1680, loss/aux0: 2.1680 2020-10-19 03:49:25,508 - mmaction - INFO - Epoch [69][120/396] lr: 2.507e-01, eta: 1 day, 13:12:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6477, loss_cls: 2.5933, loss: 2.5933, grad_norm: 1.3808, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1454, loss/aux0: 2.1454 2020-10-19 03:49:26,517 - mmaction - INFO - Epoch [69][120/396] lr: 2.507e-01, eta: 1 day, 13:13:35, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3820, top5_acc: 0.6477, loss_cls: 2.5933, loss: 2.5933, grad_norm: 1.3864, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1513, loss/aux0: 2.1513 2020-10-19 03:50:03,283 - mmaction - INFO - Epoch [69][140/396] lr: 2.507e-01, eta: 1 day, 13:12:12, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6721, loss_cls: 2.5168, loss: 2.5168, grad_norm: 1.3998, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1462, loss/aux0: 2.1462 2020-10-19 03:50:04,193 - mmaction - INFO - Epoch [69][140/396] lr: 2.507e-01, eta: 1 day, 13:13:04, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6721, loss_cls: 2.5168, loss: 2.5168, grad_norm: 1.3968, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1367, loss/aux0: 2.1367 2020-10-19 03:50:40,879 - mmaction - INFO - Epoch [69][160/396] lr: 2.507e-01, eta: 1 day, 13:11:40, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6672, loss_cls: 2.5321, loss: 2.5321, grad_norm: 1.3819, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1646, loss/aux0: 2.1646 2020-10-19 03:50:41,872 - mmaction - INFO - Epoch [69][160/396] lr: 2.507e-01, eta: 1 day, 13:12:32, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6672, loss_cls: 2.5321, loss: 2.5321, grad_norm: 1.3813, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1655, loss/aux0: 2.1655 2020-10-19 03:51:18,495 - mmaction - INFO - Epoch [69][180/396] lr: 2.507e-01, eta: 1 day, 13:11:09, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6693, loss_cls: 2.5491, loss: 2.5491, grad_norm: 1.3919, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1625, loss/aux0: 2.1625 2020-10-19 03:51:19,472 - mmaction - INFO - Epoch [69][180/396] lr: 2.507e-01, eta: 1 day, 13:12:01, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6693, loss_cls: 2.5491, loss: 2.5491, grad_norm: 1.3999, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1611, loss/aux0: 2.1611 2020-10-19 03:51:55,937 - mmaction - INFO - Epoch [69][200/396] lr: 2.507e-01, eta: 1 day, 13:10:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6534, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.4219, top1_acc/aux0: 0.4630, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2115, loss/aux0: 2.2115 2020-10-19 03:51:56,952 - mmaction - INFO - Epoch [69][200/396] lr: 2.507e-01, eta: 1 day, 13:11:29, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6534, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.4126, top1_acc/aux0: 0.4625, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.2064, loss/aux0: 2.2064 2020-10-19 03:52:33,619 - mmaction - INFO - Epoch [69][220/396] lr: 2.507e-01, eta: 1 day, 13:10:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6534, loss_cls: 2.6209, loss: 2.6209, grad_norm: 1.4002, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.1099, loss/aux0: 2.1099 2020-10-19 03:52:34,577 - mmaction - INFO - Epoch [69][220/396] lr: 2.507e-01, eta: 1 day, 13:10:57, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3789, top5_acc: 0.6534, loss_cls: 2.6209, loss: 2.6209, grad_norm: 1.3997, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.1093, loss/aux0: 2.1093 2020-10-19 03:53:11,210 - mmaction - INFO - Epoch [69][240/396] lr: 2.507e-01, eta: 1 day, 13:09:34, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6664, loss_cls: 2.5377, loss: 2.5377, grad_norm: 1.4246, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1497, loss/aux0: 2.1497 2020-10-19 03:53:12,179 - mmaction - INFO - Epoch [69][240/396] lr: 2.507e-01, eta: 1 day, 13:10:26, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6664, loss_cls: 2.5377, loss: 2.5377, grad_norm: 1.4237, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1563, loss/aux0: 2.1563 2020-10-19 03:53:48,856 - mmaction - INFO - Epoch [69][260/396] lr: 2.507e-01, eta: 1 day, 13:09:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6625, loss_cls: 2.5486, loss: 2.5486, grad_norm: 1.4133, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1954, loss/aux0: 2.1954 2020-10-19 03:53:49,824 - mmaction - INFO - Epoch [69][260/396] lr: 2.507e-01, eta: 1 day, 13:09:54, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6625, loss_cls: 2.5486, loss: 2.5486, grad_norm: 1.4101, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1857, loss/aux0: 2.1857 2020-10-19 03:54:26,382 - mmaction - INFO - Epoch [69][280/396] lr: 2.507e-01, eta: 1 day, 13:08:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6753, loss_cls: 2.5418, loss: 2.5418, grad_norm: 1.3960, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1801, loss/aux0: 2.1801 2020-10-19 03:54:27,416 - mmaction - INFO - Epoch [69][280/396] lr: 2.507e-01, eta: 1 day, 13:09:22, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6753, loss_cls: 2.5418, loss: 2.5418, grad_norm: 1.4020, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1916, loss/aux0: 2.1916 2020-10-19 03:55:03,967 - mmaction - INFO - Epoch [69][300/396] lr: 2.507e-01, eta: 1 day, 13:07:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6568, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.3937, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1563, loss/aux0: 2.1563 2020-10-19 03:55:04,925 - mmaction - INFO - Epoch [69][300/396] lr: 2.507e-01, eta: 1 day, 13:08:50, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6568, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.4022, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1545, loss/aux0: 2.1545 2020-10-19 03:55:41,565 - mmaction - INFO - Epoch [69][320/396] lr: 2.507e-01, eta: 1 day, 13:07:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6602, loss_cls: 2.6052, loss: 2.6052, grad_norm: 1.3972, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0921, loss/aux0: 2.0921 2020-10-19 03:55:42,538 - mmaction - INFO - Epoch [69][320/396] lr: 2.507e-01, eta: 1 day, 13:08:18, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3839, top5_acc: 0.6602, loss_cls: 2.6052, loss: 2.6052, grad_norm: 1.4024, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0949, loss/aux0: 2.0949 2020-10-19 03:56:19,152 - mmaction - INFO - Epoch [69][340/396] lr: 2.507e-01, eta: 1 day, 13:06:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6500, loss_cls: 2.6113, loss: 2.6113, grad_norm: 1.3791, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1751, loss/aux0: 2.1751 2020-10-19 03:56:20,071 - mmaction - INFO - Epoch [69][340/396] lr: 2.507e-01, eta: 1 day, 13:07:46, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3794, top5_acc: 0.6500, loss_cls: 2.6113, loss: 2.6113, grad_norm: 1.3821, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1853, loss/aux0: 2.1853 2020-10-19 03:56:56,797 - mmaction - INFO - Epoch [69][360/396] lr: 2.507e-01, eta: 1 day, 13:06:23, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6680, loss_cls: 2.5707, loss: 2.5707, grad_norm: 1.4059, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1280, loss/aux0: 2.1280 2020-10-19 03:56:57,753 - mmaction - INFO - Epoch [69][360/396] lr: 2.507e-01, eta: 1 day, 13:07:14, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6680, loss_cls: 2.5707, loss: 2.5707, grad_norm: 1.4019, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1171, loss/aux0: 2.1171 2020-10-19 03:57:34,333 - mmaction - INFO - Epoch [69][380/396] lr: 2.507e-01, eta: 1 day, 13:05:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6555, loss_cls: 2.6142, loss: 2.6142, grad_norm: 1.4070, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1178, loss/aux0: 2.1178 2020-10-19 03:57:35,333 - mmaction - INFO - Epoch [69][380/396] lr: 2.507e-01, eta: 1 day, 13:06:43, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3826, top5_acc: 0.6555, loss_cls: 2.6142, loss: 2.6142, grad_norm: 1.4031, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.1047, loss/aux0: 2.1047 2020-10-19 04:02:01,793 - mmaction - INFO - Epoch [70][20/396] lr: 2.494e-01, eta: 1 day, 13:03:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6573, loss_cls: 2.5563, loss: 2.5563, grad_norm: 1.3946, top1_acc/aux0: 0.4704, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1811, loss/aux0: 2.1811 2020-10-19 04:02:02,760 - mmaction - INFO - Epoch [70][20/396] lr: 2.494e-01, eta: 1 day, 13:04:23, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6573, loss_cls: 2.5563, loss: 2.5563, grad_norm: 1.3855, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1793, loss/aux0: 2.1793 2020-10-19 04:02:39,172 - mmaction - INFO - Epoch [70][40/396] lr: 2.494e-01, eta: 1 day, 13:03:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6729, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.3918, top1_acc/aux0: 0.4813, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1273, loss/aux0: 2.1273 2020-10-19 04:02:40,156 - mmaction - INFO - Epoch [70][40/396] lr: 2.494e-01, eta: 1 day, 13:03:51, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6729, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.3878, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.1242, loss/aux0: 2.1242 2020-10-19 04:03:16,680 - mmaction - INFO - Epoch [70][60/396] lr: 2.494e-01, eta: 1 day, 13:02:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6664, loss_cls: 2.5636, loss: 2.5636, grad_norm: 1.4534, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.2026, loss/aux0: 2.2026 2020-10-19 04:03:17,628 - mmaction - INFO - Epoch [70][60/396] lr: 2.494e-01, eta: 1 day, 13:03:18, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6664, loss_cls: 2.5636, loss: 2.5636, grad_norm: 1.4521, top1_acc/aux0: 0.4643, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.2148, loss/aux0: 2.2148 2020-10-19 04:03:54,160 - mmaction - INFO - Epoch [70][80/396] lr: 2.494e-01, eta: 1 day, 13:01:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6495, loss_cls: 2.6177, loss: 2.6177, grad_norm: 1.3723, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1536, loss/aux0: 2.1536 2020-10-19 04:03:55,155 - mmaction - INFO - Epoch [70][80/396] lr: 2.494e-01, eta: 1 day, 13:02:46, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3747, top5_acc: 0.6495, loss_cls: 2.6177, loss: 2.6177, grad_norm: 1.3739, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1505, loss/aux0: 2.1505 2020-10-19 04:04:31,740 - mmaction - INFO - Epoch [70][100/396] lr: 2.494e-01, eta: 1 day, 13:01:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6630, loss_cls: 2.5273, loss: 2.5273, grad_norm: 1.4014, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1153, loss/aux0: 2.1153 2020-10-19 04:04:32,723 - mmaction - INFO - Epoch [70][100/396] lr: 2.494e-01, eta: 1 day, 13:02:14, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6630, loss_cls: 2.5273, loss: 2.5273, grad_norm: 1.4062, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1047, loss/aux0: 2.1047 2020-10-19 04:05:09,254 - mmaction - INFO - Epoch [70][120/396] lr: 2.494e-01, eta: 1 day, 13:00:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6648, loss_cls: 2.5104, loss: 2.5104, grad_norm: 1.3790, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7362, loss_cls/aux0: 2.1984, loss/aux0: 2.1984 2020-10-19 04:05:10,191 - mmaction - INFO - Epoch [70][120/396] lr: 2.494e-01, eta: 1 day, 13:01:43, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6648, loss_cls: 2.5104, loss: 2.5104, grad_norm: 1.3872, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7336, loss_cls/aux0: 2.1952, loss/aux0: 2.1952 2020-10-19 04:05:46,866 - mmaction - INFO - Epoch [70][140/396] lr: 2.494e-01, eta: 1 day, 13:00:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6693, loss_cls: 2.5520, loss: 2.5520, grad_norm: 1.4514, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1695, loss/aux0: 2.1695 2020-10-19 04:05:47,876 - mmaction - INFO - Epoch [70][140/396] lr: 2.494e-01, eta: 1 day, 13:01:11, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6693, loss_cls: 2.5520, loss: 2.5520, grad_norm: 1.4584, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1798, loss/aux0: 2.1798 2020-10-19 04:06:24,434 - mmaction - INFO - Epoch [70][160/396] lr: 2.494e-01, eta: 1 day, 12:59:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6714, loss_cls: 2.5123, loss: 2.5123, grad_norm: 1.3764, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1438, loss/aux0: 2.1438 2020-10-19 04:06:25,387 - mmaction - INFO - Epoch [70][160/396] lr: 2.494e-01, eta: 1 day, 13:00:39, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6714, loss_cls: 2.5123, loss: 2.5123, grad_norm: 1.3848, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1350, loss/aux0: 2.1350 2020-10-19 04:07:01,962 - mmaction - INFO - Epoch [70][180/396] lr: 2.494e-01, eta: 1 day, 12:59:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6479, loss_cls: 2.6315, loss: 2.6315, grad_norm: 1.3971, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1436, loss/aux0: 2.1436 2020-10-19 04:07:02,923 - mmaction - INFO - Epoch [70][180/396] lr: 2.494e-01, eta: 1 day, 13:00:07, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3805, top5_acc: 0.6479, loss_cls: 2.6315, loss: 2.6315, grad_norm: 1.4012, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1552, loss/aux0: 2.1552 2020-10-19 04:07:39,590 - mmaction - INFO - Epoch [70][200/396] lr: 2.494e-01, eta: 1 day, 12:58:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6552, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.3657, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1444, loss/aux0: 2.1444 2020-10-19 04:07:40,515 - mmaction - INFO - Epoch [70][200/396] lr: 2.494e-01, eta: 1 day, 12:59:35, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6552, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.3745, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1368, loss/aux0: 2.1368 2020-10-19 04:08:17,173 - mmaction - INFO - Epoch [70][220/396] lr: 2.494e-01, eta: 1 day, 12:58:13, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6680, loss_cls: 2.5636, loss: 2.5636, grad_norm: 1.3778, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1508, loss/aux0: 2.1508 2020-10-19 04:08:18,122 - mmaction - INFO - Epoch [70][220/396] lr: 2.494e-01, eta: 1 day, 12:59:03, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3891, top5_acc: 0.6680, loss_cls: 2.5636, loss: 2.5636, grad_norm: 1.3754, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1552, loss/aux0: 2.1552 2020-10-19 04:08:54,610 - mmaction - INFO - Epoch [70][240/396] lr: 2.494e-01, eta: 1 day, 12:57:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6471, loss_cls: 2.6086, loss: 2.6086, grad_norm: 1.3910, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1463, loss/aux0: 2.1463 2020-10-19 04:08:55,566 - mmaction - INFO - Epoch [70][240/396] lr: 2.494e-01, eta: 1 day, 12:58:31, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6471, loss_cls: 2.6086, loss: 2.6086, grad_norm: 1.4048, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1576, loss/aux0: 2.1576 2020-10-19 04:09:32,227 - mmaction - INFO - Epoch [70][260/396] lr: 2.494e-01, eta: 1 day, 12:57:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6635, loss_cls: 2.5482, loss: 2.5482, grad_norm: 1.3774, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1539, loss/aux0: 2.1539 2020-10-19 04:09:33,199 - mmaction - INFO - Epoch [70][260/396] lr: 2.494e-01, eta: 1 day, 12:57:59, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6635, loss_cls: 2.5482, loss: 2.5482, grad_norm: 1.3768, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1408, loss/aux0: 2.1408 2020-10-19 04:10:09,733 - mmaction - INFO - Epoch [70][280/396] lr: 2.494e-01, eta: 1 day, 12:56:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6536, loss_cls: 2.5795, loss: 2.5795, grad_norm: 1.3881, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1578, loss/aux0: 2.1578 2020-10-19 04:10:10,687 - mmaction - INFO - Epoch [70][280/396] lr: 2.494e-01, eta: 1 day, 12:57:27, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6536, loss_cls: 2.5795, loss: 2.5795, grad_norm: 1.3856, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.1684, loss/aux0: 2.1684 2020-10-19 04:10:47,246 - mmaction - INFO - Epoch [70][300/396] lr: 2.494e-01, eta: 1 day, 12:56:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6680, loss_cls: 2.5615, loss: 2.5615, grad_norm: 1.3945, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1801, loss/aux0: 2.1801 2020-10-19 04:10:48,193 - mmaction - INFO - Epoch [70][300/396] lr: 2.494e-01, eta: 1 day, 12:56:55, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6680, loss_cls: 2.5615, loss: 2.5615, grad_norm: 1.3962, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1683, loss/aux0: 2.1683 2020-10-19 04:11:24,753 - mmaction - INFO - Epoch [70][320/396] lr: 2.494e-01, eta: 1 day, 12:55:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6688, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.4078, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1669, loss/aux0: 2.1669 2020-10-19 04:11:25,712 - mmaction - INFO - Epoch [70][320/396] lr: 2.494e-01, eta: 1 day, 12:56:22, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6688, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.4102, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1623, loss/aux0: 2.1623 2020-10-19 04:12:02,217 - mmaction - INFO - Epoch [70][340/396] lr: 2.494e-01, eta: 1 day, 12:55:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6513, loss_cls: 2.5912, loss: 2.5912, grad_norm: 1.3925, top1_acc/aux0: 0.4594, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1668, loss/aux0: 2.1668 2020-10-19 04:12:03,188 - mmaction - INFO - Epoch [70][340/396] lr: 2.494e-01, eta: 1 day, 12:55:50, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6513, loss_cls: 2.5912, loss: 2.5912, grad_norm: 1.3862, top1_acc/aux0: 0.4568, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1778, loss/aux0: 2.1778 2020-10-19 04:12:39,835 - mmaction - INFO - Epoch [70][360/396] lr: 2.494e-01, eta: 1 day, 12:54:28, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6547, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.3860, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1187, loss/aux0: 2.1187 2020-10-19 04:12:40,770 - mmaction - INFO - Epoch [70][360/396] lr: 2.494e-01, eta: 1 day, 12:55:18, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6547, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.3766, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.1156, loss/aux0: 2.1156 2020-10-19 04:13:17,522 - mmaction - INFO - Epoch [70][380/396] lr: 2.494e-01, eta: 1 day, 12:53:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6727, loss_cls: 2.4941, loss: 2.4941, grad_norm: 1.4138, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1125, loss/aux0: 2.1125 2020-10-19 04:13:18,504 - mmaction - INFO - Epoch [70][380/396] lr: 2.494e-01, eta: 1 day, 12:54:47, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6727, loss_cls: 2.4941, loss: 2.4941, grad_norm: 1.4181, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1084, loss/aux0: 2.1084 2020-10-19 04:17:47,117 - mmaction - INFO - Epoch [71][20/396] lr: 2.480e-01, eta: 1 day, 12:51:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6706, loss_cls: 2.5617, loss: 2.5617, grad_norm: 1.4321, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7473, loss_cls/aux0: 2.1322, loss/aux0: 2.1322 2020-10-19 04:17:48,043 - mmaction - INFO - Epoch [71][20/396] lr: 2.480e-01, eta: 1 day, 12:52:28, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6706, loss_cls: 2.5617, loss: 2.5617, grad_norm: 1.4258, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1271, loss/aux0: 2.1271 2020-10-19 04:18:24,568 - mmaction - INFO - Epoch [71][40/396] lr: 2.480e-01, eta: 1 day, 12:51:07, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6635, loss_cls: 2.5331, loss: 2.5331, grad_norm: 1.4034, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1564, loss/aux0: 2.1564 2020-10-19 04:18:25,557 - mmaction - INFO - Epoch [71][40/396] lr: 2.480e-01, eta: 1 day, 12:51:57, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6635, loss_cls: 2.5331, loss: 2.5331, grad_norm: 1.4086, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1558, loss/aux0: 2.1558 2020-10-19 04:19:02,020 - mmaction - INFO - Epoch [71][60/396] lr: 2.480e-01, eta: 1 day, 12:50:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6620, loss_cls: 2.5538, loss: 2.5538, grad_norm: 1.4082, top1_acc/aux0: 0.4633, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1860, loss/aux0: 2.1860 2020-10-19 04:19:02,942 - mmaction - INFO - Epoch [71][60/396] lr: 2.480e-01, eta: 1 day, 12:51:24, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6620, loss_cls: 2.5538, loss: 2.5538, grad_norm: 1.4151, top1_acc/aux0: 0.4620, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.2055, loss/aux0: 2.2055 2020-10-19 04:19:39,550 - mmaction - INFO - Epoch [71][80/396] lr: 2.480e-01, eta: 1 day, 12:50:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6711, loss_cls: 2.5014, loss: 2.5014, grad_norm: 1.4152, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1538, loss/aux0: 2.1538 2020-10-19 04:19:40,527 - mmaction - INFO - Epoch [71][80/396] lr: 2.480e-01, eta: 1 day, 12:50:52, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6711, loss_cls: 2.5014, loss: 2.5014, grad_norm: 1.4132, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1428, loss/aux0: 2.1428 2020-10-19 04:20:17,014 - mmaction - INFO - Epoch [71][100/396] lr: 2.480e-01, eta: 1 day, 12:49:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6799, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.4014, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0827, loss/aux0: 2.0827 2020-10-19 04:20:17,991 - mmaction - INFO - Epoch [71][100/396] lr: 2.480e-01, eta: 1 day, 12:50:20, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6799, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.3990, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0766, loss/aux0: 2.0766 2020-10-19 04:20:54,491 - mmaction - INFO - Epoch [71][120/396] lr: 2.480e-01, eta: 1 day, 12:48:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6737, loss_cls: 2.5082, loss: 2.5082, grad_norm: 1.3759, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7292, loss_cls/aux0: 2.2180, loss/aux0: 2.2180 2020-10-19 04:20:55,470 - mmaction - INFO - Epoch [71][120/396] lr: 2.480e-01, eta: 1 day, 12:49:48, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6737, loss_cls: 2.5082, loss: 2.5082, grad_norm: 1.3788, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7318, loss_cls/aux0: 2.2157, loss/aux0: 2.2157 2020-10-19 04:21:32,037 - mmaction - INFO - Epoch [71][140/396] lr: 2.480e-01, eta: 1 day, 12:48:26, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6549, loss_cls: 2.5825, loss: 2.5825, grad_norm: 1.3980, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1471, loss/aux0: 2.1471 2020-10-19 04:21:32,994 - mmaction - INFO - Epoch [71][140/396] lr: 2.480e-01, eta: 1 day, 12:49:16, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3854, top5_acc: 0.6549, loss_cls: 2.5825, loss: 2.5825, grad_norm: 1.3948, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1448, loss/aux0: 2.1448 2020-10-19 04:22:09,624 - mmaction - INFO - Epoch [71][160/396] lr: 2.480e-01, eta: 1 day, 12:47:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6703, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.4138, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.1144, loss/aux0: 2.1144 2020-10-19 04:22:10,592 - mmaction - INFO - Epoch [71][160/396] lr: 2.480e-01, eta: 1 day, 12:48:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6703, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.4209, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1357, loss/aux0: 2.1357 2020-10-19 04:22:47,184 - mmaction - INFO - Epoch [71][180/396] lr: 2.480e-01, eta: 1 day, 12:47:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6760, loss_cls: 2.5221, loss: 2.5221, grad_norm: 1.4276, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1870, loss/aux0: 2.1870 2020-10-19 04:22:48,153 - mmaction - INFO - Epoch [71][180/396] lr: 2.480e-01, eta: 1 day, 12:48:12, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6760, loss_cls: 2.5221, loss: 2.5221, grad_norm: 1.4165, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1696, loss/aux0: 2.1696 2020-10-19 04:23:24,791 - mmaction - INFO - Epoch [71][200/396] lr: 2.480e-01, eta: 1 day, 12:46:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6581, loss_cls: 2.5803, loss: 2.5803, grad_norm: 1.4076, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1566, loss/aux0: 2.1566 2020-10-19 04:23:25,732 - mmaction - INFO - Epoch [71][200/396] lr: 2.480e-01, eta: 1 day, 12:47:40, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6581, loss_cls: 2.5803, loss: 2.5803, grad_norm: 1.4044, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1529, loss/aux0: 2.1529 2020-10-19 04:24:02,375 - mmaction - INFO - Epoch [71][220/396] lr: 2.480e-01, eta: 1 day, 12:46:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6518, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.3976, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1543, loss/aux0: 2.1543 2020-10-19 04:24:03,333 - mmaction - INFO - Epoch [71][220/396] lr: 2.480e-01, eta: 1 day, 12:47:08, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3857, top5_acc: 0.6518, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.3911, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1614, loss/aux0: 2.1614 2020-10-19 04:24:39,952 - mmaction - INFO - Epoch [71][240/396] lr: 2.480e-01, eta: 1 day, 12:45:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6628, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.4334, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1011, loss/aux0: 2.1011 2020-10-19 04:24:40,918 - mmaction - INFO - Epoch [71][240/396] lr: 2.480e-01, eta: 1 day, 12:46:36, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6628, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.4287, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1035, loss/aux0: 2.1035 2020-10-19 04:25:17,600 - mmaction - INFO - Epoch [71][260/396] lr: 2.480e-01, eta: 1 day, 12:45:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6492, loss_cls: 2.6028, loss: 2.6028, grad_norm: 1.4134, top1_acc/aux0: 0.4654, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.1945, loss/aux0: 2.1945 2020-10-19 04:25:18,565 - mmaction - INFO - Epoch [71][260/396] lr: 2.480e-01, eta: 1 day, 12:46:04, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3872, top5_acc: 0.6492, loss_cls: 2.6028, loss: 2.6028, grad_norm: 1.4140, top1_acc/aux0: 0.4651, top5_acc/aux0: 0.7307, loss_cls/aux0: 2.1989, loss/aux0: 2.1989 2020-10-19 04:25:55,158 - mmaction - INFO - Epoch [71][280/396] lr: 2.480e-01, eta: 1 day, 12:44:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6667, loss_cls: 2.5435, loss: 2.5435, grad_norm: 1.3691, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1814, loss/aux0: 2.1814 2020-10-19 04:25:56,124 - mmaction - INFO - Epoch [71][280/396] lr: 2.480e-01, eta: 1 day, 12:45:32, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6667, loss_cls: 2.5435, loss: 2.5435, grad_norm: 1.3655, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1731, loss/aux0: 2.1731 2020-10-19 04:26:32,734 - mmaction - INFO - Epoch [71][300/396] lr: 2.480e-01, eta: 1 day, 12:44:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6664, loss_cls: 2.5558, loss: 2.5558, grad_norm: 1.4173, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.1188, loss/aux0: 2.1188 2020-10-19 04:26:33,712 - mmaction - INFO - Epoch [71][300/396] lr: 2.480e-01, eta: 1 day, 12:45:00, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6664, loss_cls: 2.5558, loss: 2.5558, grad_norm: 1.4188, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.1165, loss/aux0: 2.1165 2020-10-19 04:27:10,401 - mmaction - INFO - Epoch [71][320/396] lr: 2.480e-01, eta: 1 day, 12:43:39, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6547, loss_cls: 2.6117, loss: 2.6117, grad_norm: 1.4151, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1959, loss/aux0: 2.1959 2020-10-19 04:27:11,405 - mmaction - INFO - Epoch [71][320/396] lr: 2.480e-01, eta: 1 day, 12:44:28, time: 0.947, data_time: 0.003, memory: 8466, top1_acc: 0.3836, top5_acc: 0.6547, loss_cls: 2.6117, loss: 2.6117, grad_norm: 1.3999, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1984, loss/aux0: 2.1984 2020-10-19 04:27:48,006 - mmaction - INFO - Epoch [71][340/396] lr: 2.480e-01, eta: 1 day, 12:43:07, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6526, loss_cls: 2.6087, loss: 2.6087, grad_norm: 1.4261, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1840, loss/aux0: 2.1840 2020-10-19 04:27:48,956 - mmaction - INFO - Epoch [71][340/396] lr: 2.480e-01, eta: 1 day, 12:43:56, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3812, top5_acc: 0.6526, loss_cls: 2.6087, loss: 2.6087, grad_norm: 1.4306, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1969, loss/aux0: 2.1969 2020-10-19 04:28:25,462 - mmaction - INFO - Epoch [71][360/396] lr: 2.480e-01, eta: 1 day, 12:42:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6523, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.3962, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7346, loss_cls/aux0: 2.1817, loss/aux0: 2.1817 2020-10-19 04:28:26,491 - mmaction - INFO - Epoch [71][360/396] lr: 2.480e-01, eta: 1 day, 12:43:24, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3773, top5_acc: 0.6523, loss_cls: 2.6115, loss: 2.6115, grad_norm: 1.3915, top1_acc/aux0: 0.4753, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1664, loss/aux0: 2.1664 2020-10-19 04:29:03,163 - mmaction - INFO - Epoch [71][380/396] lr: 2.480e-01, eta: 1 day, 12:42:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6682, loss_cls: 2.5422, loss: 2.5422, grad_norm: 1.4078, top1_acc/aux0: 0.4693, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1506, loss/aux0: 2.1506 2020-10-19 04:29:04,182 - mmaction - INFO - Epoch [71][380/396] lr: 2.480e-01, eta: 1 day, 12:42:52, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.3885, top5_acc: 0.6682, loss_cls: 2.5422, loss: 2.5422, grad_norm: 1.4124, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1529, loss/aux0: 2.1529 2020-10-19 04:34:05,777 - mmaction - INFO - Epoch [72][20/396] lr: 2.466e-01, eta: 1 day, 12:39:46, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6674, loss_cls: 2.5285, loss: 2.5285, grad_norm: 1.4568, top1_acc/aux0: 0.4827, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1124, loss/aux0: 2.1124 2020-10-19 04:34:06,734 - mmaction - INFO - Epoch [72][20/396] lr: 2.466e-01, eta: 1 day, 12:40:35, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6674, loss_cls: 2.5285, loss: 2.5285, grad_norm: 1.4570, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1208, loss/aux0: 2.1208 2020-10-19 04:34:43,224 - mmaction - INFO - Epoch [72][40/396] lr: 2.466e-01, eta: 1 day, 12:39:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6661, loss_cls: 2.5445, loss: 2.5445, grad_norm: 1.4129, top1_acc/aux0: 0.4685, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2006, loss/aux0: 2.2006 2020-10-19 04:34:44,187 - mmaction - INFO - Epoch [72][40/396] lr: 2.466e-01, eta: 1 day, 12:40:03, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6661, loss_cls: 2.5445, loss: 2.5445, grad_norm: 1.4122, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.2005, loss/aux0: 2.2005 2020-10-19 04:35:20,770 - mmaction - INFO - Epoch [72][60/396] lr: 2.466e-01, eta: 1 day, 12:38:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6589, loss_cls: 2.5581, loss: 2.5581, grad_norm: 1.3891, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7312, loss_cls/aux0: 2.1800, loss/aux0: 2.1800 2020-10-19 04:35:21,722 - mmaction - INFO - Epoch [72][60/396] lr: 2.466e-01, eta: 1 day, 12:39:31, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6589, loss_cls: 2.5581, loss: 2.5581, grad_norm: 1.3877, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.1765, loss/aux0: 2.1765 2020-10-19 04:35:58,284 - mmaction - INFO - Epoch [72][80/396] lr: 2.466e-01, eta: 1 day, 12:38:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6646, loss_cls: 2.5386, loss: 2.5386, grad_norm: 1.4299, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1713, loss/aux0: 2.1713 2020-10-19 04:35:59,226 - mmaction - INFO - Epoch [72][80/396] lr: 2.466e-01, eta: 1 day, 12:38:58, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6646, loss_cls: 2.5386, loss: 2.5386, grad_norm: 1.4222, top1_acc/aux0: 0.4667, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1727, loss/aux0: 2.1727 2020-10-19 04:36:35,666 - mmaction - INFO - Epoch [72][100/396] lr: 2.466e-01, eta: 1 day, 12:37:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6740, loss_cls: 2.5150, loss: 2.5150, grad_norm: 1.4106, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1382, loss/aux0: 2.1382 2020-10-19 04:36:36,626 - mmaction - INFO - Epoch [72][100/396] lr: 2.466e-01, eta: 1 day, 12:38:26, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6740, loss_cls: 2.5150, loss: 2.5150, grad_norm: 1.4065, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1360, loss/aux0: 2.1360 2020-10-19 04:37:13,239 - mmaction - INFO - Epoch [72][120/396] lr: 2.466e-01, eta: 1 day, 12:37:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6641, loss_cls: 2.5454, loss: 2.5454, grad_norm: 1.3652, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7414, loss_cls/aux0: 2.1386, loss/aux0: 2.1386 2020-10-19 04:37:14,190 - mmaction - INFO - Epoch [72][120/396] lr: 2.466e-01, eta: 1 day, 12:37:54, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6641, loss_cls: 2.5454, loss: 2.5454, grad_norm: 1.3690, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1341, loss/aux0: 2.1341 2020-10-19 04:37:50,783 - mmaction - INFO - Epoch [72][140/396] lr: 2.466e-01, eta: 1 day, 12:36:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6557, loss_cls: 2.5848, loss: 2.5848, grad_norm: 1.3656, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1971, loss/aux0: 2.1971 2020-10-19 04:37:51,805 - mmaction - INFO - Epoch [72][140/396] lr: 2.466e-01, eta: 1 day, 12:37:22, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6557, loss_cls: 2.5848, loss: 2.5848, grad_norm: 1.3655, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.2077, loss/aux0: 2.2077 2020-10-19 04:38:28,457 - mmaction - INFO - Epoch [72][160/396] lr: 2.466e-01, eta: 1 day, 12:36:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6576, loss_cls: 2.5941, loss: 2.5941, grad_norm: 1.4282, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1542, loss/aux0: 2.1542 2020-10-19 04:38:29,415 - mmaction - INFO - Epoch [72][160/396] lr: 2.466e-01, eta: 1 day, 12:36:50, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3844, top5_acc: 0.6576, loss_cls: 2.5941, loss: 2.5941, grad_norm: 1.4232, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1383, loss/aux0: 2.1383 2020-10-19 04:39:05,995 - mmaction - INFO - Epoch [72][180/396] lr: 2.466e-01, eta: 1 day, 12:35:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6625, loss_cls: 2.5593, loss: 2.5593, grad_norm: 1.4027, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1586, loss/aux0: 2.1586 2020-10-19 04:39:06,954 - mmaction - INFO - Epoch [72][180/396] lr: 2.466e-01, eta: 1 day, 12:36:18, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3930, top5_acc: 0.6625, loss_cls: 2.5593, loss: 2.5593, grad_norm: 1.4039, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1672, loss/aux0: 2.1672 2020-10-19 04:39:43,605 - mmaction - INFO - Epoch [72][200/396] lr: 2.466e-01, eta: 1 day, 12:34:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6604, loss_cls: 2.5568, loss: 2.5568, grad_norm: 1.4408, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1027, loss/aux0: 2.1027 2020-10-19 04:39:44,548 - mmaction - INFO - Epoch [72][200/396] lr: 2.466e-01, eta: 1 day, 12:35:46, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6604, loss_cls: 2.5568, loss: 2.5568, grad_norm: 1.4431, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1098, loss/aux0: 2.1098 2020-10-19 04:40:21,084 - mmaction - INFO - Epoch [72][220/396] lr: 2.466e-01, eta: 1 day, 12:34:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6555, loss_cls: 2.5480, loss: 2.5480, grad_norm: 1.4172, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1690, loss/aux0: 2.1690 2020-10-19 04:40:22,052 - mmaction - INFO - Epoch [72][220/396] lr: 2.466e-01, eta: 1 day, 12:35:13, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3932, top5_acc: 0.6555, loss_cls: 2.5480, loss: 2.5480, grad_norm: 1.4189, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1544, loss/aux0: 2.1544 2020-10-19 04:40:58,694 - mmaction - INFO - Epoch [72][240/396] lr: 2.466e-01, eta: 1 day, 12:33:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6690, loss_cls: 2.5531, loss: 2.5531, grad_norm: 1.4271, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.1155, loss/aux0: 2.1155 2020-10-19 04:40:59,646 - mmaction - INFO - Epoch [72][240/396] lr: 2.466e-01, eta: 1 day, 12:34:42, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3922, top5_acc: 0.6690, loss_cls: 2.5531, loss: 2.5531, grad_norm: 1.4284, top1_acc/aux0: 0.4760, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.1167, loss/aux0: 2.1167 2020-10-19 04:41:36,286 - mmaction - INFO - Epoch [72][260/396] lr: 2.466e-01, eta: 1 day, 12:33:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6487, loss_cls: 2.6317, loss: 2.6317, grad_norm: 1.3920, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1138, loss/aux0: 2.1138 2020-10-19 04:41:37,289 - mmaction - INFO - Epoch [72][260/396] lr: 2.466e-01, eta: 1 day, 12:34:10, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6487, loss_cls: 2.6317, loss: 2.6317, grad_norm: 1.3993, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1174, loss/aux0: 2.1174 2020-10-19 04:42:13,982 - mmaction - INFO - Epoch [72][280/396] lr: 2.466e-01, eta: 1 day, 12:32:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6674, loss_cls: 2.5243, loss: 2.5243, grad_norm: 1.4030, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7365, loss_cls/aux0: 2.1578, loss/aux0: 2.1578 2020-10-19 04:42:14,995 - mmaction - INFO - Epoch [72][280/396] lr: 2.466e-01, eta: 1 day, 12:33:38, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6674, loss_cls: 2.5243, loss: 2.5243, grad_norm: 1.4094, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7352, loss_cls/aux0: 2.1662, loss/aux0: 2.1662 2020-10-19 04:42:51,728 - mmaction - INFO - Epoch [72][300/396] lr: 2.466e-01, eta: 1 day, 12:32:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6568, loss_cls: 2.5671, loss: 2.5671, grad_norm: 1.4197, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1430, loss/aux0: 2.1430 2020-10-19 04:42:52,675 - mmaction - INFO - Epoch [72][300/396] lr: 2.466e-01, eta: 1 day, 12:33:05, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6568, loss_cls: 2.5671, loss: 2.5671, grad_norm: 1.4114, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1203, loss/aux0: 2.1203 2020-10-19 04:43:29,123 - mmaction - INFO - Epoch [72][320/396] lr: 2.466e-01, eta: 1 day, 12:31:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6745, loss_cls: 2.5246, loss: 2.5246, grad_norm: 1.4384, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1777, loss/aux0: 2.1777 2020-10-19 04:43:30,082 - mmaction - INFO - Epoch [72][320/396] lr: 2.466e-01, eta: 1 day, 12:32:33, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6745, loss_cls: 2.5246, loss: 2.5246, grad_norm: 1.4422, top1_acc/aux0: 0.4648, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1920, loss/aux0: 2.1920 2020-10-19 04:44:06,611 - mmaction - INFO - Epoch [72][340/396] lr: 2.466e-01, eta: 1 day, 12:31:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6677, loss_cls: 2.5345, loss: 2.5345, grad_norm: 1.4017, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7333, loss_cls/aux0: 2.1991, loss/aux0: 2.1991 2020-10-19 04:44:07,564 - mmaction - INFO - Epoch [72][340/396] lr: 2.466e-01, eta: 1 day, 12:32:00, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3935, top5_acc: 0.6677, loss_cls: 2.5345, loss: 2.5345, grad_norm: 1.4055, top1_acc/aux0: 0.4677, top5_acc/aux0: 0.7339, loss_cls/aux0: 2.1999, loss/aux0: 2.1999 2020-10-19 04:44:44,056 - mmaction - INFO - Epoch [72][360/396] lr: 2.466e-01, eta: 1 day, 12:30:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6633, loss_cls: 2.5419, loss: 2.5419, grad_norm: 1.4008, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0929, loss/aux0: 2.0929 2020-10-19 04:44:45,007 - mmaction - INFO - Epoch [72][360/396] lr: 2.466e-01, eta: 1 day, 12:31:28, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6633, loss_cls: 2.5419, loss: 2.5419, grad_norm: 1.4029, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0871, loss/aux0: 2.0871 2020-10-19 04:45:21,592 - mmaction - INFO - Epoch [72][380/396] lr: 2.466e-01, eta: 1 day, 12:30:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6599, loss_cls: 2.5417, loss: 2.5417, grad_norm: 1.3991, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1043, loss/aux0: 2.1043 2020-10-19 04:45:22,548 - mmaction - INFO - Epoch [72][380/396] lr: 2.466e-01, eta: 1 day, 12:30:55, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6599, loss_cls: 2.5417, loss: 2.5417, grad_norm: 1.4042, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1061, loss/aux0: 2.1061 2020-10-19 04:45:53,902 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-19 04:47:32,795 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 04:47:32,916 - mmaction - INFO - top1_acc 0.4946 top5_acc 0.7710 2020-10-19 04:47:32,916 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 04:47:32,940 - mmaction - INFO - mean_acc 0.4952 2020-10-19 04:47:32,940 - mmaction - INFO - Now best checkpoint is epoch_72.pth 2020-10-19 04:47:32,946 - mmaction - INFO - Epoch(val) [72][396] top1_acc: 0.4946, top5_acc: 0.7710, mean_class_accuracy: 0.4952 2020-10-19 04:51:28,990 - mmaction - INFO - Epoch [73][20/396] lr: 2.452e-01, eta: 1 day, 12:27:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6711, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.4376, top1_acc/aux0: 0.4778, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.1434, loss/aux0: 2.1434 2020-10-19 04:51:29,987 - mmaction - INFO - Epoch [73][20/396] lr: 2.452e-01, eta: 1 day, 12:28:40, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6711, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.4304, top1_acc/aux0: 0.4813, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.1354, loss/aux0: 2.1354 2020-10-19 04:52:06,311 - mmaction - INFO - Epoch [73][40/396] lr: 2.452e-01, eta: 1 day, 12:27:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6734, loss_cls: 2.4893, loss: 2.4893, grad_norm: 1.3658, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1377, loss/aux0: 2.1377 2020-10-19 04:52:07,306 - mmaction - INFO - Epoch [73][40/396] lr: 2.452e-01, eta: 1 day, 12:28:07, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6734, loss_cls: 2.4893, loss: 2.4893, grad_norm: 1.3664, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1533, loss/aux0: 2.1533 2020-10-19 04:52:43,785 - mmaction - INFO - Epoch [73][60/396] lr: 2.452e-01, eta: 1 day, 12:26:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6732, loss_cls: 2.5060, loss: 2.5060, grad_norm: 1.4462, top1_acc/aux0: 0.4737, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1558, loss/aux0: 2.1558 2020-10-19 04:52:44,742 - mmaction - INFO - Epoch [73][60/396] lr: 2.452e-01, eta: 1 day, 12:27:35, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6732, loss_cls: 2.5060, loss: 2.5060, grad_norm: 1.4514, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1522, loss/aux0: 2.1522 2020-10-19 04:53:21,276 - mmaction - INFO - Epoch [73][80/396] lr: 2.452e-01, eta: 1 day, 12:26:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6677, loss_cls: 2.5184, loss: 2.5184, grad_norm: 1.4035, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.1074, loss/aux0: 2.1074 2020-10-19 04:53:22,230 - mmaction - INFO - Epoch [73][80/396] lr: 2.452e-01, eta: 1 day, 12:27:03, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6677, loss_cls: 2.5184, loss: 2.5184, grad_norm: 1.4035, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.1031, loss/aux0: 2.1031 2020-10-19 04:53:58,684 - mmaction - INFO - Epoch [73][100/396] lr: 2.452e-01, eta: 1 day, 12:25:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6747, loss_cls: 2.4886, loss: 2.4886, grad_norm: 1.4244, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1402, loss/aux0: 2.1402 2020-10-19 04:53:59,663 - mmaction - INFO - Epoch [73][100/396] lr: 2.452e-01, eta: 1 day, 12:26:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6747, loss_cls: 2.4886, loss: 2.4886, grad_norm: 1.4227, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1447, loss/aux0: 2.1447 2020-10-19 04:54:36,308 - mmaction - INFO - Epoch [73][120/396] lr: 2.452e-01, eta: 1 day, 12:25:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6591, loss_cls: 2.5627, loss: 2.5627, grad_norm: 1.4270, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1661, loss/aux0: 2.1661 2020-10-19 04:54:37,263 - mmaction - INFO - Epoch [73][120/396] lr: 2.452e-01, eta: 1 day, 12:25:58, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3862, top5_acc: 0.6591, loss_cls: 2.5627, loss: 2.5627, grad_norm: 1.4264, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1471, loss/aux0: 2.1471 2020-10-19 04:55:13,915 - mmaction - INFO - Epoch [73][140/396] lr: 2.452e-01, eta: 1 day, 12:24:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6622, loss_cls: 2.5805, loss: 2.5805, grad_norm: 1.4288, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.1066, loss/aux0: 2.1066 2020-10-19 04:55:14,861 - mmaction - INFO - Epoch [73][140/396] lr: 2.452e-01, eta: 1 day, 12:25:26, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6622, loss_cls: 2.5805, loss: 2.5805, grad_norm: 1.4168, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1174, loss/aux0: 2.1174 2020-10-19 04:55:51,390 - mmaction - INFO - Epoch [73][160/396] lr: 2.452e-01, eta: 1 day, 12:24:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6604, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.4104, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1535, loss/aux0: 2.1535 2020-10-19 04:55:52,389 - mmaction - INFO - Epoch [73][160/396] lr: 2.452e-01, eta: 1 day, 12:24:54, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6604, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.4116, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1536, loss/aux0: 2.1536 2020-10-19 04:56:28,938 - mmaction - INFO - Epoch [73][180/396] lr: 2.452e-01, eta: 1 day, 12:23:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6555, loss_cls: 2.5536, loss: 2.5536, grad_norm: 1.4040, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1291, loss/aux0: 2.1291 2020-10-19 04:56:29,966 - mmaction - INFO - Epoch [73][180/396] lr: 2.452e-01, eta: 1 day, 12:24:22, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6555, loss_cls: 2.5536, loss: 2.5536, grad_norm: 1.4033, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1487, loss/aux0: 2.1487 2020-10-19 04:57:06,532 - mmaction - INFO - Epoch [73][200/396] lr: 2.452e-01, eta: 1 day, 12:23:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6604, loss_cls: 2.5490, loss: 2.5490, grad_norm: 1.3957, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1556, loss/aux0: 2.1556 2020-10-19 04:57:07,488 - mmaction - INFO - Epoch [73][200/396] lr: 2.452e-01, eta: 1 day, 12:23:49, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6604, loss_cls: 2.5490, loss: 2.5490, grad_norm: 1.3897, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1287, loss/aux0: 2.1287 2020-10-19 04:57:44,102 - mmaction - INFO - Epoch [73][220/396] lr: 2.452e-01, eta: 1 day, 12:22:30, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6695, loss_cls: 2.5125, loss: 2.5125, grad_norm: 1.3924, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1489, loss/aux0: 2.1489 2020-10-19 04:57:45,089 - mmaction - INFO - Epoch [73][220/396] lr: 2.452e-01, eta: 1 day, 12:23:17, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6695, loss_cls: 2.5125, loss: 2.5125, grad_norm: 1.3970, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1611, loss/aux0: 2.1611 2020-10-19 04:58:21,645 - mmaction - INFO - Epoch [73][240/396] lr: 2.452e-01, eta: 1 day, 12:21:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6617, loss_cls: 2.5836, loss: 2.5836, grad_norm: 1.4326, top1_acc/aux0: 0.4687, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1521, loss/aux0: 2.1521 2020-10-19 04:58:22,576 - mmaction - INFO - Epoch [73][240/396] lr: 2.452e-01, eta: 1 day, 12:22:45, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6617, loss_cls: 2.5836, loss: 2.5836, grad_norm: 1.4267, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1415, loss/aux0: 2.1415 2020-10-19 04:58:59,100 - mmaction - INFO - Epoch [73][260/396] lr: 2.452e-01, eta: 1 day, 12:21:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6573, loss_cls: 2.5582, loss: 2.5582, grad_norm: 1.4354, top1_acc/aux0: 0.4586, top5_acc/aux0: 0.7268, loss_cls/aux0: 2.2269, loss/aux0: 2.2269 2020-10-19 04:59:00,085 - mmaction - INFO - Epoch [73][260/396] lr: 2.452e-01, eta: 1 day, 12:22:12, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6573, loss_cls: 2.5582, loss: 2.5582, grad_norm: 1.4309, top1_acc/aux0: 0.4573, top5_acc/aux0: 0.7247, loss_cls/aux0: 2.2382, loss/aux0: 2.2382 2020-10-19 04:59:36,666 - mmaction - INFO - Epoch [73][280/396] lr: 2.452e-01, eta: 1 day, 12:20:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6531, loss_cls: 2.6122, loss: 2.6122, grad_norm: 1.4394, top1_acc/aux0: 0.4646, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.2057, loss/aux0: 2.2057 2020-10-19 04:59:37,611 - mmaction - INFO - Epoch [73][280/396] lr: 2.452e-01, eta: 1 day, 12:21:40, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3828, top5_acc: 0.6531, loss_cls: 2.6122, loss: 2.6122, grad_norm: 1.4299, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7349, loss_cls/aux0: 2.1975, loss/aux0: 2.1975 2020-10-19 05:00:14,191 - mmaction - INFO - Epoch [73][300/396] lr: 2.452e-01, eta: 1 day, 12:20:21, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6565, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.4732, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1344, loss/aux0: 2.1344 2020-10-19 05:00:15,174 - mmaction - INFO - Epoch [73][300/396] lr: 2.452e-01, eta: 1 day, 12:21:08, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6565, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.4722, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1351, loss/aux0: 2.1351 2020-10-19 05:00:51,769 - mmaction - INFO - Epoch [73][320/396] lr: 2.452e-01, eta: 1 day, 12:19:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6646, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.4282, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1257, loss/aux0: 2.1257 2020-10-19 05:00:52,749 - mmaction - INFO - Epoch [73][320/396] lr: 2.452e-01, eta: 1 day, 12:20:36, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6646, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.4355, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1475, loss/aux0: 2.1475 2020-10-19 05:01:29,337 - mmaction - INFO - Epoch [73][340/396] lr: 2.452e-01, eta: 1 day, 12:19:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6729, loss_cls: 2.5333, loss: 2.5333, grad_norm: 1.3896, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1290, loss/aux0: 2.1290 2020-10-19 05:01:30,293 - mmaction - INFO - Epoch [73][340/396] lr: 2.452e-01, eta: 1 day, 12:20:03, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6729, loss_cls: 2.5333, loss: 2.5333, grad_norm: 1.3933, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1079, loss/aux0: 2.1079 2020-10-19 05:02:06,874 - mmaction - INFO - Epoch [73][360/396] lr: 2.452e-01, eta: 1 day, 12:18:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6701, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.4278, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1420, loss/aux0: 2.1420 2020-10-19 05:02:07,836 - mmaction - INFO - Epoch [73][360/396] lr: 2.452e-01, eta: 1 day, 12:19:31, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3870, top5_acc: 0.6701, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.4273, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1609, loss/aux0: 2.1609 2020-10-19 05:02:44,406 - mmaction - INFO - Epoch [73][380/396] lr: 2.452e-01, eta: 1 day, 12:18:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6562, loss_cls: 2.5692, loss: 2.5692, grad_norm: 1.4341, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1644, loss/aux0: 2.1644 2020-10-19 05:02:45,357 - mmaction - INFO - Epoch [73][380/396] lr: 2.452e-01, eta: 1 day, 12:18:59, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6562, loss_cls: 2.5692, loss: 2.5692, grad_norm: 1.4296, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1483, loss/aux0: 2.1483 2020-10-19 05:07:16,308 - mmaction - INFO - Epoch [74][20/396] lr: 2.437e-01, eta: 1 day, 12:15:58, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6602, loss_cls: 2.5643, loss: 2.5643, grad_norm: 1.3990, top1_acc/aux0: 0.4819, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1465, loss/aux0: 2.1465 2020-10-19 05:07:17,276 - mmaction - INFO - Epoch [74][20/396] lr: 2.437e-01, eta: 1 day, 12:16:44, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6602, loss_cls: 2.5643, loss: 2.5643, grad_norm: 1.4082, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1537, loss/aux0: 2.1537 2020-10-19 05:07:53,770 - mmaction - INFO - Epoch [74][40/396] lr: 2.437e-01, eta: 1 day, 12:15:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6654, loss_cls: 2.5235, loss: 2.5235, grad_norm: 1.4577, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1941, loss/aux0: 2.1941 2020-10-19 05:07:54,801 - mmaction - INFO - Epoch [74][40/396] lr: 2.437e-01, eta: 1 day, 12:16:12, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6654, loss_cls: 2.5235, loss: 2.5235, grad_norm: 1.4626, top1_acc/aux0: 0.4669, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1895, loss/aux0: 2.1895 2020-10-19 05:08:31,345 - mmaction - INFO - Epoch [74][60/396] lr: 2.437e-01, eta: 1 day, 12:14:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6646, loss_cls: 2.5376, loss: 2.5376, grad_norm: 1.4291, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1170, loss/aux0: 2.1170 2020-10-19 05:08:32,289 - mmaction - INFO - Epoch [74][60/396] lr: 2.437e-01, eta: 1 day, 12:15:39, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6646, loss_cls: 2.5376, loss: 2.5376, grad_norm: 1.4348, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1108, loss/aux0: 2.1108 2020-10-19 05:09:08,765 - mmaction - INFO - Epoch [74][80/396] lr: 2.437e-01, eta: 1 day, 12:14:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6685, loss_cls: 2.5286, loss: 2.5286, grad_norm: 1.4401, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1204, loss/aux0: 2.1204 2020-10-19 05:09:09,729 - mmaction - INFO - Epoch [74][80/396] lr: 2.437e-01, eta: 1 day, 12:15:07, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6685, loss_cls: 2.5286, loss: 2.5286, grad_norm: 1.4423, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1201, loss/aux0: 2.1201 2020-10-19 05:09:46,127 - mmaction - INFO - Epoch [74][100/396] lr: 2.437e-01, eta: 1 day, 12:13:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6654, loss_cls: 2.5453, loss: 2.5453, grad_norm: 1.4255, top1_acc/aux0: 0.4779, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1299, loss/aux0: 2.1299 2020-10-19 05:09:47,114 - mmaction - INFO - Epoch [74][100/396] lr: 2.437e-01, eta: 1 day, 12:14:34, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6654, loss_cls: 2.5453, loss: 2.5453, grad_norm: 1.4273, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1351, loss/aux0: 2.1351 2020-10-19 05:10:23,670 - mmaction - INFO - Epoch [74][120/396] lr: 2.437e-01, eta: 1 day, 12:13:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6758, loss_cls: 2.4818, loss: 2.4818, grad_norm: 1.4287, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7341, loss_cls/aux0: 2.1873, loss/aux0: 2.1873 2020-10-19 05:10:24,633 - mmaction - INFO - Epoch [74][120/396] lr: 2.437e-01, eta: 1 day, 12:14:02, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6758, loss_cls: 2.4818, loss: 2.4818, grad_norm: 1.4177, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7344, loss_cls/aux0: 2.1816, loss/aux0: 2.1816 2020-10-19 05:11:01,183 - mmaction - INFO - Epoch [74][140/396] lr: 2.437e-01, eta: 1 day, 12:12:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6654, loss_cls: 2.5366, loss: 2.5366, grad_norm: 1.4300, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0946, loss/aux0: 2.0946 2020-10-19 05:11:02,128 - mmaction - INFO - Epoch [74][140/396] lr: 2.437e-01, eta: 1 day, 12:13:29, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6654, loss_cls: 2.5366, loss: 2.5366, grad_norm: 1.4379, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1020, loss/aux0: 2.1020 2020-10-19 05:11:38,628 - mmaction - INFO - Epoch [74][160/396] lr: 2.437e-01, eta: 1 day, 12:12:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6721, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.4275, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1366, loss/aux0: 2.1366 2020-10-19 05:11:39,643 - mmaction - INFO - Epoch [74][160/396] lr: 2.437e-01, eta: 1 day, 12:12:57, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6721, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.4306, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7396, loss_cls/aux0: 2.1415, loss/aux0: 2.1415 2020-10-19 05:12:16,148 - mmaction - INFO - Epoch [74][180/396] lr: 2.437e-01, eta: 1 day, 12:11:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6630, loss_cls: 2.5282, loss: 2.5282, grad_norm: 1.3883, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1550, loss/aux0: 2.1550 2020-10-19 05:12:17,098 - mmaction - INFO - Epoch [74][180/396] lr: 2.437e-01, eta: 1 day, 12:12:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6630, loss_cls: 2.5282, loss: 2.5282, grad_norm: 1.3920, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1566, loss/aux0: 2.1566 2020-10-19 05:12:53,697 - mmaction - INFO - Epoch [74][200/396] lr: 2.437e-01, eta: 1 day, 12:11:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6521, loss_cls: 2.5946, loss: 2.5946, grad_norm: 1.4262, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1140, loss/aux0: 2.1140 2020-10-19 05:12:54,627 - mmaction - INFO - Epoch [74][200/396] lr: 2.437e-01, eta: 1 day, 12:11:52, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.3893, top5_acc: 0.6521, loss_cls: 2.5946, loss: 2.5946, grad_norm: 1.4308, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1015, loss/aux0: 2.1015 2020-10-19 05:13:31,213 - mmaction - INFO - Epoch [74][220/396] lr: 2.437e-01, eta: 1 day, 12:10:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6656, loss_cls: 2.5385, loss: 2.5385, grad_norm: 1.4107, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0765, loss/aux0: 2.0765 2020-10-19 05:13:32,186 - mmaction - INFO - Epoch [74][220/396] lr: 2.437e-01, eta: 1 day, 12:11:20, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6656, loss_cls: 2.5385, loss: 2.5385, grad_norm: 1.4069, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0810, loss/aux0: 2.0810 2020-10-19 05:14:08,625 - mmaction - INFO - Epoch [74][240/396] lr: 2.437e-01, eta: 1 day, 12:10:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6656, loss_cls: 2.5233, loss: 2.5233, grad_norm: 1.4345, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1362, loss/aux0: 2.1362 2020-10-19 05:14:09,661 - mmaction - INFO - Epoch [74][240/396] lr: 2.437e-01, eta: 1 day, 12:10:48, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6656, loss_cls: 2.5233, loss: 2.5233, grad_norm: 1.4298, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1295, loss/aux0: 2.1295 2020-10-19 05:14:46,168 - mmaction - INFO - Epoch [74][260/396] lr: 2.437e-01, eta: 1 day, 12:09:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6721, loss_cls: 2.5166, loss: 2.5166, grad_norm: 1.3922, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1045, loss/aux0: 2.1045 2020-10-19 05:14:47,147 - mmaction - INFO - Epoch [74][260/396] lr: 2.437e-01, eta: 1 day, 12:10:15, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6721, loss_cls: 2.5166, loss: 2.5166, grad_norm: 1.3894, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1095, loss/aux0: 2.1095 2020-10-19 05:15:23,638 - mmaction - INFO - Epoch [74][280/396] lr: 2.437e-01, eta: 1 day, 12:08:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6628, loss_cls: 2.5855, loss: 2.5855, grad_norm: 1.4084, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1182, loss/aux0: 2.1182 2020-10-19 05:15:24,614 - mmaction - INFO - Epoch [74][280/396] lr: 2.437e-01, eta: 1 day, 12:09:42, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6628, loss_cls: 2.5855, loss: 2.5855, grad_norm: 1.4076, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1211, loss/aux0: 2.1211 2020-10-19 05:16:01,129 - mmaction - INFO - Epoch [74][300/396] lr: 2.437e-01, eta: 1 day, 12:08:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6682, loss_cls: 2.5435, loss: 2.5435, grad_norm: 1.4251, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1359, loss/aux0: 2.1359 2020-10-19 05:16:02,085 - mmaction - INFO - Epoch [74][300/396] lr: 2.437e-01, eta: 1 day, 12:09:10, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6682, loss_cls: 2.5435, loss: 2.5435, grad_norm: 1.4338, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1297, loss/aux0: 2.1297 2020-10-19 05:16:38,671 - mmaction - INFO - Epoch [74][320/396] lr: 2.437e-01, eta: 1 day, 12:07:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6576, loss_cls: 2.5644, loss: 2.5644, grad_norm: 1.4053, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7302, loss_cls/aux0: 2.2006, loss/aux0: 2.2006 2020-10-19 05:16:39,680 - mmaction - INFO - Epoch [74][320/396] lr: 2.437e-01, eta: 1 day, 12:08:38, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6576, loss_cls: 2.5644, loss: 2.5644, grad_norm: 1.4099, top1_acc/aux0: 0.4682, top5_acc/aux0: 0.7297, loss_cls/aux0: 2.2057, loss/aux0: 2.2057 2020-10-19 05:17:16,507 - mmaction - INFO - Epoch [74][340/396] lr: 2.437e-01, eta: 1 day, 12:07:19, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6557, loss_cls: 2.5695, loss: 2.5695, grad_norm: 1.4070, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0768, loss/aux0: 2.0768 2020-10-19 05:17:17,458 - mmaction - INFO - Epoch [74][340/396] lr: 2.437e-01, eta: 1 day, 12:08:06, time: 0.952, data_time: 0.002, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6557, loss_cls: 2.5695, loss: 2.5695, grad_norm: 1.4102, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0675, loss/aux0: 2.0675 2020-10-19 05:17:54,012 - mmaction - INFO - Epoch [74][360/396] lr: 2.437e-01, eta: 1 day, 12:06:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6565, loss_cls: 2.5688, loss: 2.5688, grad_norm: 1.3996, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1320, loss/aux0: 2.1320 2020-10-19 05:17:55,027 - mmaction - INFO - Epoch [74][360/396] lr: 2.437e-01, eta: 1 day, 12:07:34, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6565, loss_cls: 2.5688, loss: 2.5688, grad_norm: 1.4016, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1444, loss/aux0: 2.1444 2020-10-19 05:18:31,491 - mmaction - INFO - Epoch [74][380/396] lr: 2.437e-01, eta: 1 day, 12:06:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6721, loss_cls: 2.5460, loss: 2.5460, grad_norm: 1.4226, top1_acc/aux0: 0.4661, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1887, loss/aux0: 2.1887 2020-10-19 05:18:32,470 - mmaction - INFO - Epoch [74][380/396] lr: 2.437e-01, eta: 1 day, 12:07:01, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6721, loss_cls: 2.5460, loss: 2.5460, grad_norm: 1.4382, top1_acc/aux0: 0.4604, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1962, loss/aux0: 2.1962 2020-10-19 05:23:24,206 - mmaction - INFO - Epoch [75][20/396] lr: 2.423e-01, eta: 1 day, 12:04:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6667, loss_cls: 2.5049, loss: 2.5049, grad_norm: 1.4255, top1_acc/aux0: 0.4934, top5_acc/aux0: 0.7478, loss_cls/aux0: 2.1107, loss/aux0: 2.1107 2020-10-19 05:23:25,162 - mmaction - INFO - Epoch [75][20/396] lr: 2.423e-01, eta: 1 day, 12:04:49, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6667, loss_cls: 2.5049, loss: 2.5049, grad_norm: 1.4256, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1073, loss/aux0: 2.1073 2020-10-19 05:24:01,591 - mmaction - INFO - Epoch [75][40/396] lr: 2.423e-01, eta: 1 day, 12:03:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6776, loss_cls: 2.4933, loss: 2.4933, grad_norm: 1.4519, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0954, loss/aux0: 2.0954 2020-10-19 05:24:02,551 - mmaction - INFO - Epoch [75][40/396] lr: 2.423e-01, eta: 1 day, 12:04:16, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6776, loss_cls: 2.4933, loss: 2.4933, grad_norm: 1.4502, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.1063, loss/aux0: 2.1063 2020-10-19 05:24:39,078 - mmaction - INFO - Epoch [75][60/396] lr: 2.423e-01, eta: 1 day, 12:02:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6646, loss_cls: 2.5080, loss: 2.5080, grad_norm: 1.4471, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1722, loss/aux0: 2.1722 2020-10-19 05:24:40,101 - mmaction - INFO - Epoch [75][60/396] lr: 2.423e-01, eta: 1 day, 12:03:44, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6646, loss_cls: 2.5080, loss: 2.5080, grad_norm: 1.4437, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1711, loss/aux0: 2.1711 2020-10-19 05:25:16,701 - mmaction - INFO - Epoch [75][80/396] lr: 2.423e-01, eta: 1 day, 12:02:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6604, loss_cls: 2.5635, loss: 2.5635, grad_norm: 1.4365, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7391, loss_cls/aux0: 2.1821, loss/aux0: 2.1821 2020-10-19 05:25:17,627 - mmaction - INFO - Epoch [75][80/396] lr: 2.423e-01, eta: 1 day, 12:03:11, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3901, top5_acc: 0.6604, loss_cls: 2.5635, loss: 2.5635, grad_norm: 1.4305, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1782, loss/aux0: 2.1782 2020-10-19 05:25:54,043 - mmaction - INFO - Epoch [75][100/396] lr: 2.423e-01, eta: 1 day, 12:01:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6677, loss_cls: 2.5356, loss: 2.5356, grad_norm: 1.3998, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1997, loss/aux0: 2.1997 2020-10-19 05:25:55,012 - mmaction - INFO - Epoch [75][100/396] lr: 2.423e-01, eta: 1 day, 12:02:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6677, loss_cls: 2.5356, loss: 2.5356, grad_norm: 1.3946, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7372, loss_cls/aux0: 2.1895, loss/aux0: 2.1895 2020-10-19 05:26:31,541 - mmaction - INFO - Epoch [75][120/396] lr: 2.423e-01, eta: 1 day, 12:01:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6737, loss_cls: 2.5344, loss: 2.5344, grad_norm: 1.3944, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1532, loss/aux0: 2.1532 2020-10-19 05:26:32,491 - mmaction - INFO - Epoch [75][120/396] lr: 2.423e-01, eta: 1 day, 12:02:06, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6737, loss_cls: 2.5344, loss: 2.5344, grad_norm: 1.3906, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1655, loss/aux0: 2.1655 2020-10-19 05:27:09,140 - mmaction - INFO - Epoch [75][140/396] lr: 2.423e-01, eta: 1 day, 12:00:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6581, loss_cls: 2.5810, loss: 2.5810, grad_norm: 1.4577, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0742, loss/aux0: 2.0742 2020-10-19 05:27:10,102 - mmaction - INFO - Epoch [75][140/396] lr: 2.423e-01, eta: 1 day, 12:01:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3888, top5_acc: 0.6581, loss_cls: 2.5810, loss: 2.5810, grad_norm: 1.4566, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0697, loss/aux0: 2.0697 2020-10-19 05:27:46,763 - mmaction - INFO - Epoch [75][160/396] lr: 2.423e-01, eta: 1 day, 12:00:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6625, loss_cls: 2.5075, loss: 2.5075, grad_norm: 1.4295, top1_acc/aux0: 0.4714, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1474, loss/aux0: 2.1474 2020-10-19 05:27:47,775 - mmaction - INFO - Epoch [75][160/396] lr: 2.423e-01, eta: 1 day, 12:01:01, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6625, loss_cls: 2.5075, loss: 2.5075, grad_norm: 1.4355, top1_acc/aux0: 0.4690, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1581, loss/aux0: 2.1581 2020-10-19 05:28:24,385 - mmaction - INFO - Epoch [75][180/396] lr: 2.423e-01, eta: 1 day, 11:59:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6667, loss_cls: 2.5457, loss: 2.5457, grad_norm: 1.3881, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1675, loss/aux0: 2.1675 2020-10-19 05:28:25,403 - mmaction - INFO - Epoch [75][180/396] lr: 2.423e-01, eta: 1 day, 12:00:29, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.3883, top5_acc: 0.6667, loss_cls: 2.5457, loss: 2.5457, grad_norm: 1.3984, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1662, loss/aux0: 2.1662 2020-10-19 05:29:01,965 - mmaction - INFO - Epoch [75][200/396] lr: 2.423e-01, eta: 1 day, 11:59:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6581, loss_cls: 2.5769, loss: 2.5769, grad_norm: 1.3875, top1_acc/aux0: 0.4672, top5_acc/aux0: 0.7331, loss_cls/aux0: 2.2094, loss/aux0: 2.2094 2020-10-19 05:29:02,899 - mmaction - INFO - Epoch [75][200/396] lr: 2.423e-01, eta: 1 day, 11:59:57, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3878, top5_acc: 0.6581, loss_cls: 2.5769, loss: 2.5769, grad_norm: 1.3881, top1_acc/aux0: 0.4664, top5_acc/aux0: 0.7315, loss_cls/aux0: 2.2026, loss/aux0: 2.2026 2020-10-19 05:29:39,466 - mmaction - INFO - Epoch [75][220/396] lr: 2.423e-01, eta: 1 day, 11:58:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6630, loss_cls: 2.5467, loss: 2.5467, grad_norm: 1.3895, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0409, loss/aux0: 2.0409 2020-10-19 05:29:40,419 - mmaction - INFO - Epoch [75][220/396] lr: 2.423e-01, eta: 1 day, 11:59:24, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6630, loss_cls: 2.5467, loss: 2.5467, grad_norm: 1.3948, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0352, loss/aux0: 2.0352 2020-10-19 05:30:16,959 - mmaction - INFO - Epoch [75][240/396] lr: 2.423e-01, eta: 1 day, 11:58:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6773, loss_cls: 2.4992, loss: 2.4992, grad_norm: 1.3929, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1788, loss/aux0: 2.1788 2020-10-19 05:30:17,910 - mmaction - INFO - Epoch [75][240/396] lr: 2.423e-01, eta: 1 day, 11:58:51, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6773, loss_cls: 2.4992, loss: 2.4992, grad_norm: 1.3937, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1905, loss/aux0: 2.1905 2020-10-19 05:30:54,467 - mmaction - INFO - Epoch [75][260/396] lr: 2.423e-01, eta: 1 day, 11:57:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6630, loss_cls: 2.5287, loss: 2.5287, grad_norm: 1.4211, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0819, loss/aux0: 2.0819 2020-10-19 05:30:55,421 - mmaction - INFO - Epoch [75][260/396] lr: 2.423e-01, eta: 1 day, 11:58:19, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6630, loss_cls: 2.5287, loss: 2.5287, grad_norm: 1.4254, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0741, loss/aux0: 2.0741 2020-10-19 05:31:32,154 - mmaction - INFO - Epoch [75][280/396] lr: 2.423e-01, eta: 1 day, 11:57:01, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6568, loss_cls: 2.5675, loss: 2.5675, grad_norm: 1.4291, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1429, loss/aux0: 2.1429 2020-10-19 05:31:33,195 - mmaction - INFO - Epoch [75][280/396] lr: 2.423e-01, eta: 1 day, 11:57:47, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6568, loss_cls: 2.5675, loss: 2.5675, grad_norm: 1.4362, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1455, loss/aux0: 2.1455 2020-10-19 05:32:09,807 - mmaction - INFO - Epoch [75][300/396] lr: 2.423e-01, eta: 1 day, 11:56:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6615, loss_cls: 2.5515, loss: 2.5515, grad_norm: 1.4275, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1255, loss/aux0: 2.1255 2020-10-19 05:32:10,786 - mmaction - INFO - Epoch [75][300/396] lr: 2.423e-01, eta: 1 day, 11:57:15, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6615, loss_cls: 2.5515, loss: 2.5515, grad_norm: 1.4234, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1068, loss/aux0: 2.1068 2020-10-19 05:32:47,452 - mmaction - INFO - Epoch [75][320/396] lr: 2.423e-01, eta: 1 day, 11:55:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6661, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.4145, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0847, loss/aux0: 2.0847 2020-10-19 05:32:48,403 - mmaction - INFO - Epoch [75][320/396] lr: 2.423e-01, eta: 1 day, 11:56:43, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3833, top5_acc: 0.6661, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.4145, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0918, loss/aux0: 2.0918 2020-10-19 05:33:24,968 - mmaction - INFO - Epoch [75][340/396] lr: 2.423e-01, eta: 1 day, 11:55:25, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6620, loss_cls: 2.5480, loss: 2.5480, grad_norm: 1.3838, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1334, loss/aux0: 2.1334 2020-10-19 05:33:25,968 - mmaction - INFO - Epoch [75][340/396] lr: 2.423e-01, eta: 1 day, 11:56:10, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3969, top5_acc: 0.6620, loss_cls: 2.5480, loss: 2.5480, grad_norm: 1.3800, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1388, loss/aux0: 2.1388 2020-10-19 05:34:02,605 - mmaction - INFO - Epoch [75][360/396] lr: 2.423e-01, eta: 1 day, 11:54:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6510, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.4608, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.1244, loss/aux0: 2.1244 2020-10-19 05:34:03,539 - mmaction - INFO - Epoch [75][360/396] lr: 2.423e-01, eta: 1 day, 11:55:38, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3807, top5_acc: 0.6510, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.4537, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.1215, loss/aux0: 2.1215 2020-10-19 05:34:40,026 - mmaction - INFO - Epoch [75][380/396] lr: 2.423e-01, eta: 1 day, 11:54:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6750, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.4323, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1265, loss/aux0: 2.1265 2020-10-19 05:34:41,012 - mmaction - INFO - Epoch [75][380/396] lr: 2.423e-01, eta: 1 day, 11:55:05, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6750, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.4373, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1347, loss/aux0: 2.1347 2020-10-19 05:39:38,602 - mmaction - INFO - Epoch [76][20/396] lr: 2.408e-01, eta: 1 day, 11:52:09, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6753, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.4089, top1_acc/aux0: 0.4751, top5_acc/aux0: 0.7426, loss_cls/aux0: 2.1595, loss/aux0: 2.1595 2020-10-19 05:39:39,585 - mmaction - INFO - Epoch [76][20/396] lr: 2.408e-01, eta: 1 day, 11:52:54, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6753, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.4079, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1569, loss/aux0: 2.1569 2020-10-19 05:40:16,185 - mmaction - INFO - Epoch [76][40/396] lr: 2.408e-01, eta: 1 day, 11:51:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6706, loss_cls: 2.5415, loss: 2.5415, grad_norm: 1.4459, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1348, loss/aux0: 2.1348 2020-10-19 05:40:17,146 - mmaction - INFO - Epoch [76][40/396] lr: 2.408e-01, eta: 1 day, 11:52:21, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6706, loss_cls: 2.5415, loss: 2.5415, grad_norm: 1.4452, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1331, loss/aux0: 2.1331 2020-10-19 05:40:53,614 - mmaction - INFO - Epoch [76][60/396] lr: 2.408e-01, eta: 1 day, 11:51:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6615, loss_cls: 2.5712, loss: 2.5712, grad_norm: 1.4110, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1133, loss/aux0: 2.1133 2020-10-19 05:40:54,579 - mmaction - INFO - Epoch [76][60/396] lr: 2.408e-01, eta: 1 day, 11:51:49, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.3865, top5_acc: 0.6615, loss_cls: 2.5712, loss: 2.5712, grad_norm: 1.4094, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1174, loss/aux0: 2.1174 2020-10-19 05:41:31,012 - mmaction - INFO - Epoch [76][80/396] lr: 2.408e-01, eta: 1 day, 11:50:31, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6703, loss_cls: 2.5278, loss: 2.5278, grad_norm: 1.4238, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0713, loss/aux0: 2.0713 2020-10-19 05:41:31,975 - mmaction - INFO - Epoch [76][80/396] lr: 2.408e-01, eta: 1 day, 11:51:16, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6703, loss_cls: 2.5278, loss: 2.5278, grad_norm: 1.4201, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0718, loss/aux0: 2.0718 2020-10-19 05:42:08,401 - mmaction - INFO - Epoch [76][100/396] lr: 2.408e-01, eta: 1 day, 11:49:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6693, loss_cls: 2.5390, loss: 2.5390, grad_norm: 1.4271, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1421, loss/aux0: 2.1421 2020-10-19 05:42:09,418 - mmaction - INFO - Epoch [76][100/396] lr: 2.408e-01, eta: 1 day, 11:50:43, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3974, top5_acc: 0.6693, loss_cls: 2.5390, loss: 2.5390, grad_norm: 1.4346, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.1438, loss/aux0: 2.1438 2020-10-19 05:42:45,784 - mmaction - INFO - Epoch [76][120/396] lr: 2.408e-01, eta: 1 day, 11:49:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6836, loss_cls: 2.4555, loss: 2.4555, grad_norm: 1.3983, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0570, loss/aux0: 2.0570 2020-10-19 05:42:46,731 - mmaction - INFO - Epoch [76][120/396] lr: 2.408e-01, eta: 1 day, 11:50:10, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6836, loss_cls: 2.4555, loss: 2.4555, grad_norm: 1.4028, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0397, loss/aux0: 2.0397 2020-10-19 05:43:23,358 - mmaction - INFO - Epoch [76][140/396] lr: 2.408e-01, eta: 1 day, 11:48:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6656, loss_cls: 2.5446, loss: 2.5446, grad_norm: 1.4466, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.1117, loss/aux0: 2.1117 2020-10-19 05:43:24,328 - mmaction - INFO - Epoch [76][140/396] lr: 2.408e-01, eta: 1 day, 11:49:38, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6656, loss_cls: 2.5446, loss: 2.5446, grad_norm: 1.4519, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1274, loss/aux0: 2.1274 2020-10-19 05:44:01,050 - mmaction - INFO - Epoch [76][160/396] lr: 2.408e-01, eta: 1 day, 11:48:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6573, loss_cls: 2.6035, loss: 2.6035, grad_norm: 1.3796, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.2003, loss/aux0: 2.2003 2020-10-19 05:44:01,997 - mmaction - INFO - Epoch [76][160/396] lr: 2.408e-01, eta: 1 day, 11:49:05, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6573, loss_cls: 2.6035, loss: 2.6035, grad_norm: 1.3760, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7401, loss_cls/aux0: 2.1911, loss/aux0: 2.1911 2020-10-19 05:44:38,537 - mmaction - INFO - Epoch [76][180/396] lr: 2.408e-01, eta: 1 day, 11:47:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6687, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.4049, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0865, loss/aux0: 2.0865 2020-10-19 05:44:39,590 - mmaction - INFO - Epoch [76][180/396] lr: 2.408e-01, eta: 1 day, 11:48:33, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3990, top5_acc: 0.6687, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.4072, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1024, loss/aux0: 2.1024 2020-10-19 05:45:16,099 - mmaction - INFO - Epoch [76][200/396] lr: 2.408e-01, eta: 1 day, 11:47:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6620, loss_cls: 2.5131, loss: 2.5131, grad_norm: 1.4152, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1041, loss/aux0: 2.1041 2020-10-19 05:45:17,102 - mmaction - INFO - Epoch [76][200/396] lr: 2.408e-01, eta: 1 day, 11:48:00, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6620, loss_cls: 2.5131, loss: 2.5131, grad_norm: 1.4113, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0911, loss/aux0: 2.0911 2020-10-19 05:45:53,646 - mmaction - INFO - Epoch [76][220/396] lr: 2.408e-01, eta: 1 day, 11:46:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6682, loss_cls: 2.5024, loss: 2.5024, grad_norm: 1.4454, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.1111, loss/aux0: 2.1111 2020-10-19 05:45:54,598 - mmaction - INFO - Epoch [76][220/396] lr: 2.408e-01, eta: 1 day, 11:47:28, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6682, loss_cls: 2.5024, loss: 2.5024, grad_norm: 1.4444, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.1160, loss/aux0: 2.1160 2020-10-19 05:46:31,060 - mmaction - INFO - Epoch [76][240/396] lr: 2.408e-01, eta: 1 day, 11:46:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6646, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.4347, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.1734, loss/aux0: 2.1734 2020-10-19 05:46:32,026 - mmaction - INFO - Epoch [76][240/396] lr: 2.408e-01, eta: 1 day, 11:46:55, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6646, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.4401, top1_acc/aux0: 0.4659, top5_acc/aux0: 0.7357, loss_cls/aux0: 2.1848, loss/aux0: 2.1848 2020-10-19 05:47:08,663 - mmaction - INFO - Epoch [76][260/396] lr: 2.408e-01, eta: 1 day, 11:45:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6703, loss_cls: 2.5312, loss: 2.5312, grad_norm: 1.4403, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1390, loss/aux0: 2.1390 2020-10-19 05:47:09,628 - mmaction - INFO - Epoch [76][260/396] lr: 2.408e-01, eta: 1 day, 11:46:23, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6703, loss_cls: 2.5312, loss: 2.5312, grad_norm: 1.4526, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1276, loss/aux0: 2.1276 2020-10-19 05:47:46,239 - mmaction - INFO - Epoch [76][280/396] lr: 2.408e-01, eta: 1 day, 11:45:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6630, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.4454, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1400, loss/aux0: 2.1400 2020-10-19 05:47:47,179 - mmaction - INFO - Epoch [76][280/396] lr: 2.408e-01, eta: 1 day, 11:45:50, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6630, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.4369, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1334, loss/aux0: 2.1334 2020-10-19 05:48:23,916 - mmaction - INFO - Epoch [76][300/396] lr: 2.408e-01, eta: 1 day, 11:44:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6706, loss_cls: 2.5270, loss: 2.5270, grad_norm: 1.4269, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0933, loss/aux0: 2.0933 2020-10-19 05:48:24,933 - mmaction - INFO - Epoch [76][300/396] lr: 2.408e-01, eta: 1 day, 11:45:18, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4042, top5_acc: 0.6706, loss_cls: 2.5270, loss: 2.5270, grad_norm: 1.4295, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1079, loss/aux0: 2.1079 2020-10-19 05:49:01,548 - mmaction - INFO - Epoch [76][320/396] lr: 2.408e-01, eta: 1 day, 11:44:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6633, loss_cls: 2.5343, loss: 2.5343, grad_norm: 1.4322, top1_acc/aux0: 0.4706, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1686, loss/aux0: 2.1686 2020-10-19 05:49:02,510 - mmaction - INFO - Epoch [76][320/396] lr: 2.408e-01, eta: 1 day, 11:44:45, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6633, loss_cls: 2.5343, loss: 2.5343, grad_norm: 1.4343, top1_acc/aux0: 0.4703, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1639, loss/aux0: 2.1639 2020-10-19 05:49:39,055 - mmaction - INFO - Epoch [76][340/396] lr: 2.408e-01, eta: 1 day, 11:43:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6750, loss_cls: 2.5158, loss: 2.5158, grad_norm: 1.4233, top1_acc/aux0: 0.4729, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1780, loss/aux0: 2.1780 2020-10-19 05:49:40,076 - mmaction - INFO - Epoch [76][340/396] lr: 2.408e-01, eta: 1 day, 11:44:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6750, loss_cls: 2.5158, loss: 2.5158, grad_norm: 1.4255, top1_acc/aux0: 0.4750, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1823, loss/aux0: 2.1823 2020-10-19 05:50:16,608 - mmaction - INFO - Epoch [76][360/396] lr: 2.408e-01, eta: 1 day, 11:42:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6654, loss_cls: 2.5666, loss: 2.5666, grad_norm: 1.3946, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7328, loss_cls/aux0: 2.1709, loss/aux0: 2.1709 2020-10-19 05:50:17,569 - mmaction - INFO - Epoch [76][360/396] lr: 2.408e-01, eta: 1 day, 11:43:40, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6654, loss_cls: 2.5666, loss: 2.5666, grad_norm: 1.3981, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1518, loss/aux0: 2.1518 2020-10-19 05:50:54,024 - mmaction - INFO - Epoch [76][380/396] lr: 2.408e-01, eta: 1 day, 11:42:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6643, loss_cls: 2.5140, loss: 2.5140, grad_norm: 1.4109, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0765, loss/aux0: 2.0765 2020-10-19 05:50:55,011 - mmaction - INFO - Epoch [76][380/396] lr: 2.408e-01, eta: 1 day, 11:43:07, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6643, loss_cls: 2.5140, loss: 2.5140, grad_norm: 1.4145, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0895, loss/aux0: 2.0895 2020-10-19 05:55:40,254 - mmaction - INFO - Epoch [77][20/396] lr: 2.394e-01, eta: 1 day, 11:40:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6630, loss_cls: 2.5783, loss: 2.5783, grad_norm: 1.4490, top1_acc/aux0: 0.4762, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1361, loss/aux0: 2.1361 2020-10-19 05:55:41,266 - mmaction - INFO - Epoch [77][20/396] lr: 2.394e-01, eta: 1 day, 11:40:57, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6630, loss_cls: 2.5783, loss: 2.5783, grad_norm: 1.4531, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1435, loss/aux0: 2.1435 2020-10-19 05:56:17,574 - mmaction - INFO - Epoch [77][40/396] lr: 2.394e-01, eta: 1 day, 11:39:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6583, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.4774, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7711, loss_cls/aux0: 2.0542, loss/aux0: 2.0542 2020-10-19 05:56:18,517 - mmaction - INFO - Epoch [77][40/396] lr: 2.394e-01, eta: 1 day, 11:40:24, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.3904, top5_acc: 0.6583, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.4804, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0485, loss/aux0: 2.0485 2020-10-19 05:56:55,054 - mmaction - INFO - Epoch [77][60/396] lr: 2.394e-01, eta: 1 day, 11:39:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6742, loss_cls: 2.5478, loss: 2.5478, grad_norm: 1.3963, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1286, loss/aux0: 2.1286 2020-10-19 05:56:55,982 - mmaction - INFO - Epoch [77][60/396] lr: 2.394e-01, eta: 1 day, 11:39:51, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3896, top5_acc: 0.6742, loss_cls: 2.5478, loss: 2.5478, grad_norm: 1.4042, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1315, loss/aux0: 2.1315 2020-10-19 05:57:32,592 - mmaction - INFO - Epoch [77][80/396] lr: 2.394e-01, eta: 1 day, 11:38:35, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6685, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.4316, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1105, loss/aux0: 2.1105 2020-10-19 05:57:33,606 - mmaction - INFO - Epoch [77][80/396] lr: 2.394e-01, eta: 1 day, 11:39:19, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6685, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.4379, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1034, loss/aux0: 2.1034 2020-10-19 05:58:09,986 - mmaction - INFO - Epoch [77][100/396] lr: 2.394e-01, eta: 1 day, 11:38:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6719, loss_cls: 2.5144, loss: 2.5144, grad_norm: 1.4459, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0547, loss/aux0: 2.0547 2020-10-19 05:58:11,005 - mmaction - INFO - Epoch [77][100/396] lr: 2.394e-01, eta: 1 day, 11:38:47, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6719, loss_cls: 2.5144, loss: 2.5144, grad_norm: 1.4508, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0698, loss/aux0: 2.0698 2020-10-19 05:58:47,555 - mmaction - INFO - Epoch [77][120/396] lr: 2.394e-01, eta: 1 day, 11:37:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6674, loss_cls: 2.5268, loss: 2.5268, grad_norm: 1.4299, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0957, loss/aux0: 2.0957 2020-10-19 05:58:48,548 - mmaction - INFO - Epoch [77][120/396] lr: 2.394e-01, eta: 1 day, 11:38:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6674, loss_cls: 2.5268, loss: 2.5268, grad_norm: 1.4351, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0883, loss/aux0: 2.0883 2020-10-19 05:59:25,107 - mmaction - INFO - Epoch [77][140/396] lr: 2.394e-01, eta: 1 day, 11:36:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6841, loss_cls: 2.4830, loss: 2.4830, grad_norm: 1.4391, top1_acc/aux0: 0.4766, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1685, loss/aux0: 2.1685 2020-10-19 05:59:26,082 - mmaction - INFO - Epoch [77][140/396] lr: 2.394e-01, eta: 1 day, 11:37:41, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6841, loss_cls: 2.4830, loss: 2.4830, grad_norm: 1.4431, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1460, loss/aux0: 2.1460 2020-10-19 06:00:02,719 - mmaction - INFO - Epoch [77][160/396] lr: 2.394e-01, eta: 1 day, 11:36:25, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6708, loss_cls: 2.5208, loss: 2.5208, grad_norm: 1.4030, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1108, loss/aux0: 2.1108 2020-10-19 06:00:08,652 - mmaction - INFO - Epoch [77][160/396] lr: 2.394e-01, eta: 1 day, 11:37:20, time: 1.171, data_time: 0.097, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6708, loss_cls: 2.5208, loss: 2.5208, grad_norm: 1.4049, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1214, loss/aux0: 2.1214 2020-10-19 06:00:45,845 - mmaction - INFO - Epoch [77][180/396] lr: 2.394e-01, eta: 1 day, 11:36:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6750, loss_cls: 2.4540, loss: 2.4540, grad_norm: 1.4578, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0969, loss/aux0: 2.0969 2020-10-19 06:00:46,831 - mmaction - INFO - Epoch [77][180/396] lr: 2.394e-01, eta: 1 day, 11:36:47, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6750, loss_cls: 2.4540, loss: 2.4540, grad_norm: 1.4528, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0920, loss/aux0: 2.0920 2020-10-19 06:01:23,423 - mmaction - INFO - Epoch [77][200/396] lr: 2.394e-01, eta: 1 day, 11:35:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6602, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.4159, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1009, loss/aux0: 2.1009 2020-10-19 06:01:24,400 - mmaction - INFO - Epoch [77][200/396] lr: 2.394e-01, eta: 1 day, 11:36:15, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3815, top5_acc: 0.6602, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.4230, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1122, loss/aux0: 2.1122 2020-10-19 06:02:01,160 - mmaction - INFO - Epoch [77][220/396] lr: 2.394e-01, eta: 1 day, 11:34:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6703, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.4244, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1191, loss/aux0: 2.1191 2020-10-19 06:02:02,118 - mmaction - INFO - Epoch [77][220/396] lr: 2.394e-01, eta: 1 day, 11:35:42, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6703, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.4137, top1_acc/aux0: 0.4763, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1092, loss/aux0: 2.1092 2020-10-19 06:02:38,713 - mmaction - INFO - Epoch [77][240/396] lr: 2.394e-01, eta: 1 day, 11:34:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6635, loss_cls: 2.5546, loss: 2.5546, grad_norm: 1.4207, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.1165, loss/aux0: 2.1165 2020-10-19 06:02:39,669 - mmaction - INFO - Epoch [77][240/396] lr: 2.394e-01, eta: 1 day, 11:35:10, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6635, loss_cls: 2.5546, loss: 2.5546, grad_norm: 1.4214, top1_acc/aux0: 0.4805, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.1137, loss/aux0: 2.1137 2020-10-19 06:03:16,443 - mmaction - INFO - Epoch [77][260/396] lr: 2.394e-01, eta: 1 day, 11:33:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6612, loss_cls: 2.5803, loss: 2.5803, grad_norm: 1.4081, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.1078, loss/aux0: 2.1078 2020-10-19 06:03:17,428 - mmaction - INFO - Epoch [77][260/396] lr: 2.394e-01, eta: 1 day, 11:34:37, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.3799, top5_acc: 0.6612, loss_cls: 2.5803, loss: 2.5803, grad_norm: 1.4004, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1310, loss/aux0: 2.1310 2020-10-19 06:03:54,005 - mmaction - INFO - Epoch [77][280/396] lr: 2.394e-01, eta: 1 day, 11:33:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6680, loss_cls: 2.5038, loss: 2.5038, grad_norm: 1.4223, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7380, loss_cls/aux0: 2.1775, loss/aux0: 2.1775 2020-10-19 06:03:54,963 - mmaction - INFO - Epoch [77][280/396] lr: 2.394e-01, eta: 1 day, 11:34:05, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6680, loss_cls: 2.5038, loss: 2.5038, grad_norm: 1.4205, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1643, loss/aux0: 2.1643 2020-10-19 06:04:31,630 - mmaction - INFO - Epoch [77][300/396] lr: 2.394e-01, eta: 1 day, 11:32:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6625, loss_cls: 2.5462, loss: 2.5462, grad_norm: 1.4510, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1299, loss/aux0: 2.1299 2020-10-19 06:04:32,591 - mmaction - INFO - Epoch [77][300/396] lr: 2.394e-01, eta: 1 day, 11:33:32, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6625, loss_cls: 2.5462, loss: 2.5462, grad_norm: 1.4578, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1439, loss/aux0: 2.1439 2020-10-19 06:05:09,313 - mmaction - INFO - Epoch [77][320/396] lr: 2.394e-01, eta: 1 day, 11:32:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6604, loss_cls: 2.5526, loss: 2.5526, grad_norm: 1.4534, top1_acc/aux0: 0.4727, top5_acc/aux0: 0.7354, loss_cls/aux0: 2.1670, loss/aux0: 2.1670 2020-10-19 06:05:10,325 - mmaction - INFO - Epoch [77][320/396] lr: 2.394e-01, eta: 1 day, 11:33:00, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6604, loss_cls: 2.5526, loss: 2.5526, grad_norm: 1.4514, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1494, loss/aux0: 2.1494 2020-10-19 06:05:46,858 - mmaction - INFO - Epoch [77][340/396] lr: 2.394e-01, eta: 1 day, 11:31:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6716, loss_cls: 2.5247, loss: 2.5247, grad_norm: 1.4252, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1222, loss/aux0: 2.1222 2020-10-19 06:05:47,818 - mmaction - INFO - Epoch [77][340/396] lr: 2.394e-01, eta: 1 day, 11:32:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6716, loss_cls: 2.5247, loss: 2.5247, grad_norm: 1.4175, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1109, loss/aux0: 2.1109 2020-10-19 06:06:24,437 - mmaction - INFO - Epoch [77][360/396] lr: 2.394e-01, eta: 1 day, 11:31:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6581, loss_cls: 2.5869, loss: 2.5869, grad_norm: 1.4244, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0818, loss/aux0: 2.0818 2020-10-19 06:06:25,407 - mmaction - INFO - Epoch [77][360/396] lr: 2.394e-01, eta: 1 day, 11:31:55, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3875, top5_acc: 0.6581, loss_cls: 2.5869, loss: 2.5869, grad_norm: 1.4238, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0962, loss/aux0: 2.0962 2020-10-19 06:07:02,097 - mmaction - INFO - Epoch [77][380/396] lr: 2.394e-01, eta: 1 day, 11:30:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6630, loss_cls: 2.5776, loss: 2.5776, grad_norm: 1.4200, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.1423, loss/aux0: 2.1423 2020-10-19 06:07:03,053 - mmaction - INFO - Epoch [77][380/396] lr: 2.394e-01, eta: 1 day, 11:31:22, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6630, loss_cls: 2.5776, loss: 2.5776, grad_norm: 1.4245, top1_acc/aux0: 0.4716, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1512, loss/aux0: 2.1512 2020-10-19 06:11:52,979 - mmaction - INFO - Epoch [78][20/396] lr: 2.379e-01, eta: 1 day, 11:28:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6635, loss_cls: 2.5316, loss: 2.5316, grad_norm: 1.4268, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7421, loss_cls/aux0: 2.1625, loss/aux0: 2.1625 2020-10-19 06:11:53,930 - mmaction - INFO - Epoch [78][20/396] lr: 2.379e-01, eta: 1 day, 11:29:13, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6635, loss_cls: 2.5316, loss: 2.5316, grad_norm: 1.4227, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7437, loss_cls/aux0: 2.1585, loss/aux0: 2.1585 2020-10-19 06:12:30,451 - mmaction - INFO - Epoch [78][40/396] lr: 2.379e-01, eta: 1 day, 11:27:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6742, loss_cls: 2.4954, loss: 2.4954, grad_norm: 1.4267, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0310, loss/aux0: 2.0310 2020-10-19 06:12:31,421 - mmaction - INFO - Epoch [78][40/396] lr: 2.379e-01, eta: 1 day, 11:28:40, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6742, loss_cls: 2.4954, loss: 2.4954, grad_norm: 1.4275, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0326, loss/aux0: 2.0326 2020-10-19 06:13:07,904 - mmaction - INFO - Epoch [78][60/396] lr: 2.379e-01, eta: 1 day, 11:27:24, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6849, loss_cls: 2.4630, loss: 2.4630, grad_norm: 1.4588, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1337, loss/aux0: 2.1337 2020-10-19 06:13:08,876 - mmaction - INFO - Epoch [78][60/396] lr: 2.379e-01, eta: 1 day, 11:28:07, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6849, loss_cls: 2.4630, loss: 2.4630, grad_norm: 1.4609, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1378, loss/aux0: 2.1378 2020-10-19 06:13:45,510 - mmaction - INFO - Epoch [78][80/396] lr: 2.379e-01, eta: 1 day, 11:26:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6648, loss_cls: 2.5315, loss: 2.5315, grad_norm: 1.4365, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1662, loss/aux0: 2.1662 2020-10-19 06:13:46,468 - mmaction - INFO - Epoch [78][80/396] lr: 2.379e-01, eta: 1 day, 11:27:35, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6648, loss_cls: 2.5315, loss: 2.5315, grad_norm: 1.4373, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.1641, loss/aux0: 2.1641 2020-10-19 06:14:22,961 - mmaction - INFO - Epoch [78][100/396] lr: 2.379e-01, eta: 1 day, 11:26:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6776, loss_cls: 2.4595, loss: 2.4595, grad_norm: 1.4275, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.1167, loss/aux0: 2.1167 2020-10-19 06:14:23,901 - mmaction - INFO - Epoch [78][100/396] lr: 2.379e-01, eta: 1 day, 11:27:02, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6776, loss_cls: 2.4595, loss: 2.4595, grad_norm: 1.4340, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.1096, loss/aux0: 2.1096 2020-10-19 06:15:00,507 - mmaction - INFO - Epoch [78][120/396] lr: 2.379e-01, eta: 1 day, 11:25:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6727, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.4136, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0686, loss/aux0: 2.0686 2020-10-19 06:15:01,529 - mmaction - INFO - Epoch [78][120/396] lr: 2.379e-01, eta: 1 day, 11:26:30, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6727, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.4186, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0741, loss/aux0: 2.0741 2020-10-19 06:15:38,045 - mmaction - INFO - Epoch [78][140/396] lr: 2.379e-01, eta: 1 day, 11:25:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6474, loss_cls: 2.5960, loss: 2.5960, grad_norm: 1.4203, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.1159, loss/aux0: 2.1159 2020-10-19 06:15:39,019 - mmaction - INFO - Epoch [78][140/396] lr: 2.379e-01, eta: 1 day, 11:25:57, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6474, loss_cls: 2.5960, loss: 2.5960, grad_norm: 1.4089, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.1083, loss/aux0: 2.1083 2020-10-19 06:16:15,714 - mmaction - INFO - Epoch [78][160/396] lr: 2.379e-01, eta: 1 day, 11:24:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6620, loss_cls: 2.5617, loss: 2.5617, grad_norm: 1.4592, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1656, loss/aux0: 2.1656 2020-10-19 06:16:16,658 - mmaction - INFO - Epoch [78][160/396] lr: 2.379e-01, eta: 1 day, 11:25:25, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6620, loss_cls: 2.5617, loss: 2.5617, grad_norm: 1.4598, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1803, loss/aux0: 2.1803 2020-10-19 06:16:53,077 - mmaction - INFO - Epoch [78][180/396] lr: 2.379e-01, eta: 1 day, 11:24:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6672, loss_cls: 2.5413, loss: 2.5413, grad_norm: 1.4182, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1045, loss/aux0: 2.1045 2020-10-19 06:16:54,048 - mmaction - INFO - Epoch [78][180/396] lr: 2.379e-01, eta: 1 day, 11:24:52, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3927, top5_acc: 0.6672, loss_cls: 2.5413, loss: 2.5413, grad_norm: 1.4269, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1041, loss/aux0: 2.1041 2020-10-19 06:17:30,544 - mmaction - INFO - Epoch [78][200/396] lr: 2.379e-01, eta: 1 day, 11:23:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6669, loss_cls: 2.5293, loss: 2.5293, grad_norm: 1.4422, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1188, loss/aux0: 2.1188 2020-10-19 06:17:31,519 - mmaction - INFO - Epoch [78][200/396] lr: 2.379e-01, eta: 1 day, 11:24:19, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6669, loss_cls: 2.5293, loss: 2.5293, grad_norm: 1.4433, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1084, loss/aux0: 2.1084 2020-10-19 06:18:08,167 - mmaction - INFO - Epoch [78][220/396] lr: 2.379e-01, eta: 1 day, 11:23:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6755, loss_cls: 2.4843, loss: 2.4843, grad_norm: 1.4125, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0922, loss/aux0: 2.0922 2020-10-19 06:18:09,128 - mmaction - INFO - Epoch [78][220/396] lr: 2.379e-01, eta: 1 day, 11:23:47, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6755, loss_cls: 2.4843, loss: 2.4843, grad_norm: 1.4171, top1_acc/aux0: 0.4826, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0864, loss/aux0: 2.0864 2020-10-19 06:18:45,653 - mmaction - INFO - Epoch [78][240/396] lr: 2.379e-01, eta: 1 day, 11:22:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6576, loss_cls: 2.5760, loss: 2.5760, grad_norm: 1.3981, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1095, loss/aux0: 2.1095 2020-10-19 06:18:46,673 - mmaction - INFO - Epoch [78][240/396] lr: 2.379e-01, eta: 1 day, 11:23:14, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3909, top5_acc: 0.6576, loss_cls: 2.5760, loss: 2.5760, grad_norm: 1.4003, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1198, loss/aux0: 2.1198 2020-10-19 06:19:23,335 - mmaction - INFO - Epoch [78][260/396] lr: 2.379e-01, eta: 1 day, 11:21:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6516, loss_cls: 2.5868, loss: 2.5868, grad_norm: 1.4211, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0960, loss/aux0: 2.0960 2020-10-19 06:19:24,247 - mmaction - INFO - Epoch [78][260/396] lr: 2.379e-01, eta: 1 day, 11:22:42, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6516, loss_cls: 2.5868, loss: 2.5868, grad_norm: 1.4182, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0918, loss/aux0: 2.0918 2020-10-19 06:20:00,879 - mmaction - INFO - Epoch [78][280/396] lr: 2.379e-01, eta: 1 day, 11:21:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6648, loss_cls: 2.5271, loss: 2.5271, grad_norm: 1.4343, top1_acc/aux0: 0.4812, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1260, loss/aux0: 2.1260 2020-10-19 06:20:01,888 - mmaction - INFO - Epoch [78][280/396] lr: 2.379e-01, eta: 1 day, 11:22:09, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6648, loss_cls: 2.5271, loss: 2.5271, grad_norm: 1.4410, top1_acc/aux0: 0.4755, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1488, loss/aux0: 2.1488 2020-10-19 06:20:38,489 - mmaction - INFO - Epoch [78][300/396] lr: 2.379e-01, eta: 1 day, 11:20:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6768, loss_cls: 2.4915, loss: 2.4915, grad_norm: 1.4224, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7411, loss_cls/aux0: 2.1489, loss/aux0: 2.1489 2020-10-19 06:20:39,494 - mmaction - INFO - Epoch [78][300/396] lr: 2.379e-01, eta: 1 day, 11:21:37, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6768, loss_cls: 2.4915, loss: 2.4915, grad_norm: 1.4214, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.1314, loss/aux0: 2.1314 2020-10-19 06:21:16,105 - mmaction - INFO - Epoch [78][320/396] lr: 2.379e-01, eta: 1 day, 11:20:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6693, loss_cls: 2.5276, loss: 2.5276, grad_norm: 1.4506, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0821, loss/aux0: 2.0821 2020-10-19 06:21:17,114 - mmaction - INFO - Epoch [78][320/396] lr: 2.379e-01, eta: 1 day, 11:21:04, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6693, loss_cls: 2.5276, loss: 2.5276, grad_norm: 1.4523, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0873, loss/aux0: 2.0873 2020-10-19 06:21:53,614 - mmaction - INFO - Epoch [78][340/396] lr: 2.379e-01, eta: 1 day, 11:19:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6716, loss_cls: 2.5307, loss: 2.5307, grad_norm: 1.4081, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.1021, loss/aux0: 2.1021 2020-10-19 06:21:54,650 - mmaction - INFO - Epoch [78][340/396] lr: 2.379e-01, eta: 1 day, 11:20:31, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6716, loss_cls: 2.5307, loss: 2.5307, grad_norm: 1.4088, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0886, loss/aux0: 2.0886 2020-10-19 06:22:31,433 - mmaction - INFO - Epoch [78][360/396] lr: 2.379e-01, eta: 1 day, 11:19:16, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6768, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.4322, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1204, loss/aux0: 2.1204 2020-10-19 06:22:32,388 - mmaction - INFO - Epoch [78][360/396] lr: 2.379e-01, eta: 1 day, 11:19:59, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6768, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.4311, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1181, loss/aux0: 2.1181 2020-10-19 06:23:09,052 - mmaction - INFO - Epoch [78][380/396] lr: 2.379e-01, eta: 1 day, 11:18:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6716, loss_cls: 2.5200, loss: 2.5200, grad_norm: 1.4141, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0516, loss/aux0: 2.0516 2020-10-19 06:23:10,079 - mmaction - INFO - Epoch [78][380/396] lr: 2.379e-01, eta: 1 day, 11:19:27, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4068, top5_acc: 0.6716, loss_cls: 2.5200, loss: 2.5200, grad_norm: 1.4199, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0627, loss/aux0: 2.0627 2020-10-19 06:27:42,029 - mmaction - INFO - Epoch [79][20/396] lr: 2.364e-01, eta: 1 day, 11:16:36, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6805, loss_cls: 2.4528, loss: 2.4528, grad_norm: 1.4314, top1_acc/aux0: 0.4814, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1539, loss/aux0: 2.1539 2020-10-19 06:27:42,992 - mmaction - INFO - Epoch [79][20/396] lr: 2.364e-01, eta: 1 day, 11:17:19, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6805, loss_cls: 2.4528, loss: 2.4528, grad_norm: 1.4331, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1467, loss/aux0: 2.1467 2020-10-19 06:28:19,379 - mmaction - INFO - Epoch [79][40/396] lr: 2.364e-01, eta: 1 day, 11:16:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6831, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.4295, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1020, loss/aux0: 2.1020 2020-10-19 06:28:20,307 - mmaction - INFO - Epoch [79][40/396] lr: 2.364e-01, eta: 1 day, 11:16:46, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6831, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.4363, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1159, loss/aux0: 2.1159 2020-10-19 06:28:56,836 - mmaction - INFO - Epoch [79][60/396] lr: 2.364e-01, eta: 1 day, 11:15:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6602, loss_cls: 2.5547, loss: 2.5547, grad_norm: 1.3746, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1343, loss/aux0: 2.1343 2020-10-19 06:28:57,820 - mmaction - INFO - Epoch [79][60/396] lr: 2.364e-01, eta: 1 day, 11:16:13, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6602, loss_cls: 2.5547, loss: 2.5547, grad_norm: 1.3735, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1256, loss/aux0: 2.1256 2020-10-19 06:29:34,252 - mmaction - INFO - Epoch [79][80/396] lr: 2.364e-01, eta: 1 day, 11:14:57, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6688, loss_cls: 2.5487, loss: 2.5487, grad_norm: 1.4483, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1269, loss/aux0: 2.1269 2020-10-19 06:29:35,199 - mmaction - INFO - Epoch [79][80/396] lr: 2.364e-01, eta: 1 day, 11:15:40, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6688, loss_cls: 2.5487, loss: 2.5487, grad_norm: 1.4396, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1136, loss/aux0: 2.1136 2020-10-19 06:30:11,693 - mmaction - INFO - Epoch [79][100/396] lr: 2.364e-01, eta: 1 day, 11:14:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6654, loss_cls: 2.5432, loss: 2.5432, grad_norm: 1.4271, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.1143, loss/aux0: 2.1143 2020-10-19 06:30:12,661 - mmaction - INFO - Epoch [79][100/396] lr: 2.364e-01, eta: 1 day, 11:15:07, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6654, loss_cls: 2.5432, loss: 2.5432, grad_norm: 1.4342, top1_acc/aux0: 0.4862, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1300, loss/aux0: 2.1300 2020-10-19 06:30:49,219 - mmaction - INFO - Epoch [79][120/396] lr: 2.364e-01, eta: 1 day, 11:13:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6734, loss_cls: 2.5111, loss: 2.5111, grad_norm: 1.4475, top1_acc/aux0: 0.4747, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.1266, loss/aux0: 2.1266 2020-10-19 06:30:50,163 - mmaction - INFO - Epoch [79][120/396] lr: 2.364e-01, eta: 1 day, 11:14:34, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6734, loss_cls: 2.5111, loss: 2.5111, grad_norm: 1.4484, top1_acc/aux0: 0.4758, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.1330, loss/aux0: 2.1330 2020-10-19 06:31:26,764 - mmaction - INFO - Epoch [79][140/396] lr: 2.364e-01, eta: 1 day, 11:13:19, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6753, loss_cls: 2.4999, loss: 2.4999, grad_norm: 1.4347, top1_acc/aux0: 0.4896, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0944, loss/aux0: 2.0944 2020-10-19 06:31:27,725 - mmaction - INFO - Epoch [79][140/396] lr: 2.364e-01, eta: 1 day, 11:14:02, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6753, loss_cls: 2.4999, loss: 2.4999, grad_norm: 1.4356, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0838, loss/aux0: 2.0838 2020-10-19 06:32:04,307 - mmaction - INFO - Epoch [79][160/396] lr: 2.364e-01, eta: 1 day, 11:12:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6586, loss_cls: 2.5373, loss: 2.5373, grad_norm: 1.4274, top1_acc/aux0: 0.4828, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1098, loss/aux0: 2.1098 2020-10-19 06:32:05,339 - mmaction - INFO - Epoch [79][160/396] lr: 2.364e-01, eta: 1 day, 11:13:29, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6586, loss_cls: 2.5373, loss: 2.5373, grad_norm: 1.4204, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1044, loss/aux0: 2.1044 2020-10-19 06:32:41,857 - mmaction - INFO - Epoch [79][180/396] lr: 2.364e-01, eta: 1 day, 11:12:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6740, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.4269, top1_acc/aux0: 0.4674, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1273, loss/aux0: 2.1273 2020-10-19 06:32:42,862 - mmaction - INFO - Epoch [79][180/396] lr: 2.364e-01, eta: 1 day, 11:12:56, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6740, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.4306, top1_acc/aux0: 0.4638, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1396, loss/aux0: 2.1396 2020-10-19 06:33:19,468 - mmaction - INFO - Epoch [79][200/396] lr: 2.364e-01, eta: 1 day, 11:11:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6789, loss_cls: 2.4934, loss: 2.4934, grad_norm: 1.4407, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7432, loss_cls/aux0: 2.1143, loss/aux0: 2.1143 2020-10-19 06:33:20,437 - mmaction - INFO - Epoch [79][200/396] lr: 2.364e-01, eta: 1 day, 11:12:24, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3958, top5_acc: 0.6789, loss_cls: 2.4934, loss: 2.4934, grad_norm: 1.4360, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1037, loss/aux0: 2.1037 2020-10-19 06:33:57,062 - mmaction - INFO - Epoch [79][220/396] lr: 2.364e-01, eta: 1 day, 11:11:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6555, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.4362, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7393, loss_cls/aux0: 2.1709, loss/aux0: 2.1709 2020-10-19 06:33:58,037 - mmaction - INFO - Epoch [79][220/396] lr: 2.364e-01, eta: 1 day, 11:11:51, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3956, top5_acc: 0.6555, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.4308, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7375, loss_cls/aux0: 2.1798, loss/aux0: 2.1798 2020-10-19 06:34:34,570 - mmaction - INFO - Epoch [79][240/396] lr: 2.364e-01, eta: 1 day, 11:10:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6682, loss_cls: 2.5133, loss: 2.5133, grad_norm: 1.4398, top1_acc/aux0: 0.4792, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1376, loss/aux0: 2.1376 2020-10-19 06:34:35,569 - mmaction - INFO - Epoch [79][240/396] lr: 2.364e-01, eta: 1 day, 11:11:18, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6682, loss_cls: 2.5133, loss: 2.5133, grad_norm: 1.4497, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1462, loss/aux0: 2.1462 2020-10-19 06:35:12,069 - mmaction - INFO - Epoch [79][260/396] lr: 2.364e-01, eta: 1 day, 11:10:03, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6745, loss_cls: 2.4900, loss: 2.4900, grad_norm: 1.4309, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1036, loss/aux0: 2.1036 2020-10-19 06:35:13,027 - mmaction - INFO - Epoch [79][260/396] lr: 2.364e-01, eta: 1 day, 11:10:45, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6745, loss_cls: 2.4900, loss: 2.4900, grad_norm: 1.4244, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0954, loss/aux0: 2.0954 2020-10-19 06:35:49,636 - mmaction - INFO - Epoch [79][280/396] lr: 2.364e-01, eta: 1 day, 11:09:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6716, loss_cls: 2.5016, loss: 2.5016, grad_norm: 1.4207, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1537, loss/aux0: 2.1537 2020-10-19 06:35:50,610 - mmaction - INFO - Epoch [79][280/396] lr: 2.364e-01, eta: 1 day, 11:10:12, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6716, loss_cls: 2.5016, loss: 2.5016, grad_norm: 1.4262, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1606, loss/aux0: 2.1606 2020-10-19 06:36:27,171 - mmaction - INFO - Epoch [79][300/396] lr: 2.364e-01, eta: 1 day, 11:08:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6484, loss_cls: 2.6037, loss: 2.6037, grad_norm: 1.4081, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1442, loss/aux0: 2.1442 2020-10-19 06:36:28,183 - mmaction - INFO - Epoch [79][300/396] lr: 2.364e-01, eta: 1 day, 11:09:39, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3867, top5_acc: 0.6484, loss_cls: 2.6037, loss: 2.6037, grad_norm: 1.4120, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1421, loss/aux0: 2.1421 2020-10-19 06:37:04,761 - mmaction - INFO - Epoch [79][320/396] lr: 2.364e-01, eta: 1 day, 11:08:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6755, loss_cls: 2.5252, loss: 2.5252, grad_norm: 1.3848, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0745, loss/aux0: 2.0745 2020-10-19 06:37:05,747 - mmaction - INFO - Epoch [79][320/396] lr: 2.364e-01, eta: 1 day, 11:09:07, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6755, loss_cls: 2.5252, loss: 2.5252, grad_norm: 1.3900, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0567, loss/aux0: 2.0567 2020-10-19 06:37:42,332 - mmaction - INFO - Epoch [79][340/396] lr: 2.364e-01, eta: 1 day, 11:07:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6711, loss_cls: 2.4929, loss: 2.4929, grad_norm: 1.4708, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1574, loss/aux0: 2.1574 2020-10-19 06:37:43,347 - mmaction - INFO - Epoch [79][340/396] lr: 2.364e-01, eta: 1 day, 11:08:34, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6711, loss_cls: 2.4929, loss: 2.4929, grad_norm: 1.4411, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1750, loss/aux0: 2.1750 2020-10-19 06:38:19,775 - mmaction - INFO - Epoch [79][360/396] lr: 2.364e-01, eta: 1 day, 11:07:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6648, loss_cls: 2.5201, loss: 2.5201, grad_norm: 1.4506, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0997, loss/aux0: 2.0997 2020-10-19 06:38:20,813 - mmaction - INFO - Epoch [79][360/396] lr: 2.364e-01, eta: 1 day, 11:08:01, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6648, loss_cls: 2.5201, loss: 2.5201, grad_norm: 1.4492, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0834, loss/aux0: 2.0834 2020-10-19 06:38:57,243 - mmaction - INFO - Epoch [79][380/396] lr: 2.364e-01, eta: 1 day, 11:06:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6643, loss_cls: 2.5593, loss: 2.5593, grad_norm: 1.4181, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0315, loss/aux0: 2.0315 2020-10-19 06:38:58,260 - mmaction - INFO - Epoch [79][380/396] lr: 2.364e-01, eta: 1 day, 11:07:28, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3841, top5_acc: 0.6643, loss_cls: 2.5593, loss: 2.5593, grad_norm: 1.4115, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0279, loss/aux0: 2.0279 2020-10-19 06:43:27,351 - mmaction - INFO - Epoch [80][20/396] lr: 2.349e-01, eta: 1 day, 11:04:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6779, loss_cls: 2.4625, loss: 2.4625, grad_norm: 1.4141, top1_acc/aux0: 0.4855, top5_acc/aux0: 0.7473, loss_cls/aux0: 2.1023, loss/aux0: 2.1023 2020-10-19 06:43:28,299 - mmaction - INFO - Epoch [80][20/396] lr: 2.349e-01, eta: 1 day, 11:05:21, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6779, loss_cls: 2.4625, loss: 2.4625, grad_norm: 1.4177, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1072, loss/aux0: 2.1072 2020-10-19 06:44:04,765 - mmaction - INFO - Epoch [80][40/396] lr: 2.349e-01, eta: 1 day, 11:04:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6727, loss_cls: 2.4880, loss: 2.4880, grad_norm: 1.4196, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1213, loss/aux0: 2.1213 2020-10-19 06:44:05,710 - mmaction - INFO - Epoch [80][40/396] lr: 2.349e-01, eta: 1 day, 11:04:48, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6727, loss_cls: 2.4880, loss: 2.4880, grad_norm: 1.4286, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1298, loss/aux0: 2.1298 2020-10-19 06:44:42,325 - mmaction - INFO - Epoch [80][60/396] lr: 2.349e-01, eta: 1 day, 11:03:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6839, loss_cls: 2.4769, loss: 2.4769, grad_norm: 1.4250, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1019, loss/aux0: 2.1019 2020-10-19 06:44:43,286 - mmaction - INFO - Epoch [80][60/396] lr: 2.349e-01, eta: 1 day, 11:04:15, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6839, loss_cls: 2.4769, loss: 2.4769, grad_norm: 1.4294, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0884, loss/aux0: 2.0884 2020-10-19 06:45:19,845 - mmaction - INFO - Epoch [80][80/396] lr: 2.349e-01, eta: 1 day, 11:03:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6727, loss_cls: 2.4751, loss: 2.4751, grad_norm: 1.4390, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1085, loss/aux0: 2.1085 2020-10-19 06:45:20,854 - mmaction - INFO - Epoch [80][80/396] lr: 2.349e-01, eta: 1 day, 11:03:42, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6727, loss_cls: 2.4751, loss: 2.4751, grad_norm: 1.4317, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1115, loss/aux0: 2.1115 2020-10-19 06:45:57,264 - mmaction - INFO - Epoch [80][100/396] lr: 2.349e-01, eta: 1 day, 11:02:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6732, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.4443, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1357, loss/aux0: 2.1357 2020-10-19 06:45:58,261 - mmaction - INFO - Epoch [80][100/396] lr: 2.349e-01, eta: 1 day, 11:03:09, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6732, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.4380, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1238, loss/aux0: 2.1238 2020-10-19 06:46:34,811 - mmaction - INFO - Epoch [80][120/396] lr: 2.349e-01, eta: 1 day, 11:01:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6875, loss_cls: 2.4542, loss: 2.4542, grad_norm: 1.4494, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0815, loss/aux0: 2.0815 2020-10-19 06:46:35,768 - mmaction - INFO - Epoch [80][120/396] lr: 2.349e-01, eta: 1 day, 11:02:36, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6875, loss_cls: 2.4542, loss: 2.4542, grad_norm: 1.4556, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0940, loss/aux0: 2.0940 2020-10-19 06:47:12,264 - mmaction - INFO - Epoch [80][140/396] lr: 2.349e-01, eta: 1 day, 11:01:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6727, loss_cls: 2.5298, loss: 2.5298, grad_norm: 1.4283, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0939, loss/aux0: 2.0939 2020-10-19 06:47:13,226 - mmaction - INFO - Epoch [80][140/396] lr: 2.349e-01, eta: 1 day, 11:02:03, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4031, top5_acc: 0.6727, loss_cls: 2.5298, loss: 2.5298, grad_norm: 1.4267, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0896, loss/aux0: 2.0896 2020-10-19 06:47:49,697 - mmaction - INFO - Epoch [80][160/396] lr: 2.349e-01, eta: 1 day, 11:00:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6648, loss_cls: 2.5220, loss: 2.5220, grad_norm: 1.4361, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0151, loss/aux0: 2.0151 2020-10-19 06:47:50,648 - mmaction - INFO - Epoch [80][160/396] lr: 2.349e-01, eta: 1 day, 11:01:30, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6648, loss_cls: 2.5220, loss: 2.5220, grad_norm: 1.4360, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0182, loss/aux0: 2.0182 2020-10-19 06:48:27,151 - mmaction - INFO - Epoch [80][180/396] lr: 2.349e-01, eta: 1 day, 11:00:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6667, loss_cls: 2.4877, loss: 2.4877, grad_norm: 1.4032, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1304, loss/aux0: 2.1304 2020-10-19 06:48:28,196 - mmaction - INFO - Epoch [80][180/396] lr: 2.349e-01, eta: 1 day, 11:00:58, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6667, loss_cls: 2.4877, loss: 2.4877, grad_norm: 1.4054, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1175, loss/aux0: 2.1175 2020-10-19 06:49:04,816 - mmaction - INFO - Epoch [80][200/396] lr: 2.349e-01, eta: 1 day, 10:59:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6745, loss_cls: 2.4793, loss: 2.4793, grad_norm: 1.4093, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0817, loss/aux0: 2.0817 2020-10-19 06:49:05,810 - mmaction - INFO - Epoch [80][200/396] lr: 2.349e-01, eta: 1 day, 11:00:25, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6745, loss_cls: 2.4793, loss: 2.4793, grad_norm: 1.4076, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.0829, loss/aux0: 2.0829 2020-10-19 06:49:42,376 - mmaction - INFO - Epoch [80][220/396] lr: 2.349e-01, eta: 1 day, 10:59:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6727, loss_cls: 2.4923, loss: 2.4923, grad_norm: 1.4131, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1364, loss/aux0: 2.1364 2020-10-19 06:49:43,313 - mmaction - INFO - Epoch [80][220/396] lr: 2.349e-01, eta: 1 day, 10:59:52, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6727, loss_cls: 2.4923, loss: 2.4923, grad_norm: 1.4205, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1468, loss/aux0: 2.1468 2020-10-19 06:50:19,826 - mmaction - INFO - Epoch [80][240/396] lr: 2.349e-01, eta: 1 day, 10:58:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6656, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.4486, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1455, loss/aux0: 2.1455 2020-10-19 06:50:20,753 - mmaction - INFO - Epoch [80][240/396] lr: 2.349e-01, eta: 1 day, 10:59:19, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3953, top5_acc: 0.6656, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.4529, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1513, loss/aux0: 2.1513 2020-10-19 06:50:57,391 - mmaction - INFO - Epoch [80][260/396] lr: 2.349e-01, eta: 1 day, 10:58:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6714, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.4443, top1_acc/aux0: 0.4721, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1408, loss/aux0: 2.1408 2020-10-19 06:50:58,327 - mmaction - INFO - Epoch [80][260/396] lr: 2.349e-01, eta: 1 day, 10:58:47, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6714, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.4519, top1_acc/aux0: 0.4745, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1315, loss/aux0: 2.1315 2020-10-19 06:51:34,923 - mmaction - INFO - Epoch [80][280/396] lr: 2.349e-01, eta: 1 day, 10:57:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6651, loss_cls: 2.5507, loss: 2.5507, grad_norm: 1.4170, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1294, loss/aux0: 2.1294 2020-10-19 06:51:35,891 - mmaction - INFO - Epoch [80][280/396] lr: 2.349e-01, eta: 1 day, 10:58:14, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6651, loss_cls: 2.5507, loss: 2.5507, grad_norm: 1.4144, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1341, loss/aux0: 2.1341 2020-10-19 06:52:12,378 - mmaction - INFO - Epoch [80][300/396] lr: 2.349e-01, eta: 1 day, 10:56:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6773, loss_cls: 2.4811, loss: 2.4811, grad_norm: 1.4343, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0828, loss/aux0: 2.0828 2020-10-19 06:52:13,327 - mmaction - INFO - Epoch [80][300/396] lr: 2.349e-01, eta: 1 day, 10:57:41, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6773, loss_cls: 2.4811, loss: 2.4811, grad_norm: 1.4365, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.0799, loss/aux0: 2.0799 2020-10-19 06:52:49,912 - mmaction - INFO - Epoch [80][320/396] lr: 2.349e-01, eta: 1 day, 10:56:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6552, loss_cls: 2.5854, loss: 2.5854, grad_norm: 1.4520, top1_acc/aux0: 0.4695, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1488, loss/aux0: 2.1488 2020-10-19 06:52:50,902 - mmaction - INFO - Epoch [80][320/396] lr: 2.349e-01, eta: 1 day, 10:57:08, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3914, top5_acc: 0.6552, loss_cls: 2.5854, loss: 2.5854, grad_norm: 1.4466, top1_acc/aux0: 0.4719, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1546, loss/aux0: 2.1546 2020-10-19 06:53:27,498 - mmaction - INFO - Epoch [80][340/396] lr: 2.349e-01, eta: 1 day, 10:55:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6763, loss_cls: 2.5111, loss: 2.5111, grad_norm: 1.4391, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0612, loss/aux0: 2.0612 2020-10-19 06:53:28,491 - mmaction - INFO - Epoch [80][340/396] lr: 2.349e-01, eta: 1 day, 10:56:36, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6763, loss_cls: 2.5111, loss: 2.5111, grad_norm: 1.4348, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0521, loss/aux0: 2.0521 2020-10-19 06:54:04,984 - mmaction - INFO - Epoch [80][360/396] lr: 2.349e-01, eta: 1 day, 10:55:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6646, loss_cls: 2.5676, loss: 2.5676, grad_norm: 1.4354, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1013, loss/aux0: 2.1013 2020-10-19 06:54:05,947 - mmaction - INFO - Epoch [80][360/396] lr: 2.349e-01, eta: 1 day, 10:56:03, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6646, loss_cls: 2.5676, loss: 2.5676, grad_norm: 1.4350, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0992, loss/aux0: 2.0992 2020-10-19 06:54:42,420 - mmaction - INFO - Epoch [80][380/396] lr: 2.349e-01, eta: 1 day, 10:54:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6638, loss_cls: 2.5519, loss: 2.5519, grad_norm: 1.4459, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1041, loss/aux0: 2.1041 2020-10-19 06:54:43,397 - mmaction - INFO - Epoch [80][380/396] lr: 2.349e-01, eta: 1 day, 10:55:30, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6638, loss_cls: 2.5519, loss: 2.5519, grad_norm: 1.4529, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1185, loss/aux0: 2.1185 2020-10-19 06:55:14,630 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-19 06:56:57,432 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 06:56:57,566 - mmaction - INFO - top1_acc 0.4866 top5_acc 0.7592 2020-10-19 06:56:57,566 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 06:56:57,604 - mmaction - INFO - mean_acc 0.4876 2020-10-19 06:56:57,606 - mmaction - INFO - Epoch(val) [80][396] top1_acc: 0.4866, top5_acc: 0.7592, mean_class_accuracy: 0.4876 2020-10-19 07:00:55,867 - mmaction - INFO - Epoch [81][20/396] lr: 2.333e-01, eta: 1 day, 10:52:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6867, loss_cls: 2.4511, loss: 2.4511, grad_norm: 1.4542, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7637, loss_cls/aux0: 2.0861, loss/aux0: 2.0861 2020-10-19 07:00:56,860 - mmaction - INFO - Epoch [81][20/396] lr: 2.333e-01, eta: 1 day, 10:53:24, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6867, loss_cls: 2.4511, loss: 2.4511, grad_norm: 1.4532, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0812, loss/aux0: 2.0812 2020-10-19 07:01:33,356 - mmaction - INFO - Epoch [81][40/396] lr: 2.333e-01, eta: 1 day, 10:52:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6721, loss_cls: 2.4925, loss: 2.4925, grad_norm: 1.4422, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0962, loss/aux0: 2.0962 2020-10-19 07:01:34,351 - mmaction - INFO - Epoch [81][40/396] lr: 2.333e-01, eta: 1 day, 10:52:51, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6721, loss_cls: 2.4925, loss: 2.4925, grad_norm: 1.4388, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0954, loss/aux0: 2.0954 2020-10-19 07:02:10,795 - mmaction - INFO - Epoch [81][60/396] lr: 2.333e-01, eta: 1 day, 10:51:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6880, loss_cls: 2.4497, loss: 2.4497, grad_norm: 1.4434, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0658, loss/aux0: 2.0658 2020-10-19 07:02:11,749 - mmaction - INFO - Epoch [81][60/396] lr: 2.333e-01, eta: 1 day, 10:52:18, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6880, loss_cls: 2.4497, loss: 2.4497, grad_norm: 1.4383, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0637, loss/aux0: 2.0637 2020-10-19 07:02:48,288 - mmaction - INFO - Epoch [81][80/396] lr: 2.333e-01, eta: 1 day, 10:51:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6711, loss_cls: 2.4913, loss: 2.4913, grad_norm: 1.4668, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1094, loss/aux0: 2.1094 2020-10-19 07:02:49,248 - mmaction - INFO - Epoch [81][80/396] lr: 2.333e-01, eta: 1 day, 10:51:46, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6711, loss_cls: 2.4913, loss: 2.4913, grad_norm: 1.4722, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1306, loss/aux0: 2.1306 2020-10-19 07:03:25,732 - mmaction - INFO - Epoch [81][100/396] lr: 2.333e-01, eta: 1 day, 10:50:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6797, loss_cls: 2.4420, loss: 2.4420, grad_norm: 1.4497, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.1077, loss/aux0: 2.1077 2020-10-19 07:03:26,744 - mmaction - INFO - Epoch [81][100/396] lr: 2.333e-01, eta: 1 day, 10:51:13, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6797, loss_cls: 2.4420, loss: 2.4420, grad_norm: 1.4476, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0916, loss/aux0: 2.0916 2020-10-19 07:04:03,378 - mmaction - INFO - Epoch [81][120/396] lr: 2.333e-01, eta: 1 day, 10:49:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6664, loss_cls: 2.5174, loss: 2.5174, grad_norm: 1.4658, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7409, loss_cls/aux0: 2.1164, loss/aux0: 2.1164 2020-10-19 07:04:04,357 - mmaction - INFO - Epoch [81][120/396] lr: 2.333e-01, eta: 1 day, 10:50:40, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3924, top5_acc: 0.6664, loss_cls: 2.5174, loss: 2.5174, grad_norm: 1.4646, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7404, loss_cls/aux0: 2.1167, loss/aux0: 2.1167 2020-10-19 07:04:41,023 - mmaction - INFO - Epoch [81][140/396] lr: 2.333e-01, eta: 1 day, 10:49:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6786, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.4590, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0924, loss/aux0: 2.0924 2020-10-19 07:04:42,035 - mmaction - INFO - Epoch [81][140/396] lr: 2.333e-01, eta: 1 day, 10:50:08, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6786, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.4636, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0990, loss/aux0: 2.0990 2020-10-19 07:05:18,612 - mmaction - INFO - Epoch [81][160/396] lr: 2.333e-01, eta: 1 day, 10:48:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6786, loss_cls: 2.5094, loss: 2.5094, grad_norm: 1.4622, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7385, loss_cls/aux0: 2.1342, loss/aux0: 2.1342 2020-10-19 07:05:19,595 - mmaction - INFO - Epoch [81][160/396] lr: 2.333e-01, eta: 1 day, 10:49:35, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6786, loss_cls: 2.5094, loss: 2.5094, grad_norm: 1.4505, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1220, loss/aux0: 2.1220 2020-10-19 07:05:56,112 - mmaction - INFO - Epoch [81][180/396] lr: 2.333e-01, eta: 1 day, 10:48:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6667, loss_cls: 2.5253, loss: 2.5253, grad_norm: 1.4538, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.1351, loss/aux0: 2.1351 2020-10-19 07:05:57,065 - mmaction - INFO - Epoch [81][180/396] lr: 2.333e-01, eta: 1 day, 10:49:02, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6667, loss_cls: 2.5253, loss: 2.5253, grad_norm: 1.4600, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1421, loss/aux0: 2.1421 2020-10-19 07:06:33,565 - mmaction - INFO - Epoch [81][200/396] lr: 2.333e-01, eta: 1 day, 10:47:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6719, loss_cls: 2.5424, loss: 2.5424, grad_norm: 1.4224, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0455, loss/aux0: 2.0455 2020-10-19 07:06:34,527 - mmaction - INFO - Epoch [81][200/396] lr: 2.333e-01, eta: 1 day, 10:48:29, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6719, loss_cls: 2.5424, loss: 2.5424, grad_norm: 1.4191, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0426, loss/aux0: 2.0426 2020-10-19 07:07:11,122 - mmaction - INFO - Epoch [81][220/396] lr: 2.333e-01, eta: 1 day, 10:47:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6690, loss_cls: 2.5382, loss: 2.5382, grad_norm: 1.4559, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1301, loss/aux0: 2.1301 2020-10-19 07:07:12,065 - mmaction - INFO - Epoch [81][220/396] lr: 2.333e-01, eta: 1 day, 10:47:56, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6690, loss_cls: 2.5382, loss: 2.5382, grad_norm: 1.4606, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1367, loss/aux0: 2.1367 2020-10-19 07:07:48,582 - mmaction - INFO - Epoch [81][240/396] lr: 2.333e-01, eta: 1 day, 10:46:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6667, loss_cls: 2.5221, loss: 2.5221, grad_norm: 1.4287, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1021, loss/aux0: 2.1021 2020-10-19 07:07:49,558 - mmaction - INFO - Epoch [81][240/396] lr: 2.333e-01, eta: 1 day, 10:47:23, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3982, top5_acc: 0.6667, loss_cls: 2.5221, loss: 2.5221, grad_norm: 1.4367, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1003, loss/aux0: 2.1003 2020-10-19 07:08:26,186 - mmaction - INFO - Epoch [81][260/396] lr: 2.333e-01, eta: 1 day, 10:46:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6659, loss_cls: 2.5425, loss: 2.5425, grad_norm: 1.4665, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0869, loss/aux0: 2.0869 2020-10-19 07:08:27,126 - mmaction - INFO - Epoch [81][260/396] lr: 2.333e-01, eta: 1 day, 10:46:50, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4005, top5_acc: 0.6659, loss_cls: 2.5425, loss: 2.5425, grad_norm: 1.4630, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0820, loss/aux0: 2.0820 2020-10-19 07:09:03,753 - mmaction - INFO - Epoch [81][280/396] lr: 2.333e-01, eta: 1 day, 10:45:37, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6763, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.4435, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1008, loss/aux0: 2.1008 2020-10-19 07:09:04,731 - mmaction - INFO - Epoch [81][280/396] lr: 2.333e-01, eta: 1 day, 10:46:18, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4076, top5_acc: 0.6763, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.4428, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1012, loss/aux0: 2.1012 2020-10-19 07:09:41,319 - mmaction - INFO - Epoch [81][300/396] lr: 2.333e-01, eta: 1 day, 10:45:04, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6758, loss_cls: 2.4906, loss: 2.4906, grad_norm: 1.4439, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0889, loss/aux0: 2.0889 2020-10-19 07:09:42,298 - mmaction - INFO - Epoch [81][300/396] lr: 2.333e-01, eta: 1 day, 10:45:45, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4086, top5_acc: 0.6758, loss_cls: 2.4906, loss: 2.4906, grad_norm: 1.4481, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0977, loss/aux0: 2.0977 2020-10-19 07:10:18,788 - mmaction - INFO - Epoch [81][320/396] lr: 2.333e-01, eta: 1 day, 10:44:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6680, loss_cls: 2.5332, loss: 2.5332, grad_norm: 1.4259, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1040, loss/aux0: 2.1040 2020-10-19 07:10:19,748 - mmaction - INFO - Epoch [81][320/396] lr: 2.333e-01, eta: 1 day, 10:45:12, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6680, loss_cls: 2.5332, loss: 2.5332, grad_norm: 1.4296, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1115, loss/aux0: 2.1115 2020-10-19 07:10:56,297 - mmaction - INFO - Epoch [81][340/396] lr: 2.333e-01, eta: 1 day, 10:43:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6552, loss_cls: 2.5685, loss: 2.5685, grad_norm: 1.4502, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1155, loss/aux0: 2.1155 2020-10-19 07:10:57,295 - mmaction - INFO - Epoch [81][340/396] lr: 2.333e-01, eta: 1 day, 10:44:39, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3917, top5_acc: 0.6552, loss_cls: 2.5685, loss: 2.5685, grad_norm: 1.4474, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.0957, loss/aux0: 2.0957 2020-10-19 07:11:33,896 - mmaction - INFO - Epoch [81][360/396] lr: 2.333e-01, eta: 1 day, 10:43:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6742, loss_cls: 2.4966, loss: 2.4966, grad_norm: 1.4413, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1260, loss/aux0: 2.1260 2020-10-19 07:11:34,858 - mmaction - INFO - Epoch [81][360/396] lr: 2.333e-01, eta: 1 day, 10:44:07, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6742, loss_cls: 2.4966, loss: 2.4966, grad_norm: 1.4344, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1286, loss/aux0: 2.1286 2020-10-19 07:12:11,542 - mmaction - INFO - Epoch [81][380/396] lr: 2.333e-01, eta: 1 day, 10:42:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6664, loss_cls: 2.5372, loss: 2.5372, grad_norm: 1.4362, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1379, loss/aux0: 2.1379 2020-10-19 07:12:12,504 - mmaction - INFO - Epoch [81][380/396] lr: 2.333e-01, eta: 1 day, 10:43:34, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6664, loss_cls: 2.5372, loss: 2.5372, grad_norm: 1.4294, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7417, loss_cls/aux0: 2.1379, loss/aux0: 2.1379 2020-10-19 07:16:39,996 - mmaction - INFO - Epoch [82][20/396] lr: 2.318e-01, eta: 1 day, 10:40:49, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6833, loss_cls: 2.4641, loss: 2.4641, grad_norm: 1.4459, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7407, loss_cls/aux0: 2.1130, loss/aux0: 2.1130 2020-10-19 07:16:40,973 - mmaction - INFO - Epoch [82][20/396] lr: 2.318e-01, eta: 1 day, 10:41:30, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6833, loss_cls: 2.4641, loss: 2.4641, grad_norm: 1.4420, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7430, loss_cls/aux0: 2.0981, loss/aux0: 2.0981 2020-10-19 07:17:17,270 - mmaction - INFO - Epoch [82][40/396] lr: 2.318e-01, eta: 1 day, 10:40:16, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6839, loss_cls: 2.4531, loss: 2.4531, grad_norm: 1.4577, top1_acc/aux0: 0.4799, top5_acc/aux0: 0.7471, loss_cls/aux0: 2.0967, loss/aux0: 2.0967 2020-10-19 07:17:18,260 - mmaction - INFO - Epoch [82][40/396] lr: 2.318e-01, eta: 1 day, 10:40:57, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6839, loss_cls: 2.4531, loss: 2.4531, grad_norm: 1.4550, top1_acc/aux0: 0.4768, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.0977, loss/aux0: 2.0977 2020-10-19 07:17:54,752 - mmaction - INFO - Epoch [82][60/396] lr: 2.318e-01, eta: 1 day, 10:39:43, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6781, loss_cls: 2.4898, loss: 2.4898, grad_norm: 1.4733, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1233, loss/aux0: 2.1233 2020-10-19 07:17:55,734 - mmaction - INFO - Epoch [82][60/396] lr: 2.318e-01, eta: 1 day, 10:40:24, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6781, loss_cls: 2.4898, loss: 2.4898, grad_norm: 1.4791, top1_acc/aux0: 0.4852, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1325, loss/aux0: 2.1325 2020-10-19 07:18:32,225 - mmaction - INFO - Epoch [82][80/396] lr: 2.318e-01, eta: 1 day, 10:39:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6815, loss_cls: 2.4761, loss: 2.4761, grad_norm: 1.4489, top1_acc/aux0: 0.4810, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1691, loss/aux0: 2.1691 2020-10-19 07:18:33,223 - mmaction - INFO - Epoch [82][80/396] lr: 2.318e-01, eta: 1 day, 10:39:51, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6815, loss_cls: 2.4761, loss: 2.4761, grad_norm: 1.4500, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1681, loss/aux0: 2.1681 2020-10-19 07:19:09,692 - mmaction - INFO - Epoch [82][100/396] lr: 2.318e-01, eta: 1 day, 10:38:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6646, loss_cls: 2.5187, loss: 2.5187, grad_norm: 1.4432, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0962, loss/aux0: 2.0962 2020-10-19 07:19:10,635 - mmaction - INFO - Epoch [82][100/396] lr: 2.318e-01, eta: 1 day, 10:39:18, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6646, loss_cls: 2.5187, loss: 2.5187, grad_norm: 1.4465, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1058, loss/aux0: 2.1058 2020-10-19 07:19:47,228 - mmaction - INFO - Epoch [82][120/396] lr: 2.318e-01, eta: 1 day, 10:38:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6690, loss_cls: 2.5055, loss: 2.5055, grad_norm: 1.4859, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1263, loss/aux0: 2.1263 2020-10-19 07:19:48,170 - mmaction - INFO - Epoch [82][120/396] lr: 2.318e-01, eta: 1 day, 10:38:45, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6690, loss_cls: 2.5055, loss: 2.5055, grad_norm: 1.4826, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.1147, loss/aux0: 2.1147 2020-10-19 07:20:24,646 - mmaction - INFO - Epoch [82][140/396] lr: 2.318e-01, eta: 1 day, 10:37:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6831, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.4552, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1284, loss/aux0: 2.1284 2020-10-19 07:20:25,646 - mmaction - INFO - Epoch [82][140/396] lr: 2.318e-01, eta: 1 day, 10:38:12, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6831, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.4533, top1_acc/aux0: 0.4823, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1331, loss/aux0: 2.1331 2020-10-19 07:21:02,160 - mmaction - INFO - Epoch [82][160/396] lr: 2.318e-01, eta: 1 day, 10:36:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6617, loss_cls: 2.5533, loss: 2.5533, grad_norm: 1.4484, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0552, loss/aux0: 2.0552 2020-10-19 07:21:03,095 - mmaction - INFO - Epoch [82][160/396] lr: 2.318e-01, eta: 1 day, 10:37:39, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6617, loss_cls: 2.5533, loss: 2.5533, grad_norm: 1.4489, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0621, loss/aux0: 2.0621 2020-10-19 07:21:39,685 - mmaction - INFO - Epoch [82][180/396] lr: 2.318e-01, eta: 1 day, 10:36:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6727, loss_cls: 2.4854, loss: 2.4854, grad_norm: 1.4668, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0966, loss/aux0: 2.0966 2020-10-19 07:21:40,709 - mmaction - INFO - Epoch [82][180/396] lr: 2.318e-01, eta: 1 day, 10:37:06, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6727, loss_cls: 2.4854, loss: 2.4854, grad_norm: 1.4646, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0845, loss/aux0: 2.0845 2020-10-19 07:22:17,273 - mmaction - INFO - Epoch [82][200/396] lr: 2.318e-01, eta: 1 day, 10:35:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6708, loss_cls: 2.5074, loss: 2.5074, grad_norm: 1.4583, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0880, loss/aux0: 2.0880 2020-10-19 07:22:18,293 - mmaction - INFO - Epoch [82][200/396] lr: 2.318e-01, eta: 1 day, 10:36:33, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6708, loss_cls: 2.5074, loss: 2.5074, grad_norm: 1.4556, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0960, loss/aux0: 2.0960 2020-10-19 07:22:54,862 - mmaction - INFO - Epoch [82][220/396] lr: 2.318e-01, eta: 1 day, 10:35:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6729, loss_cls: 2.4959, loss: 2.4959, grad_norm: 1.4315, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0815, loss/aux0: 2.0815 2020-10-19 07:22:55,899 - mmaction - INFO - Epoch [82][220/396] lr: 2.318e-01, eta: 1 day, 10:36:00, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6729, loss_cls: 2.4959, loss: 2.4959, grad_norm: 1.4338, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0759, loss/aux0: 2.0759 2020-10-19 07:23:32,446 - mmaction - INFO - Epoch [82][240/396] lr: 2.318e-01, eta: 1 day, 10:34:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6763, loss_cls: 2.4929, loss: 2.4929, grad_norm: 1.4238, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0125, loss/aux0: 2.0125 2020-10-19 07:23:33,420 - mmaction - INFO - Epoch [82][240/396] lr: 2.318e-01, eta: 1 day, 10:35:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4010, top5_acc: 0.6763, loss_cls: 2.4929, loss: 2.4929, grad_norm: 1.4276, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0102, loss/aux0: 2.0102 2020-10-19 07:24:10,064 - mmaction - INFO - Epoch [82][260/396] lr: 2.318e-01, eta: 1 day, 10:34:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6846, loss_cls: 2.4737, loss: 2.4737, grad_norm: 1.4891, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0632, loss/aux0: 2.0632 2020-10-19 07:24:11,065 - mmaction - INFO - Epoch [82][260/396] lr: 2.318e-01, eta: 1 day, 10:34:55, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6846, loss_cls: 2.4737, loss: 2.4737, grad_norm: 1.4883, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0681, loss/aux0: 2.0681 2020-10-19 07:24:47,483 - mmaction - INFO - Epoch [82][280/396] lr: 2.318e-01, eta: 1 day, 10:33:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6779, loss_cls: 2.5091, loss: 2.5091, grad_norm: 1.4432, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1270, loss/aux0: 2.1270 2020-10-19 07:24:48,454 - mmaction - INFO - Epoch [82][280/396] lr: 2.318e-01, eta: 1 day, 10:34:22, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6779, loss_cls: 2.5091, loss: 2.5091, grad_norm: 1.4496, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1234, loss/aux0: 2.1234 2020-10-19 07:25:25,045 - mmaction - INFO - Epoch [82][300/396] lr: 2.318e-01, eta: 1 day, 10:33:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6750, loss_cls: 2.5127, loss: 2.5127, grad_norm: 1.4624, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0876, loss/aux0: 2.0876 2020-10-19 07:25:26,068 - mmaction - INFO - Epoch [82][300/396] lr: 2.318e-01, eta: 1 day, 10:33:49, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6750, loss_cls: 2.5127, loss: 2.5127, grad_norm: 1.4635, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.1038, loss/aux0: 2.1038 2020-10-19 07:26:02,590 - mmaction - INFO - Epoch [82][320/396] lr: 2.318e-01, eta: 1 day, 10:32:36, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6570, loss_cls: 2.5226, loss: 2.5226, grad_norm: 1.4514, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1076, loss/aux0: 2.1076 2020-10-19 07:26:03,574 - mmaction - INFO - Epoch [82][320/396] lr: 2.318e-01, eta: 1 day, 10:33:16, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6570, loss_cls: 2.5226, loss: 2.5226, grad_norm: 1.4574, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1026, loss/aux0: 2.1026 2020-10-19 07:26:40,080 - mmaction - INFO - Epoch [82][340/396] lr: 2.318e-01, eta: 1 day, 10:32:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6560, loss_cls: 2.5774, loss: 2.5774, grad_norm: 1.4461, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0971, loss/aux0: 2.0971 2020-10-19 07:26:41,024 - mmaction - INFO - Epoch [82][340/396] lr: 2.318e-01, eta: 1 day, 10:32:43, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6560, loss_cls: 2.5774, loss: 2.5774, grad_norm: 1.4502, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0985, loss/aux0: 2.0985 2020-10-19 07:27:17,624 - mmaction - INFO - Epoch [82][360/396] lr: 2.318e-01, eta: 1 day, 10:31:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6672, loss_cls: 2.5113, loss: 2.5113, grad_norm: 1.4428, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1233, loss/aux0: 2.1233 2020-10-19 07:27:18,640 - mmaction - INFO - Epoch [82][360/396] lr: 2.318e-01, eta: 1 day, 10:32:10, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6672, loss_cls: 2.5113, loss: 2.5113, grad_norm: 1.4407, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1233, loss/aux0: 2.1233 2020-10-19 07:27:55,305 - mmaction - INFO - Epoch [82][380/396] lr: 2.318e-01, eta: 1 day, 10:30:57, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6779, loss_cls: 2.5183, loss: 2.5183, grad_norm: 1.4552, top1_acc/aux0: 0.4831, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1088, loss/aux0: 2.1088 2020-10-19 07:27:56,262 - mmaction - INFO - Epoch [82][380/396] lr: 2.318e-01, eta: 1 day, 10:31:37, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6779, loss_cls: 2.5183, loss: 2.5183, grad_norm: 1.4653, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.1013, loss/aux0: 2.1013 2020-10-19 07:32:26,085 - mmaction - INFO - Epoch [83][20/396] lr: 2.302e-01, eta: 1 day, 10:28:54, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6729, loss_cls: 2.4946, loss: 2.4946, grad_norm: 1.4543, top1_acc/aux0: 0.4816, top5_acc/aux0: 0.7388, loss_cls/aux0: 2.1591, loss/aux0: 2.1591 2020-10-19 07:32:27,069 - mmaction - INFO - Epoch [83][20/396] lr: 2.302e-01, eta: 1 day, 10:29:33, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6729, loss_cls: 2.4946, loss: 2.4946, grad_norm: 1.4554, top1_acc/aux0: 0.4807, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1744, loss/aux0: 2.1744 2020-10-19 07:33:03,505 - mmaction - INFO - Epoch [83][40/396] lr: 2.302e-01, eta: 1 day, 10:28:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6797, loss_cls: 2.4649, loss: 2.4649, grad_norm: 1.4217, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.1107, loss/aux0: 2.1107 2020-10-19 07:33:04,540 - mmaction - INFO - Epoch [83][40/396] lr: 2.302e-01, eta: 1 day, 10:29:00, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6797, loss_cls: 2.4649, loss: 2.4649, grad_norm: 1.4132, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0904, loss/aux0: 2.0904 2020-10-19 07:33:40,929 - mmaction - INFO - Epoch [83][60/396] lr: 2.302e-01, eta: 1 day, 10:27:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6938, loss_cls: 2.4302, loss: 2.4302, grad_norm: 1.4212, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0917, loss/aux0: 2.0917 2020-10-19 07:33:41,900 - mmaction - INFO - Epoch [83][60/396] lr: 2.302e-01, eta: 1 day, 10:28:27, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6938, loss_cls: 2.4302, loss: 2.4302, grad_norm: 1.4184, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0879, loss/aux0: 2.0879 2020-10-19 07:34:18,475 - mmaction - INFO - Epoch [83][80/396] lr: 2.302e-01, eta: 1 day, 10:27:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6625, loss_cls: 2.5230, loss: 2.5230, grad_norm: 1.4590, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7461, loss_cls/aux0: 2.1304, loss/aux0: 2.1304 2020-10-19 07:34:19,439 - mmaction - INFO - Epoch [83][80/396] lr: 2.302e-01, eta: 1 day, 10:27:54, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6625, loss_cls: 2.5230, loss: 2.5230, grad_norm: 1.4557, top1_acc/aux0: 0.4844, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1288, loss/aux0: 2.1288 2020-10-19 07:34:55,803 - mmaction - INFO - Epoch [83][100/396] lr: 2.302e-01, eta: 1 day, 10:26:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6674, loss_cls: 2.5349, loss: 2.5349, grad_norm: 1.4272, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0321, loss/aux0: 2.0321 2020-10-19 07:34:56,767 - mmaction - INFO - Epoch [83][100/396] lr: 2.302e-01, eta: 1 day, 10:27:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6674, loss_cls: 2.5349, loss: 2.5349, grad_norm: 1.4318, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0424, loss/aux0: 2.0424 2020-10-19 07:35:33,323 - mmaction - INFO - Epoch [83][120/396] lr: 2.302e-01, eta: 1 day, 10:26:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6792, loss_cls: 2.4631, loss: 2.4631, grad_norm: 1.4375, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.1126, loss/aux0: 2.1126 2020-10-19 07:35:34,288 - mmaction - INFO - Epoch [83][120/396] lr: 2.302e-01, eta: 1 day, 10:26:48, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6792, loss_cls: 2.4631, loss: 2.4631, grad_norm: 1.4448, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.1104, loss/aux0: 2.1104 2020-10-19 07:36:10,866 - mmaction - INFO - Epoch [83][140/396] lr: 2.302e-01, eta: 1 day, 10:25:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6781, loss_cls: 2.5016, loss: 2.5016, grad_norm: 1.4645, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0879, loss/aux0: 2.0879 2020-10-19 07:36:11,872 - mmaction - INFO - Epoch [83][140/396] lr: 2.302e-01, eta: 1 day, 10:26:15, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6781, loss_cls: 2.5016, loss: 2.5016, grad_norm: 1.4615, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0775, loss/aux0: 2.0775 2020-10-19 07:36:48,428 - mmaction - INFO - Epoch [83][160/396] lr: 2.302e-01, eta: 1 day, 10:25:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6818, loss_cls: 2.4832, loss: 2.4832, grad_norm: 1.4386, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0442, loss/aux0: 2.0442 2020-10-19 07:36:49,376 - mmaction - INFO - Epoch [83][160/396] lr: 2.302e-01, eta: 1 day, 10:25:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6818, loss_cls: 2.4832, loss: 2.4832, grad_norm: 1.4398, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0483, loss/aux0: 2.0483 2020-10-19 07:37:25,886 - mmaction - INFO - Epoch [83][180/396] lr: 2.302e-01, eta: 1 day, 10:24:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6763, loss_cls: 2.4961, loss: 2.4961, grad_norm: 1.4767, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.1122, loss/aux0: 2.1122 2020-10-19 07:37:26,840 - mmaction - INFO - Epoch [83][180/396] lr: 2.302e-01, eta: 1 day, 10:25:09, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6763, loss_cls: 2.4961, loss: 2.4961, grad_norm: 1.4700, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.1156, loss/aux0: 2.1156 2020-10-19 07:38:03,475 - mmaction - INFO - Epoch [83][200/396] lr: 2.302e-01, eta: 1 day, 10:23:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6672, loss_cls: 2.5364, loss: 2.5364, grad_norm: 1.4635, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7427, loss_cls/aux0: 2.1217, loss/aux0: 2.1217 2020-10-19 07:38:04,506 - mmaction - INFO - Epoch [83][200/396] lr: 2.302e-01, eta: 1 day, 10:24:36, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.3911, top5_acc: 0.6672, loss_cls: 2.5364, loss: 2.5364, grad_norm: 1.4658, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7424, loss_cls/aux0: 2.1261, loss/aux0: 2.1261 2020-10-19 07:38:40,977 - mmaction - INFO - Epoch [83][220/396] lr: 2.302e-01, eta: 1 day, 10:23:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6737, loss_cls: 2.5192, loss: 2.5192, grad_norm: 1.4001, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1532, loss/aux0: 2.1532 2020-10-19 07:38:41,933 - mmaction - INFO - Epoch [83][220/396] lr: 2.302e-01, eta: 1 day, 10:24:03, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6737, loss_cls: 2.5192, loss: 2.5192, grad_norm: 1.4051, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1484, loss/aux0: 2.1484 2020-10-19 07:39:18,531 - mmaction - INFO - Epoch [83][240/396] lr: 2.302e-01, eta: 1 day, 10:22:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6768, loss_cls: 2.4946, loss: 2.4946, grad_norm: 1.4310, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1308, loss/aux0: 2.1308 2020-10-19 07:39:19,487 - mmaction - INFO - Epoch [83][240/396] lr: 2.302e-01, eta: 1 day, 10:23:30, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6768, loss_cls: 2.4946, loss: 2.4946, grad_norm: 1.4216, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1230, loss/aux0: 2.1230 2020-10-19 07:39:56,179 - mmaction - INFO - Epoch [83][260/396] lr: 2.302e-01, eta: 1 day, 10:22:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6589, loss_cls: 2.5345, loss: 2.5345, grad_norm: 1.4315, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0910, loss/aux0: 2.0910 2020-10-19 07:39:57,181 - mmaction - INFO - Epoch [83][260/396] lr: 2.302e-01, eta: 1 day, 10:22:58, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6589, loss_cls: 2.5345, loss: 2.5345, grad_norm: 1.4395, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.1057, loss/aux0: 2.1057 2020-10-19 07:40:33,700 - mmaction - INFO - Epoch [83][280/396] lr: 2.302e-01, eta: 1 day, 10:21:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6742, loss_cls: 2.4986, loss: 2.4986, grad_norm: 1.4282, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0841, loss/aux0: 2.0841 2020-10-19 07:40:34,652 - mmaction - INFO - Epoch [83][280/396] lr: 2.302e-01, eta: 1 day, 10:22:25, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6742, loss_cls: 2.4986, loss: 2.4986, grad_norm: 1.4278, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0667, loss/aux0: 2.0667 2020-10-19 07:41:11,198 - mmaction - INFO - Epoch [83][300/396] lr: 2.302e-01, eta: 1 day, 10:21:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6784, loss_cls: 2.4745, loss: 2.4745, grad_norm: 1.4813, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0229, loss/aux0: 2.0229 2020-10-19 07:41:12,186 - mmaction - INFO - Epoch [83][300/396] lr: 2.302e-01, eta: 1 day, 10:21:52, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6784, loss_cls: 2.4745, loss: 2.4745, grad_norm: 1.4801, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0336, loss/aux0: 2.0336 2020-10-19 07:41:48,822 - mmaction - INFO - Epoch [83][320/396] lr: 2.302e-01, eta: 1 day, 10:20:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6755, loss_cls: 2.5082, loss: 2.5082, grad_norm: 1.4419, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.1359, loss/aux0: 2.1359 2020-10-19 07:41:49,779 - mmaction - INFO - Epoch [83][320/396] lr: 2.302e-01, eta: 1 day, 10:21:19, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6755, loss_cls: 2.5082, loss: 2.5082, grad_norm: 1.4500, top1_acc/aux0: 0.4854, top5_acc/aux0: 0.7453, loss_cls/aux0: 2.1354, loss/aux0: 2.1354 2020-10-19 07:42:26,323 - mmaction - INFO - Epoch [83][340/396] lr: 2.302e-01, eta: 1 day, 10:20:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6721, loss_cls: 2.4881, loss: 2.4881, grad_norm: 1.4691, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1081, loss/aux0: 2.1081 2020-10-19 07:42:27,308 - mmaction - INFO - Epoch [83][340/396] lr: 2.302e-01, eta: 1 day, 10:20:46, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6721, loss_cls: 2.4881, loss: 2.4881, grad_norm: 1.4545, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1009, loss/aux0: 2.1009 2020-10-19 07:43:03,903 - mmaction - INFO - Epoch [83][360/396] lr: 2.302e-01, eta: 1 day, 10:19:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6628, loss_cls: 2.5357, loss: 2.5357, grad_norm: 1.4327, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0558, loss/aux0: 2.0558 2020-10-19 07:43:04,923 - mmaction - INFO - Epoch [83][360/396] lr: 2.302e-01, eta: 1 day, 10:20:13, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3945, top5_acc: 0.6628, loss_cls: 2.5357, loss: 2.5357, grad_norm: 1.4314, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0638, loss/aux0: 2.0638 2020-10-19 07:43:41,358 - mmaction - INFO - Epoch [83][380/396] lr: 2.302e-01, eta: 1 day, 10:19:01, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6763, loss_cls: 2.5094, loss: 2.5094, grad_norm: 1.4480, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1106, loss/aux0: 2.1106 2020-10-19 07:43:42,331 - mmaction - INFO - Epoch [83][380/396] lr: 2.302e-01, eta: 1 day, 10:19:40, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6763, loss_cls: 2.5094, loss: 2.5094, grad_norm: 1.4443, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.1060, loss/aux0: 2.1060 2020-10-19 07:48:16,006 - mmaction - INFO - Epoch [84][20/396] lr: 2.287e-01, eta: 1 day, 10:16:58, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6813, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4327, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7533, loss_cls/aux0: 2.0769, loss/aux0: 2.0769 2020-10-19 07:48:16,965 - mmaction - INFO - Epoch [84][20/396] lr: 2.287e-01, eta: 1 day, 10:17:37, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6813, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4372, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0879, loss/aux0: 2.0879 2020-10-19 07:48:53,389 - mmaction - INFO - Epoch [84][40/396] lr: 2.287e-01, eta: 1 day, 10:16:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6797, loss_cls: 2.4792, loss: 2.4792, grad_norm: 1.4718, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7422, loss_cls/aux0: 2.1687, loss/aux0: 2.1687 2020-10-19 07:48:54,392 - mmaction - INFO - Epoch [84][40/396] lr: 2.287e-01, eta: 1 day, 10:17:04, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6797, loss_cls: 2.4792, loss: 2.4792, grad_norm: 1.4684, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1629, loss/aux0: 2.1629 2020-10-19 07:49:30,792 - mmaction - INFO - Epoch [84][60/396] lr: 2.287e-01, eta: 1 day, 10:15:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6688, loss_cls: 2.5143, loss: 2.5143, grad_norm: 1.4578, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0924, loss/aux0: 2.0924 2020-10-19 07:49:31,732 - mmaction - INFO - Epoch [84][60/396] lr: 2.287e-01, eta: 1 day, 10:16:30, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.3987, top5_acc: 0.6688, loss_cls: 2.5143, loss: 2.5143, grad_norm: 1.4548, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0844, loss/aux0: 2.0844 2020-10-19 07:50:08,214 - mmaction - INFO - Epoch [84][80/396] lr: 2.287e-01, eta: 1 day, 10:15:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6693, loss_cls: 2.5181, loss: 2.5181, grad_norm: 1.4595, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.1222, loss/aux0: 2.1222 2020-10-19 07:50:09,190 - mmaction - INFO - Epoch [84][80/396] lr: 2.287e-01, eta: 1 day, 10:15:57, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6693, loss_cls: 2.5181, loss: 2.5181, grad_norm: 1.4611, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1166, loss/aux0: 2.1166 2020-10-19 07:50:45,544 - mmaction - INFO - Epoch [84][100/396] lr: 2.287e-01, eta: 1 day, 10:14:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6786, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.4658, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.1097, loss/aux0: 2.1097 2020-10-19 07:50:46,544 - mmaction - INFO - Epoch [84][100/396] lr: 2.287e-01, eta: 1 day, 10:15:24, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6786, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.4689, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1093, loss/aux0: 2.1093 2020-10-19 07:51:23,150 - mmaction - INFO - Epoch [84][120/396] lr: 2.287e-01, eta: 1 day, 10:14:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6688, loss_cls: 2.5079, loss: 2.5079, grad_norm: 1.4901, top1_acc/aux0: 0.4732, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1629, loss/aux0: 2.1629 2020-10-19 07:51:24,091 - mmaction - INFO - Epoch [84][120/396] lr: 2.287e-01, eta: 1 day, 10:14:51, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6688, loss_cls: 2.5079, loss: 2.5079, grad_norm: 1.4972, top1_acc/aux0: 0.4698, top5_acc/aux0: 0.7398, loss_cls/aux0: 2.1825, loss/aux0: 2.1825 2020-10-19 07:52:00,844 - mmaction - INFO - Epoch [84][140/396] lr: 2.287e-01, eta: 1 day, 10:13:39, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6727, loss_cls: 2.4695, loss: 2.4695, grad_norm: 1.4280, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0544, loss/aux0: 2.0544 2020-10-19 07:52:01,789 - mmaction - INFO - Epoch [84][140/396] lr: 2.287e-01, eta: 1 day, 10:14:18, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6727, loss_cls: 2.4695, loss: 2.4695, grad_norm: 1.4308, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0622, loss/aux0: 2.0622 2020-10-19 07:52:38,272 - mmaction - INFO - Epoch [84][160/396] lr: 2.287e-01, eta: 1 day, 10:13:06, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6833, loss_cls: 2.4692, loss: 2.4692, grad_norm: 1.4687, top1_acc/aux0: 0.4781, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1447, loss/aux0: 2.1447 2020-10-19 07:52:39,231 - mmaction - INFO - Epoch [84][160/396] lr: 2.287e-01, eta: 1 day, 10:13:45, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6833, loss_cls: 2.4692, loss: 2.4692, grad_norm: 1.4649, top1_acc/aux0: 0.4794, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1263, loss/aux0: 2.1263 2020-10-19 07:53:15,654 - mmaction - INFO - Epoch [84][180/396] lr: 2.287e-01, eta: 1 day, 10:12:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6807, loss_cls: 2.4776, loss: 2.4776, grad_norm: 1.4666, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0667, loss/aux0: 2.0667 2020-10-19 07:53:16,633 - mmaction - INFO - Epoch [84][180/396] lr: 2.287e-01, eta: 1 day, 10:13:12, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6807, loss_cls: 2.4776, loss: 2.4776, grad_norm: 1.4674, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0702, loss/aux0: 2.0702 2020-10-19 07:53:53,156 - mmaction - INFO - Epoch [84][200/396] lr: 2.287e-01, eta: 1 day, 10:12:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6656, loss_cls: 2.5409, loss: 2.5409, grad_norm: 1.4688, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0736, loss/aux0: 2.0736 2020-10-19 07:53:54,147 - mmaction - INFO - Epoch [84][200/396] lr: 2.287e-01, eta: 1 day, 10:12:39, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.3961, top5_acc: 0.6656, loss_cls: 2.5409, loss: 2.5409, grad_norm: 1.4728, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0683, loss/aux0: 2.0683 2020-10-19 07:54:30,653 - mmaction - INFO - Epoch [84][220/396] lr: 2.287e-01, eta: 1 day, 10:11:27, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6714, loss_cls: 2.5166, loss: 2.5166, grad_norm: 1.4388, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.1198, loss/aux0: 2.1198 2020-10-19 07:54:31,590 - mmaction - INFO - Epoch [84][220/396] lr: 2.287e-01, eta: 1 day, 10:12:06, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4003, top5_acc: 0.6714, loss_cls: 2.5166, loss: 2.5166, grad_norm: 1.4492, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1321, loss/aux0: 2.1321 2020-10-19 07:55:08,103 - mmaction - INFO - Epoch [84][240/396] lr: 2.287e-01, eta: 1 day, 10:10:54, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6672, loss_cls: 2.5132, loss: 2.5132, grad_norm: 1.4192, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0417, loss/aux0: 2.0417 2020-10-19 07:55:09,063 - mmaction - INFO - Epoch [84][240/396] lr: 2.287e-01, eta: 1 day, 10:11:32, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6672, loss_cls: 2.5132, loss: 2.5132, grad_norm: 1.4191, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0270, loss/aux0: 2.0270 2020-10-19 07:55:45,713 - mmaction - INFO - Epoch [84][260/396] lr: 2.287e-01, eta: 1 day, 10:10:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6669, loss_cls: 2.4925, loss: 2.4925, grad_norm: 1.4541, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.1158, loss/aux0: 2.1158 2020-10-19 07:55:46,692 - mmaction - INFO - Epoch [84][260/396] lr: 2.287e-01, eta: 1 day, 10:10:59, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6669, loss_cls: 2.4925, loss: 2.4925, grad_norm: 1.4512, top1_acc/aux0: 0.4784, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.1140, loss/aux0: 2.1140 2020-10-19 07:56:23,250 - mmaction - INFO - Epoch [84][280/396] lr: 2.287e-01, eta: 1 day, 10:09:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6656, loss_cls: 2.5398, loss: 2.5398, grad_norm: 1.4550, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0314, loss/aux0: 2.0314 2020-10-19 07:56:24,234 - mmaction - INFO - Epoch [84][280/396] lr: 2.287e-01, eta: 1 day, 10:10:26, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6656, loss_cls: 2.5398, loss: 2.5398, grad_norm: 1.4518, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0309, loss/aux0: 2.0309 2020-10-19 07:57:00,577 - mmaction - INFO - Epoch [84][300/396] lr: 2.287e-01, eta: 1 day, 10:09:14, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6724, loss_cls: 2.5053, loss: 2.5053, grad_norm: 1.4581, top1_acc/aux0: 0.4839, top5_acc/aux0: 0.7469, loss_cls/aux0: 2.1292, loss/aux0: 2.1292 2020-10-19 07:57:01,538 - mmaction - INFO - Epoch [84][300/396] lr: 2.287e-01, eta: 1 day, 10:09:53, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.3971, top5_acc: 0.6724, loss_cls: 2.5053, loss: 2.5053, grad_norm: 1.4562, top1_acc/aux0: 0.4802, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1438, loss/aux0: 2.1438 2020-10-19 07:57:38,008 - mmaction - INFO - Epoch [84][320/396] lr: 2.287e-01, eta: 1 day, 10:08:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6799, loss_cls: 2.5147, loss: 2.5147, grad_norm: 1.4719, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1088, loss/aux0: 2.1088 2020-10-19 07:57:39,033 - mmaction - INFO - Epoch [84][320/396] lr: 2.287e-01, eta: 1 day, 10:09:20, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6799, loss_cls: 2.5147, loss: 2.5147, grad_norm: 1.4644, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7477, loss_cls/aux0: 2.1049, loss/aux0: 2.1049 2020-10-19 07:58:15,569 - mmaction - INFO - Epoch [84][340/396] lr: 2.287e-01, eta: 1 day, 10:08:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6586, loss_cls: 2.5615, loss: 2.5615, grad_norm: 1.4480, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1229, loss/aux0: 2.1229 2020-10-19 07:58:16,594 - mmaction - INFO - Epoch [84][340/396] lr: 2.287e-01, eta: 1 day, 10:08:46, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6586, loss_cls: 2.5615, loss: 2.5615, grad_norm: 1.4472, top1_acc/aux0: 0.4919, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1174, loss/aux0: 2.1174 2020-10-19 07:58:53,091 - mmaction - INFO - Epoch [84][360/396] lr: 2.287e-01, eta: 1 day, 10:07:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6682, loss_cls: 2.5127, loss: 2.5127, grad_norm: 1.4705, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1396, loss/aux0: 2.1396 2020-10-19 07:58:54,054 - mmaction - INFO - Epoch [84][360/396] lr: 2.287e-01, eta: 1 day, 10:08:13, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6682, loss_cls: 2.5127, loss: 2.5127, grad_norm: 1.4714, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.1446, loss/aux0: 2.1446 2020-10-19 07:59:30,613 - mmaction - INFO - Epoch [84][380/396] lr: 2.287e-01, eta: 1 day, 10:07:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6768, loss_cls: 2.4872, loss: 2.4872, grad_norm: 1.4722, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.1071, loss/aux0: 2.1071 2020-10-19 07:59:31,615 - mmaction - INFO - Epoch [84][380/396] lr: 2.287e-01, eta: 1 day, 10:07:41, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6768, loss_cls: 2.4872, loss: 2.4872, grad_norm: 1.4841, top1_acc/aux0: 0.4771, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1156, loss/aux0: 2.1156 2020-10-19 08:04:21,895 - mmaction - INFO - Epoch [85][20/396] lr: 2.271e-01, eta: 1 day, 10:05:01, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6833, loss_cls: 2.4636, loss: 2.4636, grad_norm: 1.4727, top1_acc/aux0: 0.4855, top5_acc/aux0: 0.7601, loss_cls/aux0: 2.0853, loss/aux0: 2.0853 2020-10-19 08:04:22,903 - mmaction - INFO - Epoch [85][20/396] lr: 2.271e-01, eta: 1 day, 10:05:39, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6833, loss_cls: 2.4636, loss: 2.4636, grad_norm: 1.4716, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0866, loss/aux0: 2.0866 2020-10-19 08:04:59,234 - mmaction - INFO - Epoch [85][40/396] lr: 2.271e-01, eta: 1 day, 10:04:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6789, loss_cls: 2.4765, loss: 2.4765, grad_norm: 1.4451, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7474, loss_cls/aux0: 2.0910, loss/aux0: 2.0910 2020-10-19 08:05:00,198 - mmaction - INFO - Epoch [85][40/396] lr: 2.271e-01, eta: 1 day, 10:05:05, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4049, top5_acc: 0.6789, loss_cls: 2.4765, loss: 2.4765, grad_norm: 1.4372, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0887, loss/aux0: 2.0887 2020-10-19 08:05:36,590 - mmaction - INFO - Epoch [85][60/396] lr: 2.271e-01, eta: 1 day, 10:03:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6799, loss_cls: 2.4817, loss: 2.4817, grad_norm: 1.4321, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7687, loss_cls/aux0: 2.0463, loss/aux0: 2.0463 2020-10-19 08:05:37,567 - mmaction - INFO - Epoch [85][60/396] lr: 2.271e-01, eta: 1 day, 10:04:32, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6799, loss_cls: 2.4817, loss: 2.4817, grad_norm: 1.4272, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0410, loss/aux0: 2.0410 2020-10-19 08:06:14,005 - mmaction - INFO - Epoch [85][80/396] lr: 2.271e-01, eta: 1 day, 10:03:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6740, loss_cls: 2.4757, loss: 2.4757, grad_norm: 1.4319, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7406, loss_cls/aux0: 2.1387, loss/aux0: 2.1387 2020-10-19 08:06:14,931 - mmaction - INFO - Epoch [85][80/396] lr: 2.271e-01, eta: 1 day, 10:03:59, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6740, loss_cls: 2.4757, loss: 2.4757, grad_norm: 1.4278, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7440, loss_cls/aux0: 2.1417, loss/aux0: 2.1417 2020-10-19 08:06:51,337 - mmaction - INFO - Epoch [85][100/396] lr: 2.271e-01, eta: 1 day, 10:02:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6883, loss_cls: 2.4318, loss: 2.4318, grad_norm: 1.4822, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9892, loss/aux0: 1.9892 2020-10-19 08:06:52,316 - mmaction - INFO - Epoch [85][100/396] lr: 2.271e-01, eta: 1 day, 10:03:25, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6883, loss_cls: 2.4318, loss: 2.4318, grad_norm: 1.4768, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9839, loss/aux0: 1.9839 2020-10-19 08:07:28,745 - mmaction - INFO - Epoch [85][120/396] lr: 2.271e-01, eta: 1 day, 10:02:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6792, loss_cls: 2.4598, loss: 2.4598, grad_norm: 1.4813, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0483, loss/aux0: 2.0483 2020-10-19 08:07:29,735 - mmaction - INFO - Epoch [85][120/396] lr: 2.271e-01, eta: 1 day, 10:02:52, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6792, loss_cls: 2.4598, loss: 2.4598, grad_norm: 1.4741, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0482, loss/aux0: 2.0482 2020-10-19 08:08:06,208 - mmaction - INFO - Epoch [85][140/396] lr: 2.271e-01, eta: 1 day, 10:01:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6687, loss_cls: 2.5248, loss: 2.5248, grad_norm: 1.4308, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.0613, loss/aux0: 2.0613 2020-10-19 08:08:07,239 - mmaction - INFO - Epoch [85][140/396] lr: 2.271e-01, eta: 1 day, 10:02:19, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.3979, top5_acc: 0.6687, loss_cls: 2.5248, loss: 2.5248, grad_norm: 1.4185, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.0667, loss/aux0: 2.0667 2020-10-19 08:08:43,683 - mmaction - INFO - Epoch [85][160/396] lr: 2.271e-01, eta: 1 day, 10:01:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6776, loss_cls: 2.4877, loss: 2.4877, grad_norm: 1.4735, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0951, loss/aux0: 2.0951 2020-10-19 08:08:44,696 - mmaction - INFO - Epoch [85][160/396] lr: 2.271e-01, eta: 1 day, 10:01:46, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6776, loss_cls: 2.4877, loss: 2.4877, grad_norm: 1.4697, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0965, loss/aux0: 2.0965 2020-10-19 08:09:21,167 - mmaction - INFO - Epoch [85][180/396] lr: 2.271e-01, eta: 1 day, 10:00:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6807, loss_cls: 2.4991, loss: 2.4991, grad_norm: 1.4625, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0740, loss/aux0: 2.0740 2020-10-19 08:09:22,151 - mmaction - INFO - Epoch [85][180/396] lr: 2.271e-01, eta: 1 day, 10:01:12, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6807, loss_cls: 2.4991, loss: 2.4991, grad_norm: 1.4661, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0774, loss/aux0: 2.0774 2020-10-19 08:09:58,586 - mmaction - INFO - Epoch [85][200/396] lr: 2.271e-01, eta: 1 day, 10:00:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6711, loss_cls: 2.5502, loss: 2.5502, grad_norm: 1.4464, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0627, loss/aux0: 2.0627 2020-10-19 08:09:59,536 - mmaction - INFO - Epoch [85][200/396] lr: 2.271e-01, eta: 1 day, 10:00:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6711, loss_cls: 2.5502, loss: 2.5502, grad_norm: 1.4475, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0554, loss/aux0: 2.0554 2020-10-19 08:10:36,001 - mmaction - INFO - Epoch [85][220/396] lr: 2.271e-01, eta: 1 day, 9:59:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6797, loss_cls: 2.4565, loss: 2.4565, grad_norm: 1.4081, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0546, loss/aux0: 2.0546 2020-10-19 08:10:36,969 - mmaction - INFO - Epoch [85][220/396] lr: 2.271e-01, eta: 1 day, 10:00:06, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6797, loss_cls: 2.4565, loss: 2.4565, grad_norm: 1.4081, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0559, loss/aux0: 2.0559 2020-10-19 08:11:13,600 - mmaction - INFO - Epoch [85][240/396] lr: 2.271e-01, eta: 1 day, 9:58:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6596, loss_cls: 2.5470, loss: 2.5470, grad_norm: 1.4598, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1045, loss/aux0: 2.1045 2020-10-19 08:11:14,563 - mmaction - INFO - Epoch [85][240/396] lr: 2.271e-01, eta: 1 day, 9:59:33, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.3951, top5_acc: 0.6596, loss_cls: 2.5470, loss: 2.5470, grad_norm: 1.4491, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1078, loss/aux0: 2.1078 2020-10-19 08:11:51,083 - mmaction - INFO - Epoch [85][260/396] lr: 2.271e-01, eta: 1 day, 9:58:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6706, loss_cls: 2.5104, loss: 2.5104, grad_norm: 1.4943, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.1009, loss/aux0: 2.1009 2020-10-19 08:11:52,098 - mmaction - INFO - Epoch [85][260/396] lr: 2.271e-01, eta: 1 day, 9:59:00, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6706, loss_cls: 2.5104, loss: 2.5104, grad_norm: 1.4984, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1104, loss/aux0: 2.1104 2020-10-19 08:12:28,724 - mmaction - INFO - Epoch [85][280/396] lr: 2.271e-01, eta: 1 day, 9:57:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6740, loss_cls: 2.4524, loss: 2.4524, grad_norm: 1.4313, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0673, loss/aux0: 2.0673 2020-10-19 08:12:29,748 - mmaction - INFO - Epoch [85][280/396] lr: 2.271e-01, eta: 1 day, 9:58:27, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6740, loss_cls: 2.4524, loss: 2.4524, grad_norm: 1.4286, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0550, loss/aux0: 2.0550 2020-10-19 08:13:06,367 - mmaction - INFO - Epoch [85][300/396] lr: 2.271e-01, eta: 1 day, 9:57:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6792, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.4594, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0920, loss/aux0: 2.0920 2020-10-19 08:13:07,397 - mmaction - INFO - Epoch [85][300/396] lr: 2.271e-01, eta: 1 day, 9:57:54, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6792, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.4653, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0997, loss/aux0: 2.0997 2020-10-19 08:13:44,016 - mmaction - INFO - Epoch [85][320/396] lr: 2.271e-01, eta: 1 day, 9:56:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6672, loss_cls: 2.4968, loss: 2.4968, grad_norm: 1.4587, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0717, loss/aux0: 2.0717 2020-10-19 08:13:44,970 - mmaction - INFO - Epoch [85][320/396] lr: 2.271e-01, eta: 1 day, 9:57:22, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6672, loss_cls: 2.4968, loss: 2.4968, grad_norm: 1.4624, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0702, loss/aux0: 2.0702 2020-10-19 08:14:21,663 - mmaction - INFO - Epoch [85][340/396] lr: 2.271e-01, eta: 1 day, 9:56:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6768, loss_cls: 2.4814, loss: 2.4814, grad_norm: 1.5121, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0663, loss/aux0: 2.0663 2020-10-19 08:14:22,677 - mmaction - INFO - Epoch [85][340/396] lr: 2.271e-01, eta: 1 day, 9:56:49, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6768, loss_cls: 2.4814, loss: 2.4814, grad_norm: 1.5182, top1_acc/aux0: 0.4789, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0780, loss/aux0: 2.0780 2020-10-19 08:14:59,170 - mmaction - INFO - Epoch [85][360/396] lr: 2.271e-01, eta: 1 day, 9:55:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6664, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.4479, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0958, loss/aux0: 2.0958 2020-10-19 08:15:00,126 - mmaction - INFO - Epoch [85][360/396] lr: 2.271e-01, eta: 1 day, 9:56:16, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3852, top5_acc: 0.6664, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.4388, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0859, loss/aux0: 2.0859 2020-10-19 08:15:36,670 - mmaction - INFO - Epoch [85][380/396] lr: 2.271e-01, eta: 1 day, 9:55:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6846, loss_cls: 2.4911, loss: 2.4911, grad_norm: 1.4522, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.0993, loss/aux0: 2.0993 2020-10-19 08:15:37,656 - mmaction - INFO - Epoch [85][380/396] lr: 2.271e-01, eta: 1 day, 9:55:42, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4065, top5_acc: 0.6846, loss_cls: 2.4911, loss: 2.4911, grad_norm: 1.4515, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1008, loss/aux0: 2.1008 2020-10-19 08:20:26,915 - mmaction - INFO - Epoch [86][20/396] lr: 2.255e-01, eta: 1 day, 9:53:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6677, loss_cls: 2.4998, loss: 2.4998, grad_norm: 1.4798, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0798, loss/aux0: 2.0798 2020-10-19 08:20:27,880 - mmaction - INFO - Epoch [86][20/396] lr: 2.255e-01, eta: 1 day, 9:53:42, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4062, top5_acc: 0.6677, loss_cls: 2.4998, loss: 2.4998, grad_norm: 1.4929, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0951, loss/aux0: 2.0951 2020-10-19 08:21:04,428 - mmaction - INFO - Epoch [86][40/396] lr: 2.255e-01, eta: 1 day, 9:52:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6701, loss_cls: 2.4924, loss: 2.4924, grad_norm: 1.4764, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1169, loss/aux0: 2.1169 2020-10-19 08:21:05,384 - mmaction - INFO - Epoch [86][40/396] lr: 2.255e-01, eta: 1 day, 9:53:09, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6701, loss_cls: 2.4924, loss: 2.4924, grad_norm: 1.4748, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1004, loss/aux0: 2.1004 2020-10-19 08:21:41,933 - mmaction - INFO - Epoch [86][60/396] lr: 2.255e-01, eta: 1 day, 9:51:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6622, loss_cls: 2.5207, loss: 2.5207, grad_norm: 1.4629, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0992, loss/aux0: 2.0992 2020-10-19 08:21:42,898 - mmaction - INFO - Epoch [86][60/396] lr: 2.255e-01, eta: 1 day, 9:52:36, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6622, loss_cls: 2.5207, loss: 2.5207, grad_norm: 1.4522, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0846, loss/aux0: 2.0846 2020-10-19 08:22:19,320 - mmaction - INFO - Epoch [86][80/396] lr: 2.255e-01, eta: 1 day, 9:51:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6831, loss_cls: 2.4498, loss: 2.4498, grad_norm: 1.4630, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0570, loss/aux0: 2.0570 2020-10-19 08:22:20,338 - mmaction - INFO - Epoch [86][80/396] lr: 2.255e-01, eta: 1 day, 9:52:03, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6831, loss_cls: 2.4498, loss: 2.4498, grad_norm: 1.4517, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0817, loss/aux0: 2.0817 2020-10-19 08:22:56,696 - mmaction - INFO - Epoch [86][100/396] lr: 2.255e-01, eta: 1 day, 9:50:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6760, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.4524, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.0779, loss/aux0: 2.0779 2020-10-19 08:22:57,720 - mmaction - INFO - Epoch [86][100/396] lr: 2.255e-01, eta: 1 day, 9:51:30, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6760, loss_cls: 2.4863, loss: 2.4863, grad_norm: 1.4421, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0604, loss/aux0: 2.0604 2020-10-19 08:23:34,300 - mmaction - INFO - Epoch [86][120/396] lr: 2.255e-01, eta: 1 day, 9:50:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6763, loss_cls: 2.4663, loss: 2.4663, grad_norm: 1.4560, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0696, loss/aux0: 2.0696 2020-10-19 08:23:35,244 - mmaction - INFO - Epoch [86][120/396] lr: 2.255e-01, eta: 1 day, 9:50:56, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6763, loss_cls: 2.4663, loss: 2.4663, grad_norm: 1.4571, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0775, loss/aux0: 2.0775 2020-10-19 08:24:11,782 - mmaction - INFO - Epoch [86][140/396] lr: 2.255e-01, eta: 1 day, 9:49:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6552, loss_cls: 2.5734, loss: 2.5734, grad_norm: 1.4297, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0535, loss/aux0: 2.0535 2020-10-19 08:24:12,786 - mmaction - INFO - Epoch [86][140/396] lr: 2.255e-01, eta: 1 day, 9:50:23, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.3948, top5_acc: 0.6552, loss_cls: 2.5734, loss: 2.5734, grad_norm: 1.4370, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0488, loss/aux0: 2.0488 2020-10-19 08:24:49,414 - mmaction - INFO - Epoch [86][160/396] lr: 2.255e-01, eta: 1 day, 9:49:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6745, loss_cls: 2.4989, loss: 2.4989, grad_norm: 1.4810, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0664, loss/aux0: 2.0664 2020-10-19 08:24:50,418 - mmaction - INFO - Epoch [86][160/396] lr: 2.255e-01, eta: 1 day, 9:49:50, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6745, loss_cls: 2.4989, loss: 2.4989, grad_norm: 1.4802, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0605, loss/aux0: 2.0605 2020-10-19 08:25:27,097 - mmaction - INFO - Epoch [86][180/396] lr: 2.255e-01, eta: 1 day, 9:48:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6641, loss_cls: 2.5254, loss: 2.5254, grad_norm: 1.4290, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0533, loss/aux0: 2.0533 2020-10-19 08:25:28,124 - mmaction - INFO - Epoch [86][180/396] lr: 2.255e-01, eta: 1 day, 9:49:17, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6641, loss_cls: 2.5254, loss: 2.5254, grad_norm: 1.4317, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0694, loss/aux0: 2.0694 2020-10-19 08:26:04,627 - mmaction - INFO - Epoch [86][200/396] lr: 2.255e-01, eta: 1 day, 9:48:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6745, loss_cls: 2.4846, loss: 2.4846, grad_norm: 1.4523, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0818, loss/aux0: 2.0818 2020-10-19 08:26:05,635 - mmaction - INFO - Epoch [86][200/396] lr: 2.255e-01, eta: 1 day, 9:48:44, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6745, loss_cls: 2.4846, loss: 2.4846, grad_norm: 1.4514, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0753, loss/aux0: 2.0753 2020-10-19 08:26:42,188 - mmaction - INFO - Epoch [86][220/396] lr: 2.255e-01, eta: 1 day, 9:47:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6690, loss_cls: 2.4844, loss: 2.4844, grad_norm: 1.4471, top1_acc/aux0: 0.4786, top5_acc/aux0: 0.7367, loss_cls/aux0: 2.1748, loss/aux0: 2.1748 2020-10-19 08:26:43,161 - mmaction - INFO - Epoch [86][220/396] lr: 2.255e-01, eta: 1 day, 9:48:11, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6690, loss_cls: 2.4844, loss: 2.4844, grad_norm: 1.4460, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7359, loss_cls/aux0: 2.1810, loss/aux0: 2.1810 2020-10-19 08:27:19,660 - mmaction - INFO - Epoch [86][240/396] lr: 2.255e-01, eta: 1 day, 9:47:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6831, loss_cls: 2.4585, loss: 2.4585, grad_norm: 1.4612, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0867, loss/aux0: 2.0867 2020-10-19 08:27:20,595 - mmaction - INFO - Epoch [86][240/396] lr: 2.255e-01, eta: 1 day, 9:47:38, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6831, loss_cls: 2.4585, loss: 2.4585, grad_norm: 1.4703, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0933, loss/aux0: 2.0933 2020-10-19 08:27:57,161 - mmaction - INFO - Epoch [86][260/396] lr: 2.255e-01, eta: 1 day, 9:46:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6932, loss_cls: 2.4312, loss: 2.4312, grad_norm: 1.4345, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0571, loss/aux0: 2.0571 2020-10-19 08:27:58,168 - mmaction - INFO - Epoch [86][260/396] lr: 2.255e-01, eta: 1 day, 9:47:05, time: 0.943, data_time: 0.005, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6932, loss_cls: 2.4312, loss: 2.4312, grad_norm: 1.4287, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0394, loss/aux0: 2.0394 2020-10-19 08:28:34,588 - mmaction - INFO - Epoch [86][280/396] lr: 2.255e-01, eta: 1 day, 9:45:54, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6878, loss_cls: 2.4489, loss: 2.4489, grad_norm: 1.4648, top1_acc/aux0: 0.4878, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0497, loss/aux0: 2.0497 2020-10-19 08:28:35,572 - mmaction - INFO - Epoch [86][280/396] lr: 2.255e-01, eta: 1 day, 9:46:31, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6878, loss_cls: 2.4489, loss: 2.4489, grad_norm: 1.4703, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0541, loss/aux0: 2.0541 2020-10-19 08:29:12,296 - mmaction - INFO - Epoch [86][300/396] lr: 2.255e-01, eta: 1 day, 9:45:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6667, loss_cls: 2.5170, loss: 2.5170, grad_norm: 1.4581, top1_acc/aux0: 0.4815, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1274, loss/aux0: 2.1274 2020-10-19 08:29:13,245 - mmaction - INFO - Epoch [86][300/396] lr: 2.255e-01, eta: 1 day, 9:45:58, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4034, top5_acc: 0.6667, loss_cls: 2.5170, loss: 2.5170, grad_norm: 1.4622, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1270, loss/aux0: 2.1270 2020-10-19 08:29:49,761 - mmaction - INFO - Epoch [86][320/396] lr: 2.255e-01, eta: 1 day, 9:44:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6622, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.4359, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0698, loss/aux0: 2.0698 2020-10-19 08:29:50,791 - mmaction - INFO - Epoch [86][320/396] lr: 2.255e-01, eta: 1 day, 9:45:25, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.3906, top5_acc: 0.6622, loss_cls: 2.5474, loss: 2.5474, grad_norm: 1.4283, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0752, loss/aux0: 2.0752 2020-10-19 08:30:27,383 - mmaction - INFO - Epoch [86][340/396] lr: 2.255e-01, eta: 1 day, 9:44:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6750, loss_cls: 2.4971, loss: 2.4971, grad_norm: 1.4618, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0888, loss/aux0: 2.0888 2020-10-19 08:30:28,391 - mmaction - INFO - Epoch [86][340/396] lr: 2.255e-01, eta: 1 day, 9:44:52, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.4036, top5_acc: 0.6750, loss_cls: 2.4971, loss: 2.4971, grad_norm: 1.4728, top1_acc/aux0: 0.4904, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0990, loss/aux0: 2.0990 2020-10-19 08:31:04,902 - mmaction - INFO - Epoch [86][360/396] lr: 2.255e-01, eta: 1 day, 9:43:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6818, loss_cls: 2.4558, loss: 2.4558, grad_norm: 1.4342, top1_acc/aux0: 0.4820, top5_acc/aux0: 0.7419, loss_cls/aux0: 2.1473, loss/aux0: 2.1473 2020-10-19 08:31:05,863 - mmaction - INFO - Epoch [86][360/396] lr: 2.255e-01, eta: 1 day, 9:44:19, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6818, loss_cls: 2.4558, loss: 2.4558, grad_norm: 1.4331, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7448, loss_cls/aux0: 2.1414, loss/aux0: 2.1414 2020-10-19 08:31:42,504 - mmaction - INFO - Epoch [86][380/396] lr: 2.255e-01, eta: 1 day, 9:43:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6901, loss_cls: 2.4141, loss: 2.4141, grad_norm: 1.4524, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0062, loss/aux0: 2.0062 2020-10-19 08:31:43,439 - mmaction - INFO - Epoch [86][380/396] lr: 2.255e-01, eta: 1 day, 9:43:46, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6901, loss_cls: 2.4141, loss: 2.4141, grad_norm: 1.4708, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0193, loss/aux0: 2.0193 2020-10-19 08:36:14,183 - mmaction - INFO - Epoch [87][20/396] lr: 2.239e-01, eta: 1 day, 9:41:09, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6831, loss_cls: 2.4309, loss: 2.4309, grad_norm: 1.4650, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7686, loss_cls/aux0: 2.0333, loss/aux0: 2.0333 2020-10-19 08:36:15,164 - mmaction - INFO - Epoch [87][20/396] lr: 2.239e-01, eta: 1 day, 9:41:46, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6831, loss_cls: 2.4309, loss: 2.4309, grad_norm: 1.4678, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0481, loss/aux0: 2.0481 2020-10-19 08:36:51,503 - mmaction - INFO - Epoch [87][40/396] lr: 2.239e-01, eta: 1 day, 9:40:36, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6786, loss_cls: 2.4685, loss: 2.4685, grad_norm: 1.4527, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0418, loss/aux0: 2.0418 2020-10-19 08:36:52,465 - mmaction - INFO - Epoch [87][40/396] lr: 2.239e-01, eta: 1 day, 9:41:13, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6786, loss_cls: 2.4685, loss: 2.4685, grad_norm: 1.4469, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0188, loss/aux0: 2.0188 2020-10-19 08:37:28,750 - mmaction - INFO - Epoch [87][60/396] lr: 2.239e-01, eta: 1 day, 9:40:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6943, loss_cls: 2.4526, loss: 2.4526, grad_norm: 1.4760, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0238, loss/aux0: 2.0238 2020-10-19 08:37:29,740 - mmaction - INFO - Epoch [87][60/396] lr: 2.239e-01, eta: 1 day, 9:40:39, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6943, loss_cls: 2.4526, loss: 2.4526, grad_norm: 1.4809, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0348, loss/aux0: 2.0348 2020-10-19 08:38:06,187 - mmaction - INFO - Epoch [87][80/396] lr: 2.239e-01, eta: 1 day, 9:39:29, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6729, loss_cls: 2.4794, loss: 2.4794, grad_norm: 1.4681, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0447, loss/aux0: 2.0447 2020-10-19 08:38:07,123 - mmaction - INFO - Epoch [87][80/396] lr: 2.239e-01, eta: 1 day, 9:40:05, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6729, loss_cls: 2.4794, loss: 2.4794, grad_norm: 1.4651, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0377, loss/aux0: 2.0377 2020-10-19 08:38:43,535 - mmaction - INFO - Epoch [87][100/396] lr: 2.239e-01, eta: 1 day, 9:38:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6836, loss_cls: 2.4343, loss: 2.4343, grad_norm: 1.4793, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0310, loss/aux0: 2.0310 2020-10-19 08:38:44,485 - mmaction - INFO - Epoch [87][100/396] lr: 2.239e-01, eta: 1 day, 9:39:32, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6836, loss_cls: 2.4343, loss: 2.4343, grad_norm: 1.4864, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0428, loss/aux0: 2.0428 2020-10-19 08:39:21,044 - mmaction - INFO - Epoch [87][120/396] lr: 2.239e-01, eta: 1 day, 9:38:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6943, loss_cls: 2.4032, loss: 2.4032, grad_norm: 1.4631, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1152, loss/aux0: 2.1152 2020-10-19 08:39:22,041 - mmaction - INFO - Epoch [87][120/396] lr: 2.239e-01, eta: 1 day, 9:38:59, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6943, loss_cls: 2.4032, loss: 2.4032, grad_norm: 1.4566, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1086, loss/aux0: 2.1086 2020-10-19 08:39:58,603 - mmaction - INFO - Epoch [87][140/396] lr: 2.239e-01, eta: 1 day, 9:37:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6776, loss_cls: 2.4832, loss: 2.4832, grad_norm: 1.4824, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0394, loss/aux0: 2.0394 2020-10-19 08:39:59,567 - mmaction - INFO - Epoch [87][140/396] lr: 2.239e-01, eta: 1 day, 9:38:26, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6776, loss_cls: 2.4832, loss: 2.4832, grad_norm: 1.4867, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0448, loss/aux0: 2.0448 2020-10-19 08:40:36,059 - mmaction - INFO - Epoch [87][160/396] lr: 2.239e-01, eta: 1 day, 9:37:16, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6690, loss_cls: 2.5304, loss: 2.5304, grad_norm: 1.5134, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0446, loss/aux0: 2.0446 2020-10-19 08:40:37,036 - mmaction - INFO - Epoch [87][160/396] lr: 2.239e-01, eta: 1 day, 9:37:53, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6690, loss_cls: 2.5304, loss: 2.5304, grad_norm: 1.5237, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0489, loss/aux0: 2.0489 2020-10-19 08:41:13,674 - mmaction - INFO - Epoch [87][180/396] lr: 2.239e-01, eta: 1 day, 9:36:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6677, loss_cls: 2.5500, loss: 2.5500, grad_norm: 1.4459, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0859, loss/aux0: 2.0859 2020-10-19 08:41:14,656 - mmaction - INFO - Epoch [87][180/396] lr: 2.239e-01, eta: 1 day, 9:37:20, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.3964, top5_acc: 0.6677, loss_cls: 2.5500, loss: 2.5500, grad_norm: 1.4456, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0779, loss/aux0: 2.0779 2020-10-19 08:41:51,202 - mmaction - INFO - Epoch [87][200/396] lr: 2.239e-01, eta: 1 day, 9:36:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6849, loss_cls: 2.4584, loss: 2.4584, grad_norm: 1.4581, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0935, loss/aux0: 2.0935 2020-10-19 08:41:52,220 - mmaction - INFO - Epoch [87][200/396] lr: 2.239e-01, eta: 1 day, 9:36:47, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6849, loss_cls: 2.4584, loss: 2.4584, grad_norm: 1.4584, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0927, loss/aux0: 2.0927 2020-10-19 08:42:28,810 - mmaction - INFO - Epoch [87][220/396] lr: 2.239e-01, eta: 1 day, 9:35:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6672, loss_cls: 2.5370, loss: 2.5370, grad_norm: 1.4502, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0701, loss/aux0: 2.0701 2020-10-19 08:42:29,765 - mmaction - INFO - Epoch [87][220/396] lr: 2.239e-01, eta: 1 day, 9:36:14, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6672, loss_cls: 2.5370, loss: 2.5370, grad_norm: 1.4489, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0606, loss/aux0: 2.0606 2020-10-19 08:43:06,293 - mmaction - INFO - Epoch [87][240/396] lr: 2.239e-01, eta: 1 day, 9:35:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6747, loss_cls: 2.4640, loss: 2.4640, grad_norm: 1.4668, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0774, loss/aux0: 2.0774 2020-10-19 08:43:07,271 - mmaction - INFO - Epoch [87][240/396] lr: 2.239e-01, eta: 1 day, 9:35:40, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4109, top5_acc: 0.6747, loss_cls: 2.4640, loss: 2.4640, grad_norm: 1.4750, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.1021, loss/aux0: 2.1021 2020-10-19 08:43:43,802 - mmaction - INFO - Epoch [87][260/396] lr: 2.239e-01, eta: 1 day, 9:34:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6760, loss_cls: 2.5174, loss: 2.5174, grad_norm: 1.4424, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0695, loss/aux0: 2.0695 2020-10-19 08:43:44,797 - mmaction - INFO - Epoch [87][260/396] lr: 2.239e-01, eta: 1 day, 9:35:07, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6760, loss_cls: 2.5174, loss: 2.5174, grad_norm: 1.4441, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0526, loss/aux0: 2.0526 2020-10-19 08:44:21,372 - mmaction - INFO - Epoch [87][280/396] lr: 2.239e-01, eta: 1 day, 9:33:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6747, loss_cls: 2.4887, loss: 2.4887, grad_norm: 1.4517, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0913, loss/aux0: 2.0913 2020-10-19 08:44:22,334 - mmaction - INFO - Epoch [87][280/396] lr: 2.239e-01, eta: 1 day, 9:34:34, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6747, loss_cls: 2.4887, loss: 2.4887, grad_norm: 1.4547, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0891, loss/aux0: 2.0891 2020-10-19 08:44:58,830 - mmaction - INFO - Epoch [87][300/396] lr: 2.239e-01, eta: 1 day, 9:33:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6727, loss_cls: 2.5067, loss: 2.5067, grad_norm: 1.4267, top1_acc/aux0: 0.4883, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0502, loss/aux0: 2.0502 2020-10-19 08:44:59,864 - mmaction - INFO - Epoch [87][300/396] lr: 2.239e-01, eta: 1 day, 9:34:01, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6727, loss_cls: 2.5067, loss: 2.5067, grad_norm: 1.4291, top1_acc/aux0: 0.4909, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0507, loss/aux0: 2.0507 2020-10-19 08:45:36,387 - mmaction - INFO - Epoch [87][320/396] lr: 2.239e-01, eta: 1 day, 9:32:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6703, loss_cls: 2.4829, loss: 2.4829, grad_norm: 1.4771, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0857, loss/aux0: 2.0857 2020-10-19 08:45:37,366 - mmaction - INFO - Epoch [87][320/396] lr: 2.239e-01, eta: 1 day, 9:33:28, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6703, loss_cls: 2.4829, loss: 2.4829, grad_norm: 1.4817, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0883, loss/aux0: 2.0883 2020-10-19 08:46:13,858 - mmaction - INFO - Epoch [87][340/396] lr: 2.239e-01, eta: 1 day, 9:32:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6690, loss_cls: 2.5189, loss: 2.5189, grad_norm: 1.4975, top1_acc/aux0: 0.4773, top5_acc/aux0: 0.7458, loss_cls/aux0: 2.1450, loss/aux0: 2.1450 2020-10-19 08:46:14,818 - mmaction - INFO - Epoch [87][340/396] lr: 2.239e-01, eta: 1 day, 9:32:54, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.3919, top5_acc: 0.6690, loss_cls: 2.5189, loss: 2.5189, grad_norm: 1.4906, top1_acc/aux0: 0.4776, top5_acc/aux0: 0.7443, loss_cls/aux0: 2.1468, loss/aux0: 2.1468 2020-10-19 08:46:51,401 - mmaction - INFO - Epoch [87][360/396] lr: 2.239e-01, eta: 1 day, 9:31:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6844, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.4860, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0497, loss/aux0: 2.0497 2020-10-19 08:46:52,407 - mmaction - INFO - Epoch [87][360/396] lr: 2.239e-01, eta: 1 day, 9:32:21, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6844, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.4829, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0439, loss/aux0: 2.0439 2020-10-19 08:47:29,041 - mmaction - INFO - Epoch [87][380/396] lr: 2.239e-01, eta: 1 day, 9:31:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6745, loss_cls: 2.4957, loss: 2.4957, grad_norm: 1.4747, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0298, loss/aux0: 2.0298 2020-10-19 08:47:29,986 - mmaction - INFO - Epoch [87][380/396] lr: 2.239e-01, eta: 1 day, 9:31:48, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6745, loss_cls: 2.4957, loss: 2.4957, grad_norm: 1.4714, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0187, loss/aux0: 2.0187 2020-10-19 08:52:03,648 - mmaction - INFO - Epoch [88][20/396] lr: 2.223e-01, eta: 1 day, 9:29:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6802, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.4782, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9984, loss/aux0: 1.9984 2020-10-19 08:52:04,605 - mmaction - INFO - Epoch [88][20/396] lr: 2.223e-01, eta: 1 day, 9:29:49, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6802, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.4779, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9971, loss/aux0: 1.9971 2020-10-19 08:52:41,042 - mmaction - INFO - Epoch [88][40/396] lr: 2.223e-01, eta: 1 day, 9:28:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6753, loss_cls: 2.4545, loss: 2.4545, grad_norm: 1.4861, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0809, loss/aux0: 2.0809 2020-10-19 08:52:42,000 - mmaction - INFO - Epoch [88][40/396] lr: 2.223e-01, eta: 1 day, 9:29:16, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4164, top5_acc: 0.6753, loss_cls: 2.4545, loss: 2.4545, grad_norm: 1.4849, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0866, loss/aux0: 2.0866 2020-10-19 08:53:18,273 - mmaction - INFO - Epoch [88][60/396] lr: 2.223e-01, eta: 1 day, 9:28:06, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6716, loss_cls: 2.4664, loss: 2.4664, grad_norm: 1.4665, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0606, loss/aux0: 2.0606 2020-10-19 08:53:19,283 - mmaction - INFO - Epoch [88][60/396] lr: 2.223e-01, eta: 1 day, 9:28:42, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6716, loss_cls: 2.4664, loss: 2.4664, grad_norm: 1.4739, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0504, loss/aux0: 2.0504 2020-10-19 08:53:55,873 - mmaction - INFO - Epoch [88][80/396] lr: 2.223e-01, eta: 1 day, 9:27:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6755, loss_cls: 2.5077, loss: 2.5077, grad_norm: 1.4470, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1056, loss/aux0: 2.1056 2020-10-19 08:53:56,806 - mmaction - INFO - Epoch [88][80/396] lr: 2.223e-01, eta: 1 day, 9:28:09, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6755, loss_cls: 2.5077, loss: 2.5077, grad_norm: 1.4488, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.1202, loss/aux0: 2.1202 2020-10-19 08:54:33,234 - mmaction - INFO - Epoch [88][100/396] lr: 2.223e-01, eta: 1 day, 9:26:59, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6732, loss_cls: 2.4726, loss: 2.4726, grad_norm: 1.4585, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0959, loss/aux0: 2.0959 2020-10-19 08:54:34,228 - mmaction - INFO - Epoch [88][100/396] lr: 2.223e-01, eta: 1 day, 9:27:36, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6732, loss_cls: 2.4726, loss: 2.4726, grad_norm: 1.4586, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7500, loss_cls/aux0: 2.0950, loss/aux0: 2.0950 2020-10-19 08:55:10,793 - mmaction - INFO - Epoch [88][120/396] lr: 2.223e-01, eta: 1 day, 9:26:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6865, loss_cls: 2.4589, loss: 2.4589, grad_norm: 1.4425, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0651, loss/aux0: 2.0651 2020-10-19 08:55:11,759 - mmaction - INFO - Epoch [88][120/396] lr: 2.223e-01, eta: 1 day, 9:27:03, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6865, loss_cls: 2.4589, loss: 2.4589, grad_norm: 1.4447, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7549, loss_cls/aux0: 2.0707, loss/aux0: 2.0707 2020-10-19 08:55:48,242 - mmaction - INFO - Epoch [88][140/396] lr: 2.223e-01, eta: 1 day, 9:25:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6781, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.4515, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7542, loss_cls/aux0: 2.0935, loss/aux0: 2.0935 2020-10-19 08:55:49,231 - mmaction - INFO - Epoch [88][140/396] lr: 2.223e-01, eta: 1 day, 9:26:30, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6781, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.4642, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0981, loss/aux0: 2.0981 2020-10-19 08:56:25,742 - mmaction - INFO - Epoch [88][160/396] lr: 2.223e-01, eta: 1 day, 9:25:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6737, loss_cls: 2.4661, loss: 2.4661, grad_norm: 1.4873, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0349, loss/aux0: 2.0349 2020-10-19 08:56:26,767 - mmaction - INFO - Epoch [88][160/396] lr: 2.223e-01, eta: 1 day, 9:25:57, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6737, loss_cls: 2.4661, loss: 2.4661, grad_norm: 1.4869, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0159, loss/aux0: 2.0159 2020-10-19 08:57:03,419 - mmaction - INFO - Epoch [88][180/396] lr: 2.223e-01, eta: 1 day, 9:24:47, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6802, loss_cls: 2.4561, loss: 2.4561, grad_norm: 1.4596, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0428, loss/aux0: 2.0428 2020-10-19 08:57:04,356 - mmaction - INFO - Epoch [88][180/396] lr: 2.223e-01, eta: 1 day, 9:25:24, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6802, loss_cls: 2.4561, loss: 2.4561, grad_norm: 1.4587, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0467, loss/aux0: 2.0467 2020-10-19 08:57:40,868 - mmaction - INFO - Epoch [88][200/396] lr: 2.223e-01, eta: 1 day, 9:24:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6753, loss_cls: 2.5161, loss: 2.5161, grad_norm: 1.4400, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0521, loss/aux0: 2.0521 2020-10-19 08:57:41,833 - mmaction - INFO - Epoch [88][200/396] lr: 2.223e-01, eta: 1 day, 9:24:50, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4013, top5_acc: 0.6753, loss_cls: 2.5161, loss: 2.5161, grad_norm: 1.4413, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0570, loss/aux0: 2.0570 2020-10-19 08:58:18,469 - mmaction - INFO - Epoch [88][220/396] lr: 2.223e-01, eta: 1 day, 9:23:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6826, loss_cls: 2.4481, loss: 2.4481, grad_norm: 1.5017, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7750, loss_cls/aux0: 2.0059, loss/aux0: 2.0059 2020-10-19 08:58:19,463 - mmaction - INFO - Epoch [88][220/396] lr: 2.223e-01, eta: 1 day, 9:24:17, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4078, top5_acc: 0.6826, loss_cls: 2.4481, loss: 2.4481, grad_norm: 1.5144, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7716, loss_cls/aux0: 2.0129, loss/aux0: 2.0129 2020-10-19 08:58:56,087 - mmaction - INFO - Epoch [88][240/396] lr: 2.223e-01, eta: 1 day, 9:23:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6773, loss_cls: 2.5089, loss: 2.5089, grad_norm: 1.4604, top1_acc/aux0: 0.4849, top5_acc/aux0: 0.7435, loss_cls/aux0: 2.1315, loss/aux0: 2.1315 2020-10-19 08:58:57,045 - mmaction - INFO - Epoch [88][240/396] lr: 2.223e-01, eta: 1 day, 9:23:44, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4026, top5_acc: 0.6773, loss_cls: 2.5089, loss: 2.5089, grad_norm: 1.4654, top1_acc/aux0: 0.4857, top5_acc/aux0: 0.7466, loss_cls/aux0: 2.1276, loss/aux0: 2.1276 2020-10-19 08:59:33,595 - mmaction - INFO - Epoch [88][260/396] lr: 2.223e-01, eta: 1 day, 9:22:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6714, loss_cls: 2.4777, loss: 2.4777, grad_norm: 1.4662, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0639, loss/aux0: 2.0639 2020-10-19 08:59:34,575 - mmaction - INFO - Epoch [88][260/396] lr: 2.223e-01, eta: 1 day, 9:23:11, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6714, loss_cls: 2.4777, loss: 2.4777, grad_norm: 1.4602, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0540, loss/aux0: 2.0540 2020-10-19 09:00:17,111 - mmaction - INFO - Epoch [88][280/396] lr: 2.223e-01, eta: 1 day, 9:22:13, time: 1.234, data_time: 0.001, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6898, loss_cls: 2.4147, loss: 2.4147, grad_norm: 1.4806, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0331, loss/aux0: 2.0331 2020-10-19 09:00:18,177 - mmaction - INFO - Epoch [88][280/396] lr: 2.223e-01, eta: 1 day, 9:23:01, time: 1.241, data_time: 0.012, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6898, loss_cls: 2.4147, loss: 2.4147, grad_norm: 1.4815, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0297, loss/aux0: 2.0297 2020-10-19 09:00:54,841 - mmaction - INFO - Epoch [88][300/396] lr: 2.223e-01, eta: 1 day, 9:21:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6747, loss_cls: 2.4450, loss: 2.4450, grad_norm: 1.4535, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9821, loss/aux0: 1.9821 2020-10-19 09:00:55,802 - mmaction - INFO - Epoch [88][300/396] lr: 2.223e-01, eta: 1 day, 9:22:28, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6747, loss_cls: 2.4450, loss: 2.4450, grad_norm: 1.4622, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7727, loss_cls/aux0: 2.0013, loss/aux0: 2.0013 2020-10-19 09:01:32,256 - mmaction - INFO - Epoch [88][320/396] lr: 2.223e-01, eta: 1 day, 9:21:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6732, loss_cls: 2.5203, loss: 2.5203, grad_norm: 1.4880, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0274, loss/aux0: 2.0274 2020-10-19 09:01:33,254 - mmaction - INFO - Epoch [88][320/396] lr: 2.223e-01, eta: 1 day, 9:21:54, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6732, loss_cls: 2.5203, loss: 2.5203, grad_norm: 1.4876, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0054, loss/aux0: 2.0054 2020-10-19 09:02:09,723 - mmaction - INFO - Epoch [88][340/396] lr: 2.223e-01, eta: 1 day, 9:20:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6742, loss_cls: 2.4892, loss: 2.4892, grad_norm: 1.4654, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7711, loss_cls/aux0: 2.0312, loss/aux0: 2.0312 2020-10-19 09:02:10,731 - mmaction - INFO - Epoch [88][340/396] lr: 2.223e-01, eta: 1 day, 9:21:21, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.3940, top5_acc: 0.6742, loss_cls: 2.4892, loss: 2.4892, grad_norm: 1.4603, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7698, loss_cls/aux0: 2.0356, loss/aux0: 2.0356 2020-10-19 09:02:47,213 - mmaction - INFO - Epoch [88][360/396] lr: 2.223e-01, eta: 1 day, 9:20:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6784, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.4740, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0727, loss/aux0: 2.0727 2020-10-19 09:02:48,221 - mmaction - INFO - Epoch [88][360/396] lr: 2.223e-01, eta: 1 day, 9:20:48, time: 0.940, data_time: 0.006, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6784, loss_cls: 2.4662, loss: 2.4662, grad_norm: 1.4786, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.0732, loss/aux0: 2.0732 2020-10-19 09:03:24,850 - mmaction - INFO - Epoch [88][380/396] lr: 2.223e-01, eta: 1 day, 9:19:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6943, loss_cls: 2.4456, loss: 2.4456, grad_norm: 1.4808, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0168, loss/aux0: 2.0168 2020-10-19 09:03:25,837 - mmaction - INFO - Epoch [88][380/396] lr: 2.223e-01, eta: 1 day, 9:20:14, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6943, loss_cls: 2.4456, loss: 2.4456, grad_norm: 1.4825, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0173, loss/aux0: 2.0173 2020-10-19 09:04:00,303 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-19 09:05:58,746 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 09:05:58,871 - mmaction - INFO - top1_acc 0.5076 top5_acc 0.7778 2020-10-19 09:05:58,871 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 09:05:58,891 - mmaction - INFO - mean_acc 0.5076 2020-10-19 09:05:58,891 - mmaction - INFO - Now best checkpoint is epoch_88.pth 2020-10-19 09:05:58,897 - mmaction - INFO - Epoch(val) [88][396] top1_acc: 0.5076, top5_acc: 0.7778, mean_class_accuracy: 0.5076 2020-10-19 09:10:15,980 - mmaction - INFO - Epoch [89][20/396] lr: 2.207e-01, eta: 1 day, 9:17:41, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6792, loss_cls: 2.4666, loss: 2.4666, grad_norm: 1.4887, top1_acc/aux0: 0.5093, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9973, loss/aux0: 1.9973 2020-10-19 09:10:16,940 - mmaction - INFO - Epoch [89][20/396] lr: 2.207e-01, eta: 1 day, 9:18:16, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4073, top5_acc: 0.6792, loss_cls: 2.4666, loss: 2.4666, grad_norm: 1.4905, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9925, loss/aux0: 1.9925 2020-10-19 09:10:53,288 - mmaction - INFO - Epoch [89][40/396] lr: 2.207e-01, eta: 1 day, 9:17:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6943, loss_cls: 2.4115, loss: 2.4115, grad_norm: 1.4724, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0382, loss/aux0: 2.0382 2020-10-19 09:10:54,245 - mmaction - INFO - Epoch [89][40/396] lr: 2.207e-01, eta: 1 day, 9:17:43, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6943, loss_cls: 2.4115, loss: 2.4115, grad_norm: 1.4780, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0565, loss/aux0: 2.0565 2020-10-19 09:11:30,624 - mmaction - INFO - Epoch [89][60/396] lr: 2.207e-01, eta: 1 day, 9:16:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6826, loss_cls: 2.4843, loss: 2.4843, grad_norm: 1.4592, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0380, loss/aux0: 2.0380 2020-10-19 09:11:31,644 - mmaction - INFO - Epoch [89][60/396] lr: 2.207e-01, eta: 1 day, 9:17:09, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.3997, top5_acc: 0.6826, loss_cls: 2.4843, loss: 2.4843, grad_norm: 1.4582, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0302, loss/aux0: 2.0302 2020-10-19 09:12:08,081 - mmaction - INFO - Epoch [89][80/396] lr: 2.207e-01, eta: 1 day, 9:16:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6823, loss_cls: 2.4446, loss: 2.4446, grad_norm: 1.4850, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0483, loss/aux0: 2.0483 2020-10-19 09:12:09,080 - mmaction - INFO - Epoch [89][80/396] lr: 2.207e-01, eta: 1 day, 9:16:36, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6823, loss_cls: 2.4446, loss: 2.4446, grad_norm: 1.4743, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0419, loss/aux0: 2.0419 2020-10-19 09:12:45,581 - mmaction - INFO - Epoch [89][100/396] lr: 2.207e-01, eta: 1 day, 9:15:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6789, loss_cls: 2.4434, loss: 2.4434, grad_norm: 1.4612, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9960, loss/aux0: 1.9960 2020-10-19 09:12:46,527 - mmaction - INFO - Epoch [89][100/396] lr: 2.207e-01, eta: 1 day, 9:16:03, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6789, loss_cls: 2.4434, loss: 2.4434, grad_norm: 1.4683, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0023, loss/aux0: 2.0023 2020-10-19 09:13:22,985 - mmaction - INFO - Epoch [89][120/396] lr: 2.207e-01, eta: 1 day, 9:14:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6833, loss_cls: 2.4348, loss: 2.4348, grad_norm: 1.4823, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0018, loss/aux0: 2.0018 2020-10-19 09:13:23,944 - mmaction - INFO - Epoch [89][120/396] lr: 2.207e-01, eta: 1 day, 9:15:29, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6833, loss_cls: 2.4348, loss: 2.4348, grad_norm: 1.4813, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9959, loss/aux0: 1.9959 2020-10-19 09:14:00,433 - mmaction - INFO - Epoch [89][140/396] lr: 2.207e-01, eta: 1 day, 9:14:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6906, loss_cls: 2.4365, loss: 2.4365, grad_norm: 1.4858, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0361, loss/aux0: 2.0361 2020-10-19 09:14:01,390 - mmaction - INFO - Epoch [89][140/396] lr: 2.207e-01, eta: 1 day, 9:14:56, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6906, loss_cls: 2.4365, loss: 2.4365, grad_norm: 1.4862, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0357, loss/aux0: 2.0357 2020-10-19 09:14:37,938 - mmaction - INFO - Epoch [89][160/396] lr: 2.207e-01, eta: 1 day, 9:13:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6727, loss_cls: 2.5088, loss: 2.5088, grad_norm: 1.4928, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0722, loss/aux0: 2.0722 2020-10-19 09:14:38,908 - mmaction - INFO - Epoch [89][160/396] lr: 2.207e-01, eta: 1 day, 9:14:22, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6727, loss_cls: 2.5088, loss: 2.5088, grad_norm: 1.4973, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0790, loss/aux0: 2.0790 2020-10-19 09:15:15,459 - mmaction - INFO - Epoch [89][180/396] lr: 2.207e-01, eta: 1 day, 9:13:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6901, loss_cls: 2.4337, loss: 2.4337, grad_norm: 1.4820, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0957, loss/aux0: 2.0957 2020-10-19 09:15:16,406 - mmaction - INFO - Epoch [89][180/396] lr: 2.207e-01, eta: 1 day, 9:13:49, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6901, loss_cls: 2.4337, loss: 2.4337, grad_norm: 1.4712, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0912, loss/aux0: 2.0912 2020-10-19 09:15:52,954 - mmaction - INFO - Epoch [89][200/396] lr: 2.207e-01, eta: 1 day, 9:12:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6958, loss_cls: 2.4231, loss: 2.4231, grad_norm: 1.4887, top1_acc/aux0: 0.4867, top5_acc/aux0: 0.7523, loss_cls/aux0: 2.1018, loss/aux0: 2.1018 2020-10-19 09:15:53,907 - mmaction - INFO - Epoch [89][200/396] lr: 2.207e-01, eta: 1 day, 9:13:16, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6958, loss_cls: 2.4231, loss: 2.4231, grad_norm: 1.4974, top1_acc/aux0: 0.4836, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.1034, loss/aux0: 2.1034 2020-10-19 09:16:30,357 - mmaction - INFO - Epoch [89][220/396] lr: 2.207e-01, eta: 1 day, 9:12:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6773, loss_cls: 2.4852, loss: 2.4852, grad_norm: 1.4690, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0306, loss/aux0: 2.0306 2020-10-19 09:16:31,315 - mmaction - INFO - Epoch [89][220/396] lr: 2.207e-01, eta: 1 day, 9:12:42, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3995, top5_acc: 0.6773, loss_cls: 2.4852, loss: 2.4852, grad_norm: 1.4749, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0290, loss/aux0: 2.0290 2020-10-19 09:17:07,959 - mmaction - INFO - Epoch [89][240/396] lr: 2.207e-01, eta: 1 day, 9:11:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6737, loss_cls: 2.4801, loss: 2.4801, grad_norm: 1.4720, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0862, loss/aux0: 2.0862 2020-10-19 09:17:08,944 - mmaction - INFO - Epoch [89][240/396] lr: 2.207e-01, eta: 1 day, 9:12:09, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6737, loss_cls: 2.4801, loss: 2.4801, grad_norm: 1.4696, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.1027, loss/aux0: 2.1027 2020-10-19 09:17:45,504 - mmaction - INFO - Epoch [89][260/396] lr: 2.207e-01, eta: 1 day, 9:11:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6901, loss_cls: 2.4362, loss: 2.4362, grad_norm: 1.4578, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0597, loss/aux0: 2.0597 2020-10-19 09:17:46,458 - mmaction - INFO - Epoch [89][260/396] lr: 2.207e-01, eta: 1 day, 9:11:36, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6901, loss_cls: 2.4362, loss: 2.4362, grad_norm: 1.4593, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0505, loss/aux0: 2.0505 2020-10-19 09:18:23,133 - mmaction - INFO - Epoch [89][280/396] lr: 2.207e-01, eta: 1 day, 9:10:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6846, loss_cls: 2.4601, loss: 2.4601, grad_norm: 1.4980, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.1013, loss/aux0: 2.1013 2020-10-19 09:18:24,102 - mmaction - INFO - Epoch [89][280/396] lr: 2.207e-01, eta: 1 day, 9:11:03, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6846, loss_cls: 2.4601, loss: 2.4601, grad_norm: 1.4950, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0899, loss/aux0: 2.0899 2020-10-19 09:19:00,674 - mmaction - INFO - Epoch [89][300/396] lr: 2.207e-01, eta: 1 day, 9:09:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6784, loss_cls: 2.5110, loss: 2.5110, grad_norm: 1.5094, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0740, loss/aux0: 2.0740 2020-10-19 09:19:01,709 - mmaction - INFO - Epoch [89][300/396] lr: 2.207e-01, eta: 1 day, 9:10:30, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6784, loss_cls: 2.5110, loss: 2.5110, grad_norm: 1.5049, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0686, loss/aux0: 2.0686 2020-10-19 09:19:38,348 - mmaction - INFO - Epoch [89][320/396] lr: 2.207e-01, eta: 1 day, 9:09:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6852, loss_cls: 2.4493, loss: 2.4493, grad_norm: 1.4758, top1_acc/aux0: 0.4846, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.1090, loss/aux0: 2.1090 2020-10-19 09:19:39,293 - mmaction - INFO - Epoch [89][320/396] lr: 2.207e-01, eta: 1 day, 9:09:56, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6852, loss_cls: 2.4493, loss: 2.4493, grad_norm: 1.4713, top1_acc/aux0: 0.4818, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1272, loss/aux0: 2.1272 2020-10-19 09:20:15,957 - mmaction - INFO - Epoch [89][340/396] lr: 2.207e-01, eta: 1 day, 9:08:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6641, loss_cls: 2.5485, loss: 2.5485, grad_norm: 1.5033, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0854, loss/aux0: 2.0854 2020-10-19 09:20:16,917 - mmaction - INFO - Epoch [89][340/396] lr: 2.207e-01, eta: 1 day, 9:09:23, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.3937, top5_acc: 0.6641, loss_cls: 2.5485, loss: 2.5485, grad_norm: 1.5025, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0717, loss/aux0: 2.0717 2020-10-19 09:20:53,522 - mmaction - INFO - Epoch [89][360/396] lr: 2.207e-01, eta: 1 day, 9:08:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6677, loss_cls: 2.5218, loss: 2.5218, grad_norm: 1.4590, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0106, loss/aux0: 2.0106 2020-10-19 09:20:54,478 - mmaction - INFO - Epoch [89][360/396] lr: 2.207e-01, eta: 1 day, 9:08:50, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4044, top5_acc: 0.6677, loss_cls: 2.5218, loss: 2.5218, grad_norm: 1.4518, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0116, loss/aux0: 2.0116 2020-10-19 09:21:31,045 - mmaction - INFO - Epoch [89][380/396] lr: 2.207e-01, eta: 1 day, 9:07:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6794, loss_cls: 2.4377, loss: 2.4377, grad_norm: 1.4715, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0379, loss/aux0: 2.0379 2020-10-19 09:21:32,068 - mmaction - INFO - Epoch [89][380/396] lr: 2.207e-01, eta: 1 day, 9:08:17, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6794, loss_cls: 2.4377, loss: 2.4377, grad_norm: 1.4680, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0391, loss/aux0: 2.0391 2020-10-19 09:26:21,717 - mmaction - INFO - Epoch [90][20/396] lr: 2.191e-01, eta: 1 day, 9:05:45, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6911, loss_cls: 2.4307, loss: 2.4307, grad_norm: 1.5160, top1_acc/aux0: 0.4975, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0566, loss/aux0: 2.0566 2020-10-19 09:26:22,674 - mmaction - INFO - Epoch [90][20/396] lr: 2.191e-01, eta: 1 day, 9:06:20, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6911, loss_cls: 2.4307, loss: 2.4307, grad_norm: 1.5143, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0526, loss/aux0: 2.0526 2020-10-19 09:26:59,175 - mmaction - INFO - Epoch [90][40/396] lr: 2.191e-01, eta: 1 day, 9:05:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6807, loss_cls: 2.4553, loss: 2.4553, grad_norm: 1.4772, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0749, loss/aux0: 2.0749 2020-10-19 09:27:00,128 - mmaction - INFO - Epoch [90][40/396] lr: 2.191e-01, eta: 1 day, 9:05:47, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6807, loss_cls: 2.4553, loss: 2.4553, grad_norm: 1.4743, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0786, loss/aux0: 2.0786 2020-10-19 09:27:36,585 - mmaction - INFO - Epoch [90][60/396] lr: 2.191e-01, eta: 1 day, 9:04:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6766, loss_cls: 2.4504, loss: 2.4504, grad_norm: 1.4640, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0575, loss/aux0: 2.0575 2020-10-19 09:27:37,561 - mmaction - INFO - Epoch [90][60/396] lr: 2.191e-01, eta: 1 day, 9:05:13, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6766, loss_cls: 2.4504, loss: 2.4504, grad_norm: 1.4585, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0546, loss/aux0: 2.0546 2020-10-19 09:28:14,126 - mmaction - INFO - Epoch [90][80/396] lr: 2.191e-01, eta: 1 day, 9:04:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6794, loss_cls: 2.4630, loss: 2.4630, grad_norm: 1.4633, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.0674, loss/aux0: 2.0674 2020-10-19 09:28:15,080 - mmaction - INFO - Epoch [90][80/396] lr: 2.191e-01, eta: 1 day, 9:04:40, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6794, loss_cls: 2.4630, loss: 2.4630, grad_norm: 1.4600, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0641, loss/aux0: 2.0641 2020-10-19 09:28:51,388 - mmaction - INFO - Epoch [90][100/396] lr: 2.191e-01, eta: 1 day, 9:03:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6659, loss_cls: 2.5226, loss: 2.5226, grad_norm: 1.4578, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7714, loss_cls/aux0: 2.0295, loss/aux0: 2.0295 2020-10-19 09:28:52,359 - mmaction - INFO - Epoch [90][100/396] lr: 2.191e-01, eta: 1 day, 9:04:06, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4023, top5_acc: 0.6659, loss_cls: 2.5226, loss: 2.5226, grad_norm: 1.4553, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0391, loss/aux0: 2.0391 2020-10-19 09:29:28,984 - mmaction - INFO - Epoch [90][120/396] lr: 2.191e-01, eta: 1 day, 9:02:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6857, loss_cls: 2.4326, loss: 2.4326, grad_norm: 1.4976, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7539, loss_cls/aux0: 2.0943, loss/aux0: 2.0943 2020-10-19 09:29:29,942 - mmaction - INFO - Epoch [90][120/396] lr: 2.191e-01, eta: 1 day, 9:03:33, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6857, loss_cls: 2.4326, loss: 2.4326, grad_norm: 1.4916, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0827, loss/aux0: 2.0827 2020-10-19 09:30:06,446 - mmaction - INFO - Epoch [90][140/396] lr: 2.191e-01, eta: 1 day, 9:02:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6737, loss_cls: 2.5044, loss: 2.5044, grad_norm: 1.4571, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0391, loss/aux0: 2.0391 2020-10-19 09:30:07,403 - mmaction - INFO - Epoch [90][140/396] lr: 2.191e-01, eta: 1 day, 9:02:59, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4055, top5_acc: 0.6737, loss_cls: 2.5044, loss: 2.5044, grad_norm: 1.4639, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0546, loss/aux0: 2.0546 2020-10-19 09:30:43,887 - mmaction - INFO - Epoch [90][160/396] lr: 2.191e-01, eta: 1 day, 9:01:51, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6771, loss_cls: 2.4979, loss: 2.4979, grad_norm: 1.4765, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0403, loss/aux0: 2.0403 2020-10-19 09:30:44,807 - mmaction - INFO - Epoch [90][160/396] lr: 2.191e-01, eta: 1 day, 9:02:26, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6771, loss_cls: 2.4979, loss: 2.4979, grad_norm: 1.4750, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0302, loss/aux0: 2.0302 2020-10-19 09:31:21,366 - mmaction - INFO - Epoch [90][180/396] lr: 2.191e-01, eta: 1 day, 9:01:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6799, loss_cls: 2.4753, loss: 2.4753, grad_norm: 1.4757, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0288, loss/aux0: 2.0288 2020-10-19 09:31:22,330 - mmaction - INFO - Epoch [90][180/396] lr: 2.191e-01, eta: 1 day, 9:01:52, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4089, top5_acc: 0.6799, loss_cls: 2.4753, loss: 2.4753, grad_norm: 1.4759, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0315, loss/aux0: 2.0315 2020-10-19 09:31:58,776 - mmaction - INFO - Epoch [90][200/396] lr: 2.191e-01, eta: 1 day, 9:00:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6854, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4986, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0397, loss/aux0: 2.0397 2020-10-19 09:31:59,761 - mmaction - INFO - Epoch [90][200/396] lr: 2.191e-01, eta: 1 day, 9:01:19, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6854, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4943, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7714, loss_cls/aux0: 2.0326, loss/aux0: 2.0326 2020-10-19 09:32:36,204 - mmaction - INFO - Epoch [90][220/396] lr: 2.191e-01, eta: 1 day, 9:00:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6693, loss_cls: 2.4791, loss: 2.4791, grad_norm: 1.4628, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0802, loss/aux0: 2.0802 2020-10-19 09:32:37,157 - mmaction - INFO - Epoch [90][220/396] lr: 2.191e-01, eta: 1 day, 9:00:46, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6693, loss_cls: 2.4791, loss: 2.4791, grad_norm: 1.4611, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0810, loss/aux0: 2.0810 2020-10-19 09:33:13,661 - mmaction - INFO - Epoch [90][240/396] lr: 2.191e-01, eta: 1 day, 8:59:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6953, loss_cls: 2.4145, loss: 2.4145, grad_norm: 1.4566, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7716, loss_cls/aux0: 2.0090, loss/aux0: 2.0090 2020-10-19 09:33:14,667 - mmaction - INFO - Epoch [90][240/396] lr: 2.191e-01, eta: 1 day, 9:00:12, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6953, loss_cls: 2.4145, loss: 2.4145, grad_norm: 1.4585, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0179, loss/aux0: 2.0179 2020-10-19 09:33:51,178 - mmaction - INFO - Epoch [90][260/396] lr: 2.191e-01, eta: 1 day, 8:59:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6865, loss_cls: 2.4378, loss: 2.4378, grad_norm: 1.4513, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0471, loss/aux0: 2.0471 2020-10-19 09:33:52,205 - mmaction - INFO - Epoch [90][260/396] lr: 2.191e-01, eta: 1 day, 8:59:39, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6865, loss_cls: 2.4378, loss: 2.4378, grad_norm: 1.4451, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0441, loss/aux0: 2.0441 2020-10-19 09:34:28,747 - mmaction - INFO - Epoch [90][280/396] lr: 2.191e-01, eta: 1 day, 8:58:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6812, loss_cls: 2.5041, loss: 2.5041, grad_norm: 1.4447, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0328, loss/aux0: 2.0328 2020-10-19 09:34:29,679 - mmaction - INFO - Epoch [90][280/396] lr: 2.191e-01, eta: 1 day, 8:59:05, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6812, loss_cls: 2.5041, loss: 2.5041, grad_norm: 1.4435, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0254, loss/aux0: 2.0254 2020-10-19 09:35:06,261 - mmaction - INFO - Epoch [90][300/396] lr: 2.191e-01, eta: 1 day, 8:57:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6669, loss_cls: 2.5313, loss: 2.5313, grad_norm: 1.4617, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0494, loss/aux0: 2.0494 2020-10-19 09:35:07,221 - mmaction - INFO - Epoch [90][300/396] lr: 2.191e-01, eta: 1 day, 8:58:32, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4096, top5_acc: 0.6669, loss_cls: 2.5313, loss: 2.5313, grad_norm: 1.4724, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0644, loss/aux0: 2.0644 2020-10-19 09:35:43,794 - mmaction - INFO - Epoch [90][320/396] lr: 2.191e-01, eta: 1 day, 8:57:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6789, loss_cls: 2.4796, loss: 2.4796, grad_norm: 1.4560, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0671, loss/aux0: 2.0671 2020-10-19 09:35:44,757 - mmaction - INFO - Epoch [90][320/396] lr: 2.191e-01, eta: 1 day, 8:57:59, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6789, loss_cls: 2.4796, loss: 2.4796, grad_norm: 1.4511, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0548, loss/aux0: 2.0548 2020-10-19 09:36:21,326 - mmaction - INFO - Epoch [90][340/396] lr: 2.191e-01, eta: 1 day, 8:56:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6836, loss_cls: 2.4612, loss: 2.4612, grad_norm: 1.5042, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-19 09:36:22,321 - mmaction - INFO - Epoch [90][340/396] lr: 2.191e-01, eta: 1 day, 8:57:26, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6836, loss_cls: 2.4612, loss: 2.4612, grad_norm: 1.5105, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0571, loss/aux0: 2.0571 2020-10-19 09:36:58,895 - mmaction - INFO - Epoch [90][360/396] lr: 2.191e-01, eta: 1 day, 8:56:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6951, loss_cls: 2.4163, loss: 2.4163, grad_norm: 1.4875, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0219, loss/aux0: 2.0219 2020-10-19 09:36:59,902 - mmaction - INFO - Epoch [90][360/396] lr: 2.191e-01, eta: 1 day, 8:56:53, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6951, loss_cls: 2.4163, loss: 2.4163, grad_norm: 1.4820, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0139, loss/aux0: 2.0139 2020-10-19 09:37:36,492 - mmaction - INFO - Epoch [90][380/396] lr: 2.191e-01, eta: 1 day, 8:55:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6883, loss_cls: 2.4370, loss: 2.4370, grad_norm: 1.4474, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.1017, loss/aux0: 2.1017 2020-10-19 09:37:37,479 - mmaction - INFO - Epoch [90][380/396] lr: 2.191e-01, eta: 1 day, 8:56:19, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4135, top5_acc: 0.6883, loss_cls: 2.4370, loss: 2.4370, grad_norm: 1.4543, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1190, loss/aux0: 2.1190 2020-10-19 09:42:23,218 - mmaction - INFO - Epoch [91][20/396] lr: 2.174e-01, eta: 1 day, 8:53:49, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6930, loss_cls: 2.4143, loss: 2.4143, grad_norm: 1.5079, top1_acc/aux0: 0.5118, top5_acc/aux0: 0.7623, loss_cls/aux0: 2.0141, loss/aux0: 2.0141 2020-10-19 09:42:24,185 - mmaction - INFO - Epoch [91][20/396] lr: 2.174e-01, eta: 1 day, 8:54:24, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6930, loss_cls: 2.4143, loss: 2.4143, grad_norm: 1.5091, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0238, loss/aux0: 2.0238 2020-10-19 09:43:00,556 - mmaction - INFO - Epoch [91][40/396] lr: 2.174e-01, eta: 1 day, 8:53:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6896, loss_cls: 2.3840, loss: 2.3840, grad_norm: 1.4758, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9838, loss/aux0: 1.9838 2020-10-19 09:43:01,568 - mmaction - INFO - Epoch [91][40/396] lr: 2.174e-01, eta: 1 day, 8:53:50, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6896, loss_cls: 2.3840, loss: 2.3840, grad_norm: 1.4739, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9693, loss/aux0: 1.9693 2020-10-19 09:43:37,976 - mmaction - INFO - Epoch [91][60/396] lr: 2.174e-01, eta: 1 day, 8:52:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6818, loss_cls: 2.4308, loss: 2.4308, grad_norm: 1.4704, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.0992, loss/aux0: 2.0992 2020-10-19 09:43:38,945 - mmaction - INFO - Epoch [91][60/396] lr: 2.174e-01, eta: 1 day, 8:53:16, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6818, loss_cls: 2.4308, loss: 2.4308, grad_norm: 1.4769, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7487, loss_cls/aux0: 2.1070, loss/aux0: 2.1070 2020-10-19 09:44:15,590 - mmaction - INFO - Epoch [91][80/396] lr: 2.174e-01, eta: 1 day, 8:52:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6745, loss_cls: 2.4882, loss: 2.4882, grad_norm: 1.4696, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0861, loss/aux0: 2.0861 2020-10-19 09:44:16,539 - mmaction - INFO - Epoch [91][80/396] lr: 2.174e-01, eta: 1 day, 8:52:43, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4070, top5_acc: 0.6745, loss_cls: 2.4882, loss: 2.4882, grad_norm: 1.4655, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0795, loss/aux0: 2.0795 2020-10-19 09:44:53,113 - mmaction - INFO - Epoch [91][100/396] lr: 2.174e-01, eta: 1 day, 8:51:35, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6602, loss_cls: 2.5319, loss: 2.5319, grad_norm: 1.4946, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0991, loss/aux0: 2.0991 2020-10-19 09:44:54,038 - mmaction - INFO - Epoch [91][100/396] lr: 2.174e-01, eta: 1 day, 8:52:10, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6602, loss_cls: 2.5319, loss: 2.5319, grad_norm: 1.4973, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7505, loss_cls/aux0: 2.1078, loss/aux0: 2.1078 2020-10-19 09:45:30,709 - mmaction - INFO - Epoch [91][120/396] lr: 2.174e-01, eta: 1 day, 8:51:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6859, loss_cls: 2.4419, loss: 2.4419, grad_norm: 1.4917, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0584, loss/aux0: 2.0584 2020-10-19 09:45:31,665 - mmaction - INFO - Epoch [91][120/396] lr: 2.174e-01, eta: 1 day, 8:51:36, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6859, loss_cls: 2.4419, loss: 2.4419, grad_norm: 1.4928, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0596, loss/aux0: 2.0596 2020-10-19 09:46:08,264 - mmaction - INFO - Epoch [91][140/396] lr: 2.174e-01, eta: 1 day, 8:50:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6656, loss_cls: 2.5111, loss: 2.5111, grad_norm: 1.4550, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0754, loss/aux0: 2.0754 2020-10-19 09:46:09,253 - mmaction - INFO - Epoch [91][140/396] lr: 2.174e-01, eta: 1 day, 8:51:03, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4008, top5_acc: 0.6656, loss_cls: 2.5111, loss: 2.5111, grad_norm: 1.4524, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0702, loss/aux0: 2.0702 2020-10-19 09:46:45,937 - mmaction - INFO - Epoch [91][160/396] lr: 2.174e-01, eta: 1 day, 8:49:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6945, loss_cls: 2.3947, loss: 2.3947, grad_norm: 1.5127, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0125, loss/aux0: 2.0125 2020-10-19 09:46:46,880 - mmaction - INFO - Epoch [91][160/396] lr: 2.174e-01, eta: 1 day, 8:50:29, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6945, loss_cls: 2.3947, loss: 2.3947, grad_norm: 1.5198, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0259, loss/aux0: 2.0259 2020-10-19 09:47:23,533 - mmaction - INFO - Epoch [91][180/396] lr: 2.174e-01, eta: 1 day, 8:49:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6815, loss_cls: 2.4677, loss: 2.4677, grad_norm: 1.4882, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0662, loss/aux0: 2.0662 2020-10-19 09:47:24,486 - mmaction - INFO - Epoch [91][180/396] lr: 2.174e-01, eta: 1 day, 8:49:56, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6815, loss_cls: 2.4677, loss: 2.4677, grad_norm: 1.4899, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0593, loss/aux0: 2.0593 2020-10-19 09:48:01,045 - mmaction - INFO - Epoch [91][200/396] lr: 2.174e-01, eta: 1 day, 8:48:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6807, loss_cls: 2.4868, loss: 2.4868, grad_norm: 1.4724, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7378, loss_cls/aux0: 2.1594, loss/aux0: 2.1594 2020-10-19 09:48:01,995 - mmaction - INFO - Epoch [91][200/396] lr: 2.174e-01, eta: 1 day, 8:49:23, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6807, loss_cls: 2.4868, loss: 2.4868, grad_norm: 1.4655, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7370, loss_cls/aux0: 2.1540, loss/aux0: 2.1540 2020-10-19 09:48:38,486 - mmaction - INFO - Epoch [91][220/396] lr: 2.174e-01, eta: 1 day, 8:48:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6771, loss_cls: 2.4444, loss: 2.4444, grad_norm: 1.4573, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0212, loss/aux0: 2.0212 2020-10-19 09:48:39,475 - mmaction - INFO - Epoch [91][220/396] lr: 2.174e-01, eta: 1 day, 8:48:49, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6771, loss_cls: 2.4444, loss: 2.4444, grad_norm: 1.4617, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0263, loss/aux0: 2.0263 2020-10-19 09:49:16,191 - mmaction - INFO - Epoch [91][240/396] lr: 2.174e-01, eta: 1 day, 8:47:42, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6927, loss_cls: 2.3989, loss: 2.3989, grad_norm: 1.5032, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.1046, loss/aux0: 2.1046 2020-10-19 09:49:17,154 - mmaction - INFO - Epoch [91][240/396] lr: 2.174e-01, eta: 1 day, 8:48:16, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6927, loss_cls: 2.3989, loss: 2.3989, grad_norm: 1.5030, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7482, loss_cls/aux0: 2.1052, loss/aux0: 2.1052 2020-10-19 09:49:53,815 - mmaction - INFO - Epoch [91][260/396] lr: 2.174e-01, eta: 1 day, 8:47:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6867, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.4682, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0374, loss/aux0: 2.0374 2020-10-19 09:49:54,768 - mmaction - INFO - Epoch [91][260/396] lr: 2.174e-01, eta: 1 day, 8:47:43, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4211, top5_acc: 0.6867, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.4710, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0223, loss/aux0: 2.0223 2020-10-19 09:50:31,223 - mmaction - INFO - Epoch [91][280/396] lr: 2.174e-01, eta: 1 day, 8:46:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6685, loss_cls: 2.5133, loss: 2.5133, grad_norm: 1.4670, top1_acc/aux0: 0.4956, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0518, loss/aux0: 2.0518 2020-10-19 09:50:32,181 - mmaction - INFO - Epoch [91][280/396] lr: 2.174e-01, eta: 1 day, 8:47:09, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4016, top5_acc: 0.6685, loss_cls: 2.5133, loss: 2.5133, grad_norm: 1.4737, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7518, loss_cls/aux0: 2.0651, loss/aux0: 2.0651 2020-10-19 09:51:08,900 - mmaction - INFO - Epoch [91][300/396] lr: 2.174e-01, eta: 1 day, 8:46:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6771, loss_cls: 2.4900, loss: 2.4900, grad_norm: 1.4487, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7727, loss_cls/aux0: 2.0046, loss/aux0: 2.0046 2020-10-19 09:51:09,904 - mmaction - INFO - Epoch [91][300/396] lr: 2.174e-01, eta: 1 day, 8:46:36, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6771, loss_cls: 2.4900, loss: 2.4900, grad_norm: 1.4530, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7737, loss_cls/aux0: 2.0064, loss/aux0: 2.0064 2020-10-19 09:51:46,528 - mmaction - INFO - Epoch [91][320/396] lr: 2.174e-01, eta: 1 day, 8:45:28, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6677, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.4973, top1_acc/aux0: 0.4724, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.1097, loss/aux0: 2.1097 2020-10-19 09:51:47,507 - mmaction - INFO - Epoch [91][320/396] lr: 2.174e-01, eta: 1 day, 8:46:03, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6677, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.4895, top1_acc/aux0: 0.4742, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.1025, loss/aux0: 2.1025 2020-10-19 09:52:23,970 - mmaction - INFO - Epoch [91][340/396] lr: 2.174e-01, eta: 1 day, 8:44:55, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6755, loss_cls: 2.5058, loss: 2.5058, grad_norm: 1.4653, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0728, loss/aux0: 2.0728 2020-10-19 09:52:24,923 - mmaction - INFO - Epoch [91][340/396] lr: 2.174e-01, eta: 1 day, 8:45:29, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6755, loss_cls: 2.5058, loss: 2.5058, grad_norm: 1.4688, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0835, loss/aux0: 2.0835 2020-10-19 09:53:01,500 - mmaction - INFO - Epoch [91][360/396] lr: 2.174e-01, eta: 1 day, 8:44:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6776, loss_cls: 2.4850, loss: 2.4850, grad_norm: 1.4950, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7724, loss_cls/aux0: 2.0054, loss/aux0: 2.0054 2020-10-19 09:53:02,424 - mmaction - INFO - Epoch [91][360/396] lr: 2.174e-01, eta: 1 day, 8:44:56, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6776, loss_cls: 2.4850, loss: 2.4850, grad_norm: 1.4974, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7724, loss_cls/aux0: 2.0025, loss/aux0: 2.0025 2020-10-19 09:53:39,029 - mmaction - INFO - Epoch [91][380/396] lr: 2.174e-01, eta: 1 day, 8:43:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6753, loss_cls: 2.5046, loss: 2.5046, grad_norm: 1.4827, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0592, loss/aux0: 2.0592 2020-10-19 09:53:40,037 - mmaction - INFO - Epoch [91][380/396] lr: 2.174e-01, eta: 1 day, 8:44:22, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4091, top5_acc: 0.6753, loss_cls: 2.5046, loss: 2.5046, grad_norm: 1.4891, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0506, loss/aux0: 2.0506 2020-10-19 09:58:08,439 - mmaction - INFO - Epoch [92][20/396] lr: 2.158e-01, eta: 1 day, 8:41:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6885, loss_cls: 2.4251, loss: 2.4251, grad_norm: 1.4906, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0600, loss/aux0: 2.0600 2020-10-19 09:58:09,424 - mmaction - INFO - Epoch [92][20/396] lr: 2.158e-01, eta: 1 day, 8:42:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6885, loss_cls: 2.4251, loss: 2.4251, grad_norm: 1.4935, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0551, loss/aux0: 2.0551 2020-10-19 09:58:45,818 - mmaction - INFO - Epoch [92][40/396] lr: 2.158e-01, eta: 1 day, 8:41:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6813, loss_cls: 2.4447, loss: 2.4447, grad_norm: 1.4802, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0054, loss/aux0: 2.0054 2020-10-19 09:58:46,778 - mmaction - INFO - Epoch [92][40/396] lr: 2.158e-01, eta: 1 day, 8:41:54, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6813, loss_cls: 2.4447, loss: 2.4447, grad_norm: 1.4875, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0208, loss/aux0: 2.0208 2020-10-19 09:59:23,025 - mmaction - INFO - Epoch [92][60/396] lr: 2.158e-01, eta: 1 day, 8:40:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6992, loss_cls: 2.3977, loss: 2.3977, grad_norm: 1.4929, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.0706, loss/aux0: 2.0706 2020-10-19 09:59:23,964 - mmaction - INFO - Epoch [92][60/396] lr: 2.158e-01, eta: 1 day, 8:41:20, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6992, loss_cls: 2.3977, loss: 2.3977, grad_norm: 1.4906, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0570, loss/aux0: 2.0570 2020-10-19 10:00:00,401 - mmaction - INFO - Epoch [92][80/396] lr: 2.158e-01, eta: 1 day, 8:40:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6789, loss_cls: 2.4664, loss: 2.4664, grad_norm: 1.4453, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0635, loss/aux0: 2.0635 2020-10-19 10:00:02,515 - mmaction - INFO - Epoch [92][80/396] lr: 2.158e-01, eta: 1 day, 8:40:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6789, loss_cls: 2.4664, loss: 2.4664, grad_norm: 1.4490, top1_acc/aux0: 0.4961, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0737, loss/aux0: 2.0737 2020-10-19 10:00:41,198 - mmaction - INFO - Epoch [92][100/396] lr: 2.158e-01, eta: 1 day, 8:39:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.7026, loss_cls: 2.3731, loss: 2.3731, grad_norm: 1.4924, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0490, loss/aux0: 2.0490 2020-10-19 10:00:42,218 - mmaction - INFO - Epoch [92][100/396] lr: 2.158e-01, eta: 1 day, 8:40:13, time: 0.941, data_time: 0.008, memory: 8466, top1_acc: 0.4276, top5_acc: 0.7026, loss_cls: 2.3731, loss: 2.3731, grad_norm: 1.4981, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0462, loss/aux0: 2.0462 2020-10-19 10:01:18,835 - mmaction - INFO - Epoch [92][120/396] lr: 2.158e-01, eta: 1 day, 8:39:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6914, loss_cls: 2.4331, loss: 2.4331, grad_norm: 1.4904, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0491, loss/aux0: 2.0491 2020-10-19 10:01:19,801 - mmaction - INFO - Epoch [92][120/396] lr: 2.158e-01, eta: 1 day, 8:39:40, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6914, loss_cls: 2.4331, loss: 2.4331, grad_norm: 1.4903, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0528, loss/aux0: 2.0528 2020-10-19 10:01:56,318 - mmaction - INFO - Epoch [92][140/396] lr: 2.158e-01, eta: 1 day, 8:38:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6833, loss_cls: 2.4468, loss: 2.4468, grad_norm: 1.5214, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0359, loss/aux0: 2.0359 2020-10-19 10:01:57,264 - mmaction - INFO - Epoch [92][140/396] lr: 2.158e-01, eta: 1 day, 8:39:07, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6833, loss_cls: 2.4468, loss: 2.4468, grad_norm: 1.5172, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0216, loss/aux0: 2.0216 2020-10-19 10:02:33,919 - mmaction - INFO - Epoch [92][160/396] lr: 2.158e-01, eta: 1 day, 8:37:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6823, loss_cls: 2.4196, loss: 2.4196, grad_norm: 1.4961, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9739, loss/aux0: 1.9739 2020-10-19 10:02:34,895 - mmaction - INFO - Epoch [92][160/396] lr: 2.158e-01, eta: 1 day, 8:38:33, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6823, loss_cls: 2.4196, loss: 2.4196, grad_norm: 1.4960, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9690, loss/aux0: 1.9690 2020-10-19 10:03:11,451 - mmaction - INFO - Epoch [92][180/396] lr: 2.158e-01, eta: 1 day, 8:37:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6940, loss_cls: 2.4147, loss: 2.4147, grad_norm: 1.4782, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9919, loss/aux0: 1.9919 2020-10-19 10:03:12,408 - mmaction - INFO - Epoch [92][180/396] lr: 2.158e-01, eta: 1 day, 8:38:00, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6940, loss_cls: 2.4147, loss: 2.4147, grad_norm: 1.4828, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9934, loss/aux0: 1.9934 2020-10-19 10:03:48,969 - mmaction - INFO - Epoch [92][200/396] lr: 2.158e-01, eta: 1 day, 8:36:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6711, loss_cls: 2.5162, loss: 2.5162, grad_norm: 1.5395, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9866, loss/aux0: 1.9866 2020-10-19 10:03:49,926 - mmaction - INFO - Epoch [92][200/396] lr: 2.158e-01, eta: 1 day, 8:37:27, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4047, top5_acc: 0.6711, loss_cls: 2.5162, loss: 2.5162, grad_norm: 1.5445, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9969, loss/aux0: 1.9969 2020-10-19 10:04:26,518 - mmaction - INFO - Epoch [92][220/396] lr: 2.158e-01, eta: 1 day, 8:36:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6909, loss_cls: 2.3962, loss: 2.3962, grad_norm: 1.5120, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0532, loss/aux0: 2.0532 2020-10-19 10:04:27,475 - mmaction - INFO - Epoch [92][220/396] lr: 2.158e-01, eta: 1 day, 8:36:53, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6909, loss_cls: 2.3962, loss: 2.3962, grad_norm: 1.5177, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0582, loss/aux0: 2.0582 2020-10-19 10:05:04,095 - mmaction - INFO - Epoch [92][240/396] lr: 2.158e-01, eta: 1 day, 8:35:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6979, loss_cls: 2.3856, loss: 2.3856, grad_norm: 1.4472, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7721, loss_cls/aux0: 2.0000, loss/aux0: 2.0000 2020-10-19 10:05:05,014 - mmaction - INFO - Epoch [92][240/396] lr: 2.158e-01, eta: 1 day, 8:36:20, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6979, loss_cls: 2.3856, loss: 2.3856, grad_norm: 1.4497, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9965, loss/aux0: 1.9965 2020-10-19 10:05:41,665 - mmaction - INFO - Epoch [92][260/396] lr: 2.158e-01, eta: 1 day, 8:35:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6685, loss_cls: 2.5319, loss: 2.5319, grad_norm: 1.4757, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0198, loss/aux0: 2.0198 2020-10-19 10:05:42,667 - mmaction - INFO - Epoch [92][260/396] lr: 2.158e-01, eta: 1 day, 8:35:46, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.3977, top5_acc: 0.6685, loss_cls: 2.5319, loss: 2.5319, grad_norm: 1.4748, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0248, loss/aux0: 2.0248 2020-10-19 10:06:19,373 - mmaction - INFO - Epoch [92][280/396] lr: 2.158e-01, eta: 1 day, 8:34:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6789, loss_cls: 2.4881, loss: 2.4881, grad_norm: 1.5142, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0203, loss/aux0: 2.0203 2020-10-19 10:06:20,331 - mmaction - INFO - Epoch [92][280/396] lr: 2.158e-01, eta: 1 day, 8:35:13, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.3984, top5_acc: 0.6789, loss_cls: 2.4881, loss: 2.4881, grad_norm: 1.5150, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0075, loss/aux0: 2.0075 2020-10-19 10:06:56,848 - mmaction - INFO - Epoch [92][300/396] lr: 2.158e-01, eta: 1 day, 8:34:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6799, loss_cls: 2.4467, loss: 2.4467, grad_norm: 1.4695, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9989, loss/aux0: 1.9989 2020-10-19 10:06:57,819 - mmaction - INFO - Epoch [92][300/396] lr: 2.158e-01, eta: 1 day, 8:34:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6799, loss_cls: 2.4467, loss: 2.4467, grad_norm: 1.4735, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0148, loss/aux0: 2.0148 2020-10-19 10:07:34,500 - mmaction - INFO - Epoch [92][320/396] lr: 2.158e-01, eta: 1 day, 8:33:33, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6854, loss_cls: 2.4623, loss: 2.4623, grad_norm: 1.4799, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0854, loss/aux0: 2.0854 2020-10-19 10:07:35,412 - mmaction - INFO - Epoch [92][320/396] lr: 2.158e-01, eta: 1 day, 8:34:06, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6854, loss_cls: 2.4623, loss: 2.4623, grad_norm: 1.4773, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7536, loss_cls/aux0: 2.0754, loss/aux0: 2.0754 2020-10-19 10:08:12,107 - mmaction - INFO - Epoch [92][340/396] lr: 2.158e-01, eta: 1 day, 8:32:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6760, loss_cls: 2.4810, loss: 2.4810, grad_norm: 1.4378, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0111, loss/aux0: 2.0111 2020-10-19 10:08:13,109 - mmaction - INFO - Epoch [92][340/396] lr: 2.158e-01, eta: 1 day, 8:33:33, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4057, top5_acc: 0.6760, loss_cls: 2.4810, loss: 2.4810, grad_norm: 1.4377, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0079, loss/aux0: 2.0079 2020-10-19 10:08:49,810 - mmaction - INFO - Epoch [92][360/396] lr: 2.158e-01, eta: 1 day, 8:32:26, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6729, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.4740, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0139, loss/aux0: 2.0139 2020-10-19 10:08:50,741 - mmaction - INFO - Epoch [92][360/396] lr: 2.158e-01, eta: 1 day, 8:33:00, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4039, top5_acc: 0.6729, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.4755, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0173, loss/aux0: 2.0173 2020-10-19 10:09:27,175 - mmaction - INFO - Epoch [92][380/396] lr: 2.158e-01, eta: 1 day, 8:31:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6682, loss_cls: 2.5326, loss: 2.5326, grad_norm: 1.5035, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.1062, loss/aux0: 2.1062 2020-10-19 10:09:28,134 - mmaction - INFO - Epoch [92][380/396] lr: 2.158e-01, eta: 1 day, 8:32:26, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4063, top5_acc: 0.6682, loss_cls: 2.5326, loss: 2.5326, grad_norm: 1.5040, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7497, loss_cls/aux0: 2.1027, loss/aux0: 2.1027 2020-10-19 10:14:28,105 - mmaction - INFO - Epoch [93][20/396] lr: 2.141e-01, eta: 1 day, 8:29:59, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6958, loss_cls: 2.3874, loss: 2.3874, grad_norm: 1.4685, top1_acc/aux0: 0.4975, top5_acc/aux0: 0.7445, loss_cls/aux0: 2.0975, loss/aux0: 2.0975 2020-10-19 10:14:29,065 - mmaction - INFO - Epoch [93][20/396] lr: 2.141e-01, eta: 1 day, 8:30:32, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6958, loss_cls: 2.3874, loss: 2.3874, grad_norm: 1.4628, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7451, loss_cls/aux0: 2.0939, loss/aux0: 2.0939 2020-10-19 10:15:05,481 - mmaction - INFO - Epoch [93][40/396] lr: 2.141e-01, eta: 1 day, 8:29:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6758, loss_cls: 2.5068, loss: 2.5068, grad_norm: 1.4556, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0921, loss/aux0: 2.0921 2020-10-19 10:15:06,434 - mmaction - INFO - Epoch [93][40/396] lr: 2.141e-01, eta: 1 day, 8:29:58, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.3966, top5_acc: 0.6758, loss_cls: 2.5068, loss: 2.5068, grad_norm: 1.4572, top1_acc/aux0: 0.4935, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0942, loss/aux0: 2.0942 2020-10-19 10:15:42,814 - mmaction - INFO - Epoch [93][60/396] lr: 2.141e-01, eta: 1 day, 8:28:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6875, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.5053, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0152, loss/aux0: 2.0152 2020-10-19 10:15:43,778 - mmaction - INFO - Epoch [93][60/396] lr: 2.141e-01, eta: 1 day, 8:29:25, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6875, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.5042, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0103, loss/aux0: 2.0103 2020-10-19 10:16:20,440 - mmaction - INFO - Epoch [93][80/396] lr: 2.141e-01, eta: 1 day, 8:28:18, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6758, loss_cls: 2.4535, loss: 2.4535, grad_norm: 1.4702, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0394, loss/aux0: 2.0394 2020-10-19 10:16:21,400 - mmaction - INFO - Epoch [93][80/396] lr: 2.141e-01, eta: 1 day, 8:28:52, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6758, loss_cls: 2.4535, loss: 2.4535, grad_norm: 1.4741, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0470, loss/aux0: 2.0470 2020-10-19 10:16:57,755 - mmaction - INFO - Epoch [93][100/396] lr: 2.141e-01, eta: 1 day, 8:27:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6870, loss_cls: 2.3997, loss: 2.3997, grad_norm: 1.5171, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0612, loss/aux0: 2.0612 2020-10-19 10:16:58,696 - mmaction - INFO - Epoch [93][100/396] lr: 2.141e-01, eta: 1 day, 8:28:18, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6870, loss_cls: 2.3997, loss: 2.3997, grad_norm: 1.5151, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0500, loss/aux0: 2.0500 2020-10-19 10:17:35,421 - mmaction - INFO - Epoch [93][120/396] lr: 2.141e-01, eta: 1 day, 8:27:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6867, loss_cls: 2.4375, loss: 2.4375, grad_norm: 1.4837, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0286, loss/aux0: 2.0286 2020-10-19 10:17:36,398 - mmaction - INFO - Epoch [93][120/396] lr: 2.141e-01, eta: 1 day, 8:27:45, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6867, loss_cls: 2.4375, loss: 2.4375, grad_norm: 1.4874, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.0317, loss/aux0: 2.0317 2020-10-19 10:18:12,879 - mmaction - INFO - Epoch [93][140/396] lr: 2.141e-01, eta: 1 day, 8:26:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6831, loss_cls: 2.4652, loss: 2.4652, grad_norm: 1.4881, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0509, loss/aux0: 2.0509 2020-10-19 10:18:13,839 - mmaction - INFO - Epoch [93][140/396] lr: 2.141e-01, eta: 1 day, 8:27:11, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6831, loss_cls: 2.4652, loss: 2.4652, grad_norm: 1.4862, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.0544, loss/aux0: 2.0544 2020-10-19 10:18:50,384 - mmaction - INFO - Epoch [93][160/396] lr: 2.141e-01, eta: 1 day, 8:26:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6909, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.4534, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0410, loss/aux0: 2.0410 2020-10-19 10:18:51,343 - mmaction - INFO - Epoch [93][160/396] lr: 2.141e-01, eta: 1 day, 8:26:38, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6909, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.4620, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0431, loss/aux0: 2.0431 2020-10-19 10:19:28,042 - mmaction - INFO - Epoch [93][180/396] lr: 2.141e-01, eta: 1 day, 8:25:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6859, loss_cls: 2.4532, loss: 2.4532, grad_norm: 1.4535, top1_acc/aux0: 0.4927, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0669, loss/aux0: 2.0669 2020-10-19 10:19:29,011 - mmaction - INFO - Epoch [93][180/396] lr: 2.141e-01, eta: 1 day, 8:26:04, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6859, loss_cls: 2.4532, loss: 2.4532, grad_norm: 1.4559, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0737, loss/aux0: 2.0737 2020-10-19 10:20:05,607 - mmaction - INFO - Epoch [93][200/396] lr: 2.141e-01, eta: 1 day, 8:24:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6958, loss_cls: 2.3905, loss: 2.3905, grad_norm: 1.5099, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9775, loss/aux0: 1.9775 2020-10-19 10:20:06,555 - mmaction - INFO - Epoch [93][200/396] lr: 2.141e-01, eta: 1 day, 8:25:31, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6958, loss_cls: 2.3905, loss: 2.3905, grad_norm: 1.5137, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9865, loss/aux0: 1.9865 2020-10-19 10:20:43,104 - mmaction - INFO - Epoch [93][220/396] lr: 2.141e-01, eta: 1 day, 8:24:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6867, loss_cls: 2.4285, loss: 2.4285, grad_norm: 1.4716, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0202, loss/aux0: 2.0202 2020-10-19 10:20:44,057 - mmaction - INFO - Epoch [93][220/396] lr: 2.141e-01, eta: 1 day, 8:24:57, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6867, loss_cls: 2.4285, loss: 2.4285, grad_norm: 1.4679, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0063, loss/aux0: 2.0063 2020-10-19 10:21:20,605 - mmaction - INFO - Epoch [93][240/396] lr: 2.141e-01, eta: 1 day, 8:23:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6734, loss_cls: 2.4730, loss: 2.4730, grad_norm: 1.4986, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0332, loss/aux0: 2.0332 2020-10-19 10:21:21,643 - mmaction - INFO - Epoch [93][240/396] lr: 2.141e-01, eta: 1 day, 8:24:24, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4193, top5_acc: 0.6734, loss_cls: 2.4730, loss: 2.4730, grad_norm: 1.5031, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0345, loss/aux0: 2.0345 2020-10-19 10:21:58,270 - mmaction - INFO - Epoch [93][260/396] lr: 2.141e-01, eta: 1 day, 8:23:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6917, loss_cls: 2.4327, loss: 2.4327, grad_norm: 1.5274, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0848, loss/aux0: 2.0848 2020-10-19 10:21:59,223 - mmaction - INFO - Epoch [93][260/396] lr: 2.141e-01, eta: 1 day, 8:23:51, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6917, loss_cls: 2.4327, loss: 2.4327, grad_norm: 1.5196, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0936, loss/aux0: 2.0936 2020-10-19 10:22:35,808 - mmaction - INFO - Epoch [93][280/396] lr: 2.141e-01, eta: 1 day, 8:22:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6742, loss_cls: 2.5173, loss: 2.5173, grad_norm: 1.4845, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0567, loss/aux0: 2.0567 2020-10-19 10:22:36,784 - mmaction - INFO - Epoch [93][280/396] lr: 2.141e-01, eta: 1 day, 8:23:17, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4052, top5_acc: 0.6742, loss_cls: 2.5173, loss: 2.5173, grad_norm: 1.4797, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0404, loss/aux0: 2.0404 2020-10-19 10:23:13,287 - mmaction - INFO - Epoch [93][300/396] lr: 2.141e-01, eta: 1 day, 8:22:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6867, loss_cls: 2.4185, loss: 2.4185, grad_norm: 1.4853, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7721, loss_cls/aux0: 2.0282, loss/aux0: 2.0282 2020-10-19 10:23:14,279 - mmaction - INFO - Epoch [93][300/396] lr: 2.141e-01, eta: 1 day, 8:22:43, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6867, loss_cls: 2.4185, loss: 2.4185, grad_norm: 1.4792, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7732, loss_cls/aux0: 2.0256, loss/aux0: 2.0256 2020-10-19 10:23:50,843 - mmaction - INFO - Epoch [93][320/396] lr: 2.141e-01, eta: 1 day, 8:21:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6771, loss_cls: 2.4843, loss: 2.4843, grad_norm: 1.5094, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0387, loss/aux0: 2.0387 2020-10-19 10:23:51,804 - mmaction - INFO - Epoch [93][320/396] lr: 2.141e-01, eta: 1 day, 8:22:10, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4130, top5_acc: 0.6771, loss_cls: 2.4843, loss: 2.4843, grad_norm: 1.5067, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0435, loss/aux0: 2.0435 2020-10-19 10:24:28,331 - mmaction - INFO - Epoch [93][340/396] lr: 2.141e-01, eta: 1 day, 8:21:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6818, loss_cls: 2.4452, loss: 2.4452, grad_norm: 1.4819, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0502, loss/aux0: 2.0502 2020-10-19 10:24:29,332 - mmaction - INFO - Epoch [93][340/396] lr: 2.141e-01, eta: 1 day, 8:21:37, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6818, loss_cls: 2.4452, loss: 2.4452, grad_norm: 1.4823, top1_acc/aux0: 0.4990, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0595, loss/aux0: 2.0595 2020-10-19 10:25:06,018 - mmaction - INFO - Epoch [93][360/396] lr: 2.141e-01, eta: 1 day, 8:20:30, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6750, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.5095, top1_acc/aux0: 0.4932, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0687, loss/aux0: 2.0687 2020-10-19 10:25:06,981 - mmaction - INFO - Epoch [93][360/396] lr: 2.141e-01, eta: 1 day, 8:21:03, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4060, top5_acc: 0.6750, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.5142, top1_acc/aux0: 0.4951, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0669, loss/aux0: 2.0669 2020-10-19 10:25:43,679 - mmaction - INFO - Epoch [93][380/396] lr: 2.141e-01, eta: 1 day, 8:19:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6589, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.5230, top1_acc/aux0: 0.4880, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0525, loss/aux0: 2.0525 2020-10-19 10:25:44,656 - mmaction - INFO - Epoch [93][380/396] lr: 2.141e-01, eta: 1 day, 8:20:30, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.3992, top5_acc: 0.6589, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.5242, top1_acc/aux0: 0.4872, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0478, loss/aux0: 2.0478 2020-10-19 10:30:36,492 - mmaction - INFO - Epoch [94][20/396] lr: 2.125e-01, eta: 1 day, 8:18:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6997, loss_cls: 2.3745, loss: 2.3745, grad_norm: 1.4828, top1_acc/aux0: 0.4967, top5_acc/aux0: 0.7533, loss_cls/aux0: 2.0445, loss/aux0: 2.0445 2020-10-19 10:30:37,456 - mmaction - INFO - Epoch [94][20/396] lr: 2.125e-01, eta: 1 day, 8:18:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6997, loss_cls: 2.3745, loss: 2.3745, grad_norm: 1.4909, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0559, loss/aux0: 2.0559 2020-10-19 10:31:13,882 - mmaction - INFO - Epoch [94][40/396] lr: 2.125e-01, eta: 1 day, 8:17:30, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6878, loss_cls: 2.4002, loss: 2.4002, grad_norm: 1.5151, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0485, loss/aux0: 2.0485 2020-10-19 10:31:14,847 - mmaction - INFO - Epoch [94][40/396] lr: 2.125e-01, eta: 1 day, 8:18:03, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6878, loss_cls: 2.4002, loss: 2.4002, grad_norm: 1.5166, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0400, loss/aux0: 2.0400 2020-10-19 10:31:51,399 - mmaction - INFO - Epoch [94][60/396] lr: 2.125e-01, eta: 1 day, 8:16:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6747, loss_cls: 2.5134, loss: 2.5134, grad_norm: 1.4549, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7727, loss_cls/aux0: 2.0147, loss/aux0: 2.0147 2020-10-19 10:31:52,341 - mmaction - INFO - Epoch [94][60/396] lr: 2.125e-01, eta: 1 day, 8:17:30, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.3898, top5_acc: 0.6747, loss_cls: 2.5134, loss: 2.5134, grad_norm: 1.4630, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7716, loss_cls/aux0: 2.0231, loss/aux0: 2.0231 2020-10-19 10:32:29,042 - mmaction - INFO - Epoch [94][80/396] lr: 2.125e-01, eta: 1 day, 8:16:23, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6893, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.4822, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0328, loss/aux0: 2.0328 2020-10-19 10:32:29,983 - mmaction - INFO - Epoch [94][80/396] lr: 2.125e-01, eta: 1 day, 8:16:56, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6893, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.4811, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0203, loss/aux0: 2.0203 2020-10-19 10:33:06,371 - mmaction - INFO - Epoch [94][100/396] lr: 2.125e-01, eta: 1 day, 8:15:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6794, loss_cls: 2.4759, loss: 2.4759, grad_norm: 1.5045, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0183, loss/aux0: 2.0183 2020-10-19 10:33:07,379 - mmaction - INFO - Epoch [94][100/396] lr: 2.125e-01, eta: 1 day, 8:16:23, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6794, loss_cls: 2.4759, loss: 2.4759, grad_norm: 1.4989, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0149, loss/aux0: 2.0149 2020-10-19 10:33:44,049 - mmaction - INFO - Epoch [94][120/396] lr: 2.125e-01, eta: 1 day, 8:15:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6826, loss_cls: 2.4283, loss: 2.4283, grad_norm: 1.4837, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0437, loss/aux0: 2.0437 2020-10-19 10:33:44,999 - mmaction - INFO - Epoch [94][120/396] lr: 2.125e-01, eta: 1 day, 8:15:50, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6826, loss_cls: 2.4283, loss: 2.4283, grad_norm: 1.4774, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0534, loss/aux0: 2.0534 2020-10-19 10:34:21,604 - mmaction - INFO - Epoch [94][140/396] lr: 2.125e-01, eta: 1 day, 8:14:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6859, loss_cls: 2.4545, loss: 2.4545, grad_norm: 1.5042, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0654, loss/aux0: 2.0654 2020-10-19 10:34:22,584 - mmaction - INFO - Epoch [94][140/396] lr: 2.125e-01, eta: 1 day, 8:15:16, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6859, loss_cls: 2.4545, loss: 2.4545, grad_norm: 1.5151, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0660, loss/aux0: 2.0660 2020-10-19 10:34:59,059 - mmaction - INFO - Epoch [94][160/396] lr: 2.125e-01, eta: 1 day, 8:14:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6896, loss_cls: 2.4112, loss: 2.4112, grad_norm: 1.5120, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0176, loss/aux0: 2.0176 2020-10-19 10:34:59,989 - mmaction - INFO - Epoch [94][160/396] lr: 2.125e-01, eta: 1 day, 8:14:43, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6896, loss_cls: 2.4112, loss: 2.4112, grad_norm: 1.5136, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0148, loss/aux0: 2.0148 2020-10-19 10:35:36,750 - mmaction - INFO - Epoch [94][180/396] lr: 2.125e-01, eta: 1 day, 8:13:37, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6914, loss_cls: 2.4028, loss: 2.4028, grad_norm: 1.4729, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0509, loss/aux0: 2.0509 2020-10-19 10:35:37,701 - mmaction - INFO - Epoch [94][180/396] lr: 2.125e-01, eta: 1 day, 8:14:10, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6914, loss_cls: 2.4028, loss: 2.4028, grad_norm: 1.4749, top1_acc/aux0: 0.4914, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0477, loss/aux0: 2.0477 2020-10-19 10:36:14,370 - mmaction - INFO - Epoch [94][200/396] lr: 2.125e-01, eta: 1 day, 8:13:04, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6849, loss_cls: 2.4560, loss: 2.4560, grad_norm: 1.5070, top1_acc/aux0: 0.5138, top5_acc/aux0: 0.7719, loss_cls/aux0: 2.0164, loss/aux0: 2.0164 2020-10-19 10:36:15,331 - mmaction - INFO - Epoch [94][200/396] lr: 2.125e-01, eta: 1 day, 8:13:36, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4083, top5_acc: 0.6849, loss_cls: 2.4560, loss: 2.4560, grad_norm: 1.5077, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0153, loss/aux0: 2.0153 2020-10-19 10:36:51,941 - mmaction - INFO - Epoch [94][220/396] lr: 2.125e-01, eta: 1 day, 8:12:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6773, loss_cls: 2.4740, loss: 2.4740, grad_norm: 1.4913, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7508, loss_cls/aux0: 2.0700, loss/aux0: 2.0700 2020-10-19 10:36:52,907 - mmaction - INFO - Epoch [94][220/396] lr: 2.125e-01, eta: 1 day, 8:13:03, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6773, loss_cls: 2.4740, loss: 2.4740, grad_norm: 1.4720, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7526, loss_cls/aux0: 2.0560, loss/aux0: 2.0560 2020-10-19 10:37:29,700 - mmaction - INFO - Epoch [94][240/396] lr: 2.125e-01, eta: 1 day, 8:11:57, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6885, loss_cls: 2.4525, loss: 2.4525, grad_norm: 1.5026, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9789, loss/aux0: 1.9789 2020-10-19 10:37:30,671 - mmaction - INFO - Epoch [94][240/396] lr: 2.125e-01, eta: 1 day, 8:12:30, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6885, loss_cls: 2.4525, loss: 2.4525, grad_norm: 1.5126, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9913, loss/aux0: 1.9913 2020-10-19 10:38:07,149 - mmaction - INFO - Epoch [94][260/396] lr: 2.125e-01, eta: 1 day, 8:11:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6849, loss_cls: 2.4496, loss: 2.4496, grad_norm: 1.5320, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9992, loss/aux0: 1.9992 2020-10-19 10:38:08,093 - mmaction - INFO - Epoch [94][260/396] lr: 2.125e-01, eta: 1 day, 8:11:56, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6849, loss_cls: 2.4496, loss: 2.4496, grad_norm: 1.5329, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9949, loss/aux0: 1.9949 2020-10-19 10:38:44,843 - mmaction - INFO - Epoch [94][280/396] lr: 2.125e-01, eta: 1 day, 8:10:50, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6885, loss_cls: 2.4200, loss: 2.4200, grad_norm: 1.5084, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7714, loss_cls/aux0: 2.0222, loss/aux0: 2.0222 2020-10-19 10:38:45,799 - mmaction - INFO - Epoch [94][280/396] lr: 2.125e-01, eta: 1 day, 8:11:23, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6885, loss_cls: 2.4200, loss: 2.4200, grad_norm: 1.5035, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7698, loss_cls/aux0: 2.0314, loss/aux0: 2.0314 2020-10-19 10:39:22,351 - mmaction - INFO - Epoch [94][300/396] lr: 2.125e-01, eta: 1 day, 8:10:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6867, loss_cls: 2.4661, loss: 2.4661, grad_norm: 1.5079, top1_acc/aux0: 0.4893, top5_acc/aux0: 0.7456, loss_cls/aux0: 2.1057, loss/aux0: 2.1057 2020-10-19 10:39:23,316 - mmaction - INFO - Epoch [94][300/396] lr: 2.125e-01, eta: 1 day, 8:10:49, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4018, top5_acc: 0.6867, loss_cls: 2.4661, loss: 2.4661, grad_norm: 1.4995, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7484, loss_cls/aux0: 2.0967, loss/aux0: 2.0967 2020-10-19 10:39:59,945 - mmaction - INFO - Epoch [94][320/396] lr: 2.125e-01, eta: 1 day, 8:09:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6927, loss_cls: 2.4420, loss: 2.4420, grad_norm: 1.4701, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0099, loss/aux0: 2.0099 2020-10-19 10:40:00,909 - mmaction - INFO - Epoch [94][320/396] lr: 2.125e-01, eta: 1 day, 8:10:16, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6927, loss_cls: 2.4420, loss: 2.4420, grad_norm: 1.4707, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0321, loss/aux0: 2.0321 2020-10-19 10:40:37,387 - mmaction - INFO - Epoch [94][340/396] lr: 2.125e-01, eta: 1 day, 8:09:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6745, loss_cls: 2.4639, loss: 2.4639, grad_norm: 1.4921, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7531, loss_cls/aux0: 2.0920, loss/aux0: 2.0920 2020-10-19 10:40:38,349 - mmaction - INFO - Epoch [94][340/396] lr: 2.125e-01, eta: 1 day, 8:09:42, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6745, loss_cls: 2.4639, loss: 2.4639, grad_norm: 1.4925, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0788, loss/aux0: 2.0788 2020-10-19 10:41:14,991 - mmaction - INFO - Epoch [94][360/396] lr: 2.125e-01, eta: 1 day, 8:08:36, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6888, loss_cls: 2.4308, loss: 2.4308, grad_norm: 1.4830, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0577, loss/aux0: 2.0577 2020-10-19 10:41:15,963 - mmaction - INFO - Epoch [94][360/396] lr: 2.125e-01, eta: 1 day, 8:09:09, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6888, loss_cls: 2.4308, loss: 2.4308, grad_norm: 1.4831, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.0580, loss/aux0: 2.0580 2020-10-19 10:41:52,617 - mmaction - INFO - Epoch [94][380/396] lr: 2.125e-01, eta: 1 day, 8:08:03, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6990, loss_cls: 2.3922, loss: 2.3922, grad_norm: 1.5186, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0130, loss/aux0: 2.0130 2020-10-19 10:41:53,544 - mmaction - INFO - Epoch [94][380/396] lr: 2.125e-01, eta: 1 day, 8:08:36, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6990, loss_cls: 2.3922, loss: 2.3922, grad_norm: 1.5209, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7617, loss_cls/aux0: 2.0248, loss/aux0: 2.0248 2020-10-19 10:46:45,447 - mmaction - INFO - Epoch [95][20/396] lr: 2.108e-01, eta: 1 day, 8:06:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6841, loss_cls: 2.4532, loss: 2.4532, grad_norm: 1.4660, top1_acc/aux0: 0.5041, top5_acc/aux0: 0.7621, loss_cls/aux0: 2.0462, loss/aux0: 2.0462 2020-10-19 10:46:46,452 - mmaction - INFO - Epoch [95][20/396] lr: 2.108e-01, eta: 1 day, 8:06:43, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6841, loss_cls: 2.4532, loss: 2.4532, grad_norm: 1.4704, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0436, loss/aux0: 2.0436 2020-10-19 10:47:22,748 - mmaction - INFO - Epoch [95][40/396] lr: 2.108e-01, eta: 1 day, 8:05:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4417, top5_acc: 0.7021, loss_cls: 2.3533, loss: 2.3533, grad_norm: 1.5499, top1_acc/aux0: 0.4958, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0231, loss/aux0: 2.0231 2020-10-19 10:47:23,699 - mmaction - INFO - Epoch [95][40/396] lr: 2.108e-01, eta: 1 day, 8:06:10, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4417, top5_acc: 0.7021, loss_cls: 2.3533, loss: 2.3533, grad_norm: 1.5440, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0269, loss/aux0: 2.0269 2020-10-19 10:48:00,177 - mmaction - INFO - Epoch [95][60/396] lr: 2.108e-01, eta: 1 day, 8:05:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6836, loss_cls: 2.4504, loss: 2.4504, grad_norm: 1.4923, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7544, loss_cls/aux0: 2.0723, loss/aux0: 2.0723 2020-10-19 10:48:01,153 - mmaction - INFO - Epoch [95][60/396] lr: 2.108e-01, eta: 1 day, 8:05:36, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4167, top5_acc: 0.6836, loss_cls: 2.4504, loss: 2.4504, grad_norm: 1.4941, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0617, loss/aux0: 2.0617 2020-10-19 10:48:37,613 - mmaction - INFO - Epoch [95][80/396] lr: 2.108e-01, eta: 1 day, 8:04:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6779, loss_cls: 2.4542, loss: 2.4542, grad_norm: 1.4940, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0332, loss/aux0: 2.0332 2020-10-19 10:48:38,535 - mmaction - INFO - Epoch [95][80/396] lr: 2.108e-01, eta: 1 day, 8:05:02, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6779, loss_cls: 2.4542, loss: 2.4542, grad_norm: 1.4869, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0333, loss/aux0: 2.0333 2020-10-19 10:49:14,943 - mmaction - INFO - Epoch [95][100/396] lr: 2.108e-01, eta: 1 day, 8:03:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6823, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.4961, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0431, loss/aux0: 2.0431 2020-10-19 10:49:15,874 - mmaction - INFO - Epoch [95][100/396] lr: 2.108e-01, eta: 1 day, 8:04:28, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6823, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.4979, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0654, loss/aux0: 2.0654 2020-10-19 10:49:52,348 - mmaction - INFO - Epoch [95][120/396] lr: 2.108e-01, eta: 1 day, 8:03:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6839, loss_cls: 2.4308, loss: 2.4308, grad_norm: 1.4878, top1_acc/aux0: 0.4924, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0606, loss/aux0: 2.0606 2020-10-19 10:49:53,292 - mmaction - INFO - Epoch [95][120/396] lr: 2.108e-01, eta: 1 day, 8:03:55, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6839, loss_cls: 2.4308, loss: 2.4308, grad_norm: 1.4875, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0531, loss/aux0: 2.0531 2020-10-19 10:50:29,785 - mmaction - INFO - Epoch [95][140/396] lr: 2.108e-01, eta: 1 day, 8:02:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6833, loss_cls: 2.4628, loss: 2.4628, grad_norm: 1.5044, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0439, loss/aux0: 2.0439 2020-10-19 10:50:30,716 - mmaction - INFO - Epoch [95][140/396] lr: 2.108e-01, eta: 1 day, 8:03:21, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4021, top5_acc: 0.6833, loss_cls: 2.4628, loss: 2.4628, grad_norm: 1.5116, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0419, loss/aux0: 2.0419 2020-10-19 10:51:07,204 - mmaction - INFO - Epoch [95][160/396] lr: 2.108e-01, eta: 1 day, 8:02:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6818, loss_cls: 2.4651, loss: 2.4651, grad_norm: 1.4665, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7682, loss_cls/aux0: 2.0138, loss/aux0: 2.0138 2020-10-19 10:51:08,161 - mmaction - INFO - Epoch [95][160/396] lr: 2.108e-01, eta: 1 day, 8:02:47, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6818, loss_cls: 2.4651, loss: 2.4651, grad_norm: 1.4672, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0083, loss/aux0: 2.0083 2020-10-19 10:51:44,666 - mmaction - INFO - Epoch [95][180/396] lr: 2.108e-01, eta: 1 day, 8:01:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6898, loss_cls: 2.4312, loss: 2.4312, grad_norm: 1.4659, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0024, loss/aux0: 2.0024 2020-10-19 10:51:45,638 - mmaction - INFO - Epoch [95][180/396] lr: 2.108e-01, eta: 1 day, 8:02:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6898, loss_cls: 2.4312, loss: 2.4312, grad_norm: 1.4721, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0132, loss/aux0: 2.0132 2020-10-19 10:52:22,287 - mmaction - INFO - Epoch [95][200/396] lr: 2.108e-01, eta: 1 day, 8:01:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.7055, loss_cls: 2.3371, loss: 2.3371, grad_norm: 1.5369, top1_acc/aux0: 0.4982, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0428, loss/aux0: 2.0428 2020-10-19 10:52:23,258 - mmaction - INFO - Epoch [95][200/396] lr: 2.108e-01, eta: 1 day, 8:01:41, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4294, top5_acc: 0.7055, loss_cls: 2.3371, loss: 2.3371, grad_norm: 1.5378, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0391, loss/aux0: 2.0391 2020-10-19 10:52:59,685 - mmaction - INFO - Epoch [95][220/396] lr: 2.108e-01, eta: 1 day, 8:00:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6823, loss_cls: 2.4522, loss: 2.4522, grad_norm: 1.4803, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0369, loss/aux0: 2.0369 2020-10-19 10:53:00,651 - mmaction - INFO - Epoch [95][220/396] lr: 2.108e-01, eta: 1 day, 8:01:07, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6823, loss_cls: 2.4522, loss: 2.4522, grad_norm: 1.4759, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0220, loss/aux0: 2.0220 2020-10-19 10:53:37,214 - mmaction - INFO - Epoch [95][240/396] lr: 2.108e-01, eta: 1 day, 8:00:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6721, loss_cls: 2.4884, loss: 2.4884, grad_norm: 1.5169, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7714, loss_cls/aux0: 2.0307, loss/aux0: 2.0307 2020-10-19 10:53:38,167 - mmaction - INFO - Epoch [95][240/396] lr: 2.108e-01, eta: 1 day, 8:00:33, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4128, top5_acc: 0.6721, loss_cls: 2.4884, loss: 2.4884, grad_norm: 1.5125, top1_acc/aux0: 0.4938, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0458, loss/aux0: 2.0458 2020-10-19 10:54:14,665 - mmaction - INFO - Epoch [95][260/396] lr: 2.108e-01, eta: 1 day, 7:59:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6898, loss_cls: 2.4361, loss: 2.4361, grad_norm: 1.4909, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9996, loss/aux0: 1.9996 2020-10-19 10:54:15,613 - mmaction - INFO - Epoch [95][260/396] lr: 2.108e-01, eta: 1 day, 8:00:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6898, loss_cls: 2.4361, loss: 2.4361, grad_norm: 1.4937, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9952, loss/aux0: 1.9952 2020-10-19 10:54:52,223 - mmaction - INFO - Epoch [95][280/396] lr: 2.108e-01, eta: 1 day, 7:58:54, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6781, loss_cls: 2.4619, loss: 2.4619, grad_norm: 1.5045, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9572, loss/aux0: 1.9572 2020-10-19 10:54:53,182 - mmaction - INFO - Epoch [95][280/396] lr: 2.108e-01, eta: 1 day, 7:59:27, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.4081, top5_acc: 0.6781, loss_cls: 2.4619, loss: 2.4619, grad_norm: 1.5052, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9478, loss/aux0: 1.9478 2020-10-19 10:55:29,781 - mmaction - INFO - Epoch [95][300/396] lr: 2.108e-01, eta: 1 day, 7:58:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6654, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.4993, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9836, loss/aux0: 1.9836 2020-10-19 10:55:30,733 - mmaction - INFO - Epoch [95][300/396] lr: 2.108e-01, eta: 1 day, 7:58:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6654, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.4996, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9908, loss/aux0: 1.9908 2020-10-19 10:56:07,188 - mmaction - INFO - Epoch [95][320/396] lr: 2.108e-01, eta: 1 day, 7:57:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6964, loss_cls: 2.4109, loss: 2.4109, grad_norm: 1.5423, top1_acc/aux0: 0.4937, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0534, loss/aux0: 2.0534 2020-10-19 10:56:08,157 - mmaction - INFO - Epoch [95][320/396] lr: 2.108e-01, eta: 1 day, 7:58:19, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6964, loss_cls: 2.4109, loss: 2.4109, grad_norm: 1.5371, top1_acc/aux0: 0.4930, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0638, loss/aux0: 2.0638 2020-10-19 10:56:44,757 - mmaction - INFO - Epoch [95][340/396] lr: 2.108e-01, eta: 1 day, 7:57:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6755, loss_cls: 2.4517, loss: 2.4517, grad_norm: 1.5083, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0152, loss/aux0: 2.0152 2020-10-19 10:56:45,716 - mmaction - INFO - Epoch [95][340/396] lr: 2.108e-01, eta: 1 day, 7:57:46, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4029, top5_acc: 0.6755, loss_cls: 2.4517, loss: 2.4517, grad_norm: 1.5123, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7753, loss_cls/aux0: 2.0018, loss/aux0: 2.0018 2020-10-19 10:57:22,272 - mmaction - INFO - Epoch [95][360/396] lr: 2.108e-01, eta: 1 day, 7:56:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6896, loss_cls: 2.4005, loss: 2.4005, grad_norm: 1.4745, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0654, loss/aux0: 2.0654 2020-10-19 10:57:23,202 - mmaction - INFO - Epoch [95][360/396] lr: 2.108e-01, eta: 1 day, 7:57:12, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6896, loss_cls: 2.4005, loss: 2.4005, grad_norm: 1.4763, top1_acc/aux0: 0.4875, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0743, loss/aux0: 2.0743 2020-10-19 10:57:59,656 - mmaction - INFO - Epoch [95][380/396] lr: 2.108e-01, eta: 1 day, 7:56:07, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6992, loss_cls: 2.3782, loss: 2.3782, grad_norm: 1.5353, top1_acc/aux0: 0.4841, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0726, loss/aux0: 2.0726 2020-10-19 10:58:00,621 - mmaction - INFO - Epoch [95][380/396] lr: 2.108e-01, eta: 1 day, 7:56:38, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6992, loss_cls: 2.3782, loss: 2.3782, grad_norm: 1.5233, top1_acc/aux0: 0.4865, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0616, loss/aux0: 2.0616 2020-10-19 11:02:49,435 - mmaction - INFO - Epoch [96][20/396] lr: 2.091e-01, eta: 1 day, 7:54:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6953, loss_cls: 2.3886, loss: 2.3886, grad_norm: 1.4779, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7621, loss_cls/aux0: 2.0544, loss/aux0: 2.0544 2020-10-19 11:02:50,358 - mmaction - INFO - Epoch [96][20/396] lr: 2.091e-01, eta: 1 day, 7:54:46, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6953, loss_cls: 2.3886, loss: 2.3886, grad_norm: 1.4720, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0520, loss/aux0: 2.0520 2020-10-19 11:03:26,791 - mmaction - INFO - Epoch [96][40/396] lr: 2.091e-01, eta: 1 day, 7:53:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6919, loss_cls: 2.4063, loss: 2.4063, grad_norm: 1.5290, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0012, loss/aux0: 2.0012 2020-10-19 11:03:27,756 - mmaction - INFO - Epoch [96][40/396] lr: 2.091e-01, eta: 1 day, 7:54:13, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6919, loss_cls: 2.4063, loss: 2.4063, grad_norm: 1.5236, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9964, loss/aux0: 1.9964 2020-10-19 11:04:04,340 - mmaction - INFO - Epoch [96][60/396] lr: 2.091e-01, eta: 1 day, 7:53:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6878, loss_cls: 2.4145, loss: 2.4145, grad_norm: 1.5313, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9606, loss/aux0: 1.9606 2020-10-19 11:04:05,289 - mmaction - INFO - Epoch [96][60/396] lr: 2.091e-01, eta: 1 day, 7:53:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4177, top5_acc: 0.6878, loss_cls: 2.4145, loss: 2.4145, grad_norm: 1.5238, top1_acc/aux0: 0.5000, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9752, loss/aux0: 1.9752 2020-10-19 11:04:41,692 - mmaction - INFO - Epoch [96][80/396] lr: 2.091e-01, eta: 1 day, 7:52:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6872, loss_cls: 2.4189, loss: 2.4189, grad_norm: 1.5053, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7563, loss_cls/aux0: 2.0608, loss/aux0: 2.0608 2020-10-19 11:04:42,633 - mmaction - INFO - Epoch [96][80/396] lr: 2.091e-01, eta: 1 day, 7:53:05, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6872, loss_cls: 2.4189, loss: 2.4189, grad_norm: 1.5046, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0360, loss/aux0: 2.0360 2020-10-19 11:05:18,801 - mmaction - INFO - Epoch [96][100/396] lr: 2.091e-01, eta: 1 day, 7:51:59, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6849, loss_cls: 2.4485, loss: 2.4485, grad_norm: 1.4893, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0099, loss/aux0: 2.0099 2020-10-19 11:05:19,757 - mmaction - INFO - Epoch [96][100/396] lr: 2.091e-01, eta: 1 day, 7:52:31, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6849, loss_cls: 2.4485, loss: 2.4485, grad_norm: 1.4854, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0296, loss/aux0: 2.0296 2020-10-19 11:05:56,272 - mmaction - INFO - Epoch [96][120/396] lr: 2.091e-01, eta: 1 day, 7:51:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6742, loss_cls: 2.4882, loss: 2.4882, grad_norm: 1.5147, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0138, loss/aux0: 2.0138 2020-10-19 11:05:57,222 - mmaction - INFO - Epoch [96][120/396] lr: 2.091e-01, eta: 1 day, 7:51:57, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4094, top5_acc: 0.6742, loss_cls: 2.4882, loss: 2.4882, grad_norm: 1.5184, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0112, loss/aux0: 2.0112 2020-10-19 11:06:33,719 - mmaction - INFO - Epoch [96][140/396] lr: 2.091e-01, eta: 1 day, 7:50:52, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6940, loss_cls: 2.4100, loss: 2.4100, grad_norm: 1.5352, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0745, loss/aux0: 2.0745 2020-10-19 11:06:34,682 - mmaction - INFO - Epoch [96][140/396] lr: 2.091e-01, eta: 1 day, 7:51:23, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6940, loss_cls: 2.4100, loss: 2.4100, grad_norm: 1.5294, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7529, loss_cls/aux0: 2.0783, loss/aux0: 2.0783 2020-10-19 11:07:11,067 - mmaction - INFO - Epoch [96][160/396] lr: 2.091e-01, eta: 1 day, 7:50:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6844, loss_cls: 2.4357, loss: 2.4357, grad_norm: 1.4794, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0280, loss/aux0: 2.0280 2020-10-19 11:07:12,081 - mmaction - INFO - Epoch [96][160/396] lr: 2.091e-01, eta: 1 day, 7:50:49, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6844, loss_cls: 2.4357, loss: 2.4357, grad_norm: 1.4776, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0322, loss/aux0: 2.0322 2020-10-19 11:07:48,452 - mmaction - INFO - Epoch [96][180/396] lr: 2.091e-01, eta: 1 day, 7:49:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6888, loss_cls: 2.4052, loss: 2.4052, grad_norm: 1.5136, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0049, loss/aux0: 2.0049 2020-10-19 11:07:49,410 - mmaction - INFO - Epoch [96][180/396] lr: 2.091e-01, eta: 1 day, 7:50:16, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6888, loss_cls: 2.4052, loss: 2.4052, grad_norm: 1.5161, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9975, loss/aux0: 1.9975 2020-10-19 11:08:25,824 - mmaction - INFO - Epoch [96][200/396] lr: 2.091e-01, eta: 1 day, 7:49:10, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6802, loss_cls: 2.4484, loss: 2.4484, grad_norm: 1.4967, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-19 11:08:26,779 - mmaction - INFO - Epoch [96][200/396] lr: 2.091e-01, eta: 1 day, 7:49:42, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4266, top5_acc: 0.6802, loss_cls: 2.4484, loss: 2.4484, grad_norm: 1.5050, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0108, loss/aux0: 2.0108 2020-10-19 11:09:03,211 - mmaction - INFO - Epoch [96][220/396] lr: 2.091e-01, eta: 1 day, 7:48:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6932, loss_cls: 2.3814, loss: 2.3814, grad_norm: 1.5091, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9708, loss/aux0: 1.9708 2020-10-19 11:09:04,148 - mmaction - INFO - Epoch [96][220/396] lr: 2.091e-01, eta: 1 day, 7:49:08, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6932, loss_cls: 2.3814, loss: 2.3814, grad_norm: 1.5106, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9737, loss/aux0: 1.9737 2020-10-19 11:09:40,577 - mmaction - INFO - Epoch [96][240/396] lr: 2.091e-01, eta: 1 day, 7:48:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6766, loss_cls: 2.4679, loss: 2.4679, grad_norm: 1.4931, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0779, loss/aux0: 2.0779 2020-10-19 11:09:41,550 - mmaction - INFO - Epoch [96][240/396] lr: 2.091e-01, eta: 1 day, 7:48:34, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4000, top5_acc: 0.6766, loss_cls: 2.4679, loss: 2.4679, grad_norm: 1.4986, top1_acc/aux0: 0.4888, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0751, loss/aux0: 2.0751 2020-10-19 11:10:18,107 - mmaction - INFO - Epoch [96][260/396] lr: 2.091e-01, eta: 1 day, 7:47:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6703, loss_cls: 2.4756, loss: 2.4756, grad_norm: 1.4959, top1_acc/aux0: 0.4891, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0502, loss/aux0: 2.0502 2020-10-19 11:10:19,097 - mmaction - INFO - Epoch [96][260/396] lr: 2.091e-01, eta: 1 day, 7:48:01, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6703, loss_cls: 2.4756, loss: 2.4756, grad_norm: 1.4959, top1_acc/aux0: 0.4901, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0513, loss/aux0: 2.0513 2020-10-19 11:10:55,572 - mmaction - INFO - Epoch [96][280/396] lr: 2.091e-01, eta: 1 day, 7:46:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6987, loss_cls: 2.3869, loss: 2.3869, grad_norm: 1.5188, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7560, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-19 11:10:56,529 - mmaction - INFO - Epoch [96][280/396] lr: 2.091e-01, eta: 1 day, 7:47:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6987, loss_cls: 2.3869, loss: 2.3869, grad_norm: 1.5101, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0407, loss/aux0: 2.0407 2020-10-19 11:11:33,060 - mmaction - INFO - Epoch [96][300/396] lr: 2.091e-01, eta: 1 day, 7:46:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6714, loss_cls: 2.4835, loss: 2.4835, grad_norm: 1.5260, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0106, loss/aux0: 2.0106 2020-10-19 11:11:33,986 - mmaction - INFO - Epoch [96][300/396] lr: 2.091e-01, eta: 1 day, 7:46:53, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4120, top5_acc: 0.6714, loss_cls: 2.4835, loss: 2.4835, grad_norm: 1.5304, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0175, loss/aux0: 2.0175 2020-10-19 11:12:10,493 - mmaction - INFO - Epoch [96][320/396] lr: 2.091e-01, eta: 1 day, 7:45:48, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.7018, loss_cls: 2.3679, loss: 2.3679, grad_norm: 1.4702, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0089, loss/aux0: 2.0089 2020-10-19 11:12:11,440 - mmaction - INFO - Epoch [96][320/396] lr: 2.091e-01, eta: 1 day, 7:46:19, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4310, top5_acc: 0.7018, loss_cls: 2.3679, loss: 2.3679, grad_norm: 1.4670, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7664, loss_cls/aux0: 1.9960, loss/aux0: 1.9960 2020-10-19 11:12:48,001 - mmaction - INFO - Epoch [96][340/396] lr: 2.091e-01, eta: 1 day, 7:45:14, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6969, loss_cls: 2.3879, loss: 2.3879, grad_norm: 1.5420, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7492, loss_cls/aux0: 2.0424, loss/aux0: 2.0424 2020-10-19 11:12:48,949 - mmaction - INFO - Epoch [96][340/396] lr: 2.091e-01, eta: 1 day, 7:45:45, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6969, loss_cls: 2.3879, loss: 2.3879, grad_norm: 1.5327, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7490, loss_cls/aux0: 2.0557, loss/aux0: 2.0557 2020-10-19 11:13:25,286 - mmaction - INFO - Epoch [96][360/396] lr: 2.091e-01, eta: 1 day, 7:44:40, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6773, loss_cls: 2.4392, loss: 2.4392, grad_norm: 1.4915, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9671, loss/aux0: 1.9671 2020-10-19 11:13:26,201 - mmaction - INFO - Epoch [96][360/396] lr: 2.091e-01, eta: 1 day, 7:45:11, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4232, top5_acc: 0.6773, loss_cls: 2.4392, loss: 2.4392, grad_norm: 1.4993, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9562, loss/aux0: 1.9562 2020-10-19 11:14:02,431 - mmaction - INFO - Epoch [96][380/396] lr: 2.091e-01, eta: 1 day, 7:44:06, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6740, loss_cls: 2.4623, loss: 2.4623, grad_norm: 1.5348, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0167, loss/aux0: 2.0167 2020-10-19 11:14:03,391 - mmaction - INFO - Epoch [96][380/396] lr: 2.091e-01, eta: 1 day, 7:44:37, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4161, top5_acc: 0.6740, loss_cls: 2.4623, loss: 2.4623, grad_norm: 1.5251, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0204, loss/aux0: 2.0204 2020-10-19 11:14:35,107 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-19 11:16:50,300 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 11:16:50,441 - mmaction - INFO - top1_acc 0.5134 top5_acc 0.7861 2020-10-19 11:16:50,442 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 11:16:50,486 - mmaction - INFO - mean_acc 0.5135 2020-10-19 11:16:50,486 - mmaction - INFO - Now best checkpoint is epoch_96.pth 2020-10-19 11:16:50,492 - mmaction - INFO - Epoch(val) [96][396] top1_acc: 0.5134, top5_acc: 0.7861, mean_class_accuracy: 0.5135 2020-10-19 11:22:46,250 - mmaction - INFO - Epoch [97][20/396] lr: 2.074e-01, eta: 1 day, 7:42:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6919, loss_cls: 2.3710, loss: 2.3710, grad_norm: 1.5354, top1_acc/aux0: 0.5110, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0189, loss/aux0: 2.0189 2020-10-19 11:22:47,223 - mmaction - INFO - Epoch [97][20/396] lr: 2.074e-01, eta: 1 day, 7:42:46, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6919, loss_cls: 2.3710, loss: 2.3710, grad_norm: 1.5354, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0044, loss/aux0: 2.0044 2020-10-19 11:23:23,574 - mmaction - INFO - Epoch [97][40/396] lr: 2.074e-01, eta: 1 day, 7:41:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6878, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.4524, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0622, loss/aux0: 2.0622 2020-10-19 11:23:24,486 - mmaction - INFO - Epoch [97][40/396] lr: 2.074e-01, eta: 1 day, 7:42:12, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6878, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.4510, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0756, loss/aux0: 2.0756 2020-10-19 11:24:00,817 - mmaction - INFO - Epoch [97][60/396] lr: 2.074e-01, eta: 1 day, 7:41:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6755, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4894, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0444, loss/aux0: 2.0444 2020-10-19 11:24:01,745 - mmaction - INFO - Epoch [97][60/396] lr: 2.074e-01, eta: 1 day, 7:41:38, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4180, top5_acc: 0.6755, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.4827, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0425, loss/aux0: 2.0425 2020-10-19 11:24:38,183 - mmaction - INFO - Epoch [97][80/396] lr: 2.074e-01, eta: 1 day, 7:40:33, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6964, loss_cls: 2.4003, loss: 2.4003, grad_norm: 1.5234, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9973, loss/aux0: 1.9973 2020-10-19 11:24:39,146 - mmaction - INFO - Epoch [97][80/396] lr: 2.074e-01, eta: 1 day, 7:41:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6964, loss_cls: 2.4003, loss: 2.4003, grad_norm: 1.5169, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0012, loss/aux0: 2.0012 2020-10-19 11:25:15,481 - mmaction - INFO - Epoch [97][100/396] lr: 2.074e-01, eta: 1 day, 7:39:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6904, loss_cls: 2.4058, loss: 2.4058, grad_norm: 1.4609, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0013, loss/aux0: 2.0013 2020-10-19 11:25:16,463 - mmaction - INFO - Epoch [97][100/396] lr: 2.074e-01, eta: 1 day, 7:40:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6904, loss_cls: 2.4058, loss: 2.4058, grad_norm: 1.4471, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9848, loss/aux0: 1.9848 2020-10-19 11:25:52,894 - mmaction - INFO - Epoch [97][120/396] lr: 2.074e-01, eta: 1 day, 7:39:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6867, loss_cls: 2.4296, loss: 2.4296, grad_norm: 1.5006, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0307, loss/aux0: 2.0307 2020-10-19 11:25:53,819 - mmaction - INFO - Epoch [97][120/396] lr: 2.074e-01, eta: 1 day, 7:39:56, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4133, top5_acc: 0.6867, loss_cls: 2.4296, loss: 2.4296, grad_norm: 1.4949, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-19 11:26:30,413 - mmaction - INFO - Epoch [97][140/396] lr: 2.074e-01, eta: 1 day, 7:38:52, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7026, loss_cls: 2.3980, loss: 2.3980, grad_norm: 1.5253, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0381, loss/aux0: 2.0381 2020-10-19 11:26:31,362 - mmaction - INFO - Epoch [97][140/396] lr: 2.074e-01, eta: 1 day, 7:39:23, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7026, loss_cls: 2.3980, loss: 2.3980, grad_norm: 1.5300, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0351, loss/aux0: 2.0351 2020-10-19 11:27:07,830 - mmaction - INFO - Epoch [97][160/396] lr: 2.074e-01, eta: 1 day, 7:38:18, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6784, loss_cls: 2.4236, loss: 2.4236, grad_norm: 1.5412, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0133, loss/aux0: 2.0133 2020-10-19 11:27:08,812 - mmaction - INFO - Epoch [97][160/396] lr: 2.074e-01, eta: 1 day, 7:38:49, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6784, loss_cls: 2.4236, loss: 2.4236, grad_norm: 1.5305, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0140, loss/aux0: 2.0140 2020-10-19 11:27:45,317 - mmaction - INFO - Epoch [97][180/396] lr: 2.074e-01, eta: 1 day, 7:37:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6961, loss_cls: 2.4035, loss: 2.4035, grad_norm: 1.5327, top1_acc/aux0: 0.5034, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0197, loss/aux0: 2.0197 2020-10-19 11:27:46,267 - mmaction - INFO - Epoch [97][180/396] lr: 2.074e-01, eta: 1 day, 7:38:15, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6961, loss_cls: 2.4035, loss: 2.4035, grad_norm: 1.5346, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0209, loss/aux0: 2.0209 2020-10-19 11:28:22,792 - mmaction - INFO - Epoch [97][200/396] lr: 2.074e-01, eta: 1 day, 7:37:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6906, loss_cls: 2.4122, loss: 2.4122, grad_norm: 1.5007, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7724, loss_cls/aux0: 2.0254, loss/aux0: 2.0254 2020-10-19 11:28:23,713 - mmaction - INFO - Epoch [97][200/396] lr: 2.074e-01, eta: 1 day, 7:37:42, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6906, loss_cls: 2.4122, loss: 2.4122, grad_norm: 1.4978, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0307, loss/aux0: 2.0307 2020-10-19 11:29:00,351 - mmaction - INFO - Epoch [97][220/396] lr: 2.074e-01, eta: 1 day, 7:36:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6719, loss_cls: 2.4918, loss: 2.4918, grad_norm: 1.4892, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9882, loss/aux0: 1.9882 2020-10-19 11:29:01,306 - mmaction - INFO - Epoch [97][220/396] lr: 2.074e-01, eta: 1 day, 7:37:08, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4143, top5_acc: 0.6719, loss_cls: 2.4918, loss: 2.4918, grad_norm: 1.4882, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9797, loss/aux0: 1.9797 2020-10-19 11:29:37,735 - mmaction - INFO - Epoch [97][240/396] lr: 2.074e-01, eta: 1 day, 7:36:03, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6831, loss_cls: 2.4450, loss: 2.4450, grad_norm: 1.5372, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9917, loss/aux0: 1.9917 2020-10-19 11:29:38,672 - mmaction - INFO - Epoch [97][240/396] lr: 2.074e-01, eta: 1 day, 7:36:34, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4148, top5_acc: 0.6831, loss_cls: 2.4450, loss: 2.4450, grad_norm: 1.5412, top1_acc/aux0: 0.5018, top5_acc/aux0: 0.7719, loss_cls/aux0: 2.0038, loss/aux0: 2.0038 2020-10-19 11:30:15,256 - mmaction - INFO - Epoch [97][260/396] lr: 2.074e-01, eta: 1 day, 7:35:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6852, loss_cls: 2.4454, loss: 2.4454, grad_norm: 1.5060, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0221, loss/aux0: 2.0221 2020-10-19 11:30:16,224 - mmaction - INFO - Epoch [97][260/396] lr: 2.074e-01, eta: 1 day, 7:36:00, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6852, loss_cls: 2.4454, loss: 2.4454, grad_norm: 1.5137, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0215, loss/aux0: 2.0215 2020-10-19 11:30:52,691 - mmaction - INFO - Epoch [97][280/396] lr: 2.074e-01, eta: 1 day, 7:34:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6914, loss_cls: 2.3979, loss: 2.3979, grad_norm: 1.4877, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0639, loss/aux0: 2.0639 2020-10-19 11:30:53,640 - mmaction - INFO - Epoch [97][280/396] lr: 2.074e-01, eta: 1 day, 7:35:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6914, loss_cls: 2.3979, loss: 2.3979, grad_norm: 1.4910, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.0583, loss/aux0: 2.0583 2020-10-19 11:31:30,121 - mmaction - INFO - Epoch [97][300/396] lr: 2.074e-01, eta: 1 day, 7:34:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6906, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.5387, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0382, loss/aux0: 2.0382 2020-10-19 11:31:31,098 - mmaction - INFO - Epoch [97][300/396] lr: 2.074e-01, eta: 1 day, 7:34:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6906, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.5317, top1_acc/aux0: 0.5008, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0320, loss/aux0: 2.0320 2020-10-19 11:32:07,656 - mmaction - INFO - Epoch [97][320/396] lr: 2.074e-01, eta: 1 day, 7:33:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6813, loss_cls: 2.4537, loss: 2.4537, grad_norm: 1.4947, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0635, loss/aux0: 2.0635 2020-10-19 11:32:08,598 - mmaction - INFO - Epoch [97][320/396] lr: 2.074e-01, eta: 1 day, 7:34:19, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6813, loss_cls: 2.4537, loss: 2.4537, grad_norm: 1.4925, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0649, loss/aux0: 2.0649 2020-10-19 11:32:44,887 - mmaction - INFO - Epoch [97][340/396] lr: 2.074e-01, eta: 1 day, 7:33:14, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6875, loss_cls: 2.4172, loss: 2.4172, grad_norm: 1.5071, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7643, loss_cls/aux0: 2.0157, loss/aux0: 2.0157 2020-10-19 11:32:45,850 - mmaction - INFO - Epoch [97][340/396] lr: 2.074e-01, eta: 1 day, 7:33:45, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6875, loss_cls: 2.4172, loss: 2.4172, grad_norm: 1.4929, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0087, loss/aux0: 2.0087 2020-10-19 11:33:22,105 - mmaction - INFO - Epoch [97][360/396] lr: 2.074e-01, eta: 1 day, 7:32:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6826, loss_cls: 2.4445, loss: 2.4445, grad_norm: 1.5350, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0118, loss/aux0: 2.0118 2020-10-19 11:33:23,062 - mmaction - INFO - Epoch [97][360/396] lr: 2.074e-01, eta: 1 day, 7:33:11, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6826, loss_cls: 2.4445, loss: 2.4445, grad_norm: 1.5317, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0220, loss/aux0: 2.0220 2020-10-19 11:33:59,465 - mmaction - INFO - Epoch [97][380/396] lr: 2.074e-01, eta: 1 day, 7:32:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6732, loss_cls: 2.4875, loss: 2.4875, grad_norm: 1.4579, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9849, loss/aux0: 1.9849 2020-10-19 11:34:00,436 - mmaction - INFO - Epoch [97][380/396] lr: 2.074e-01, eta: 1 day, 7:32:37, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4115, top5_acc: 0.6732, loss_cls: 2.4875, loss: 2.4875, grad_norm: 1.4600, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9959, loss/aux0: 1.9959 2020-10-19 11:39:53,532 - mmaction - INFO - Epoch [98][20/396] lr: 2.057e-01, eta: 1 day, 7:30:17, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6812, loss_cls: 2.3970, loss: 2.3970, grad_norm: 1.5076, top1_acc/aux0: 0.5236, top5_acc/aux0: 0.7673, loss_cls/aux0: 1.9968, loss/aux0: 1.9968 2020-10-19 11:39:54,479 - mmaction - INFO - Epoch [98][20/396] lr: 2.057e-01, eta: 1 day, 7:30:47, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6812, loss_cls: 2.3970, loss: 2.3970, grad_norm: 1.5170, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9873, loss/aux0: 1.9873 2020-10-19 11:40:30,755 - mmaction - INFO - Epoch [98][40/396] lr: 2.057e-01, eta: 1 day, 7:29:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6945, loss_cls: 2.3990, loss: 2.3990, grad_norm: 1.5235, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0230, loss/aux0: 2.0230 2020-10-19 11:40:31,732 - mmaction - INFO - Epoch [98][40/396] lr: 2.057e-01, eta: 1 day, 7:30:13, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6945, loss_cls: 2.3990, loss: 2.3990, grad_norm: 1.5310, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0307, loss/aux0: 2.0307 2020-10-19 11:41:07,952 - mmaction - INFO - Epoch [98][60/396] lr: 2.057e-01, eta: 1 day, 7:29:08, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6740, loss_cls: 2.4652, loss: 2.4652, grad_norm: 1.5365, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.0391, loss/aux0: 2.0391 2020-10-19 11:41:08,906 - mmaction - INFO - Epoch [98][60/396] lr: 2.057e-01, eta: 1 day, 7:29:39, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6740, loss_cls: 2.4652, loss: 2.4652, grad_norm: 1.5381, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7555, loss_cls/aux0: 2.0618, loss/aux0: 2.0618 2020-10-19 11:41:45,145 - mmaction - INFO - Epoch [98][80/396] lr: 2.057e-01, eta: 1 day, 7:28:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6836, loss_cls: 2.3879, loss: 2.3879, grad_norm: 1.5358, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0520, loss/aux0: 2.0520 2020-10-19 11:41:46,109 - mmaction - INFO - Epoch [98][80/396] lr: 2.057e-01, eta: 1 day, 7:29:05, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6836, loss_cls: 2.3879, loss: 2.3879, grad_norm: 1.5407, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0307, loss/aux0: 2.0307 2020-10-19 11:42:22,479 - mmaction - INFO - Epoch [98][100/396] lr: 2.057e-01, eta: 1 day, 7:28:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6917, loss_cls: 2.4511, loss: 2.4511, grad_norm: 1.5283, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7719, loss_cls/aux0: 2.0372, loss/aux0: 2.0372 2020-10-19 11:42:23,399 - mmaction - INFO - Epoch [98][100/396] lr: 2.057e-01, eta: 1 day, 7:28:31, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4104, top5_acc: 0.6917, loss_cls: 2.4511, loss: 2.4511, grad_norm: 1.5274, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7719, loss_cls/aux0: 2.0371, loss/aux0: 2.0371 2020-10-19 11:42:59,777 - mmaction - INFO - Epoch [98][120/396] lr: 2.057e-01, eta: 1 day, 7:27:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6789, loss_cls: 2.4541, loss: 2.4541, grad_norm: 1.4783, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0330, loss/aux0: 2.0330 2020-10-19 11:43:00,741 - mmaction - INFO - Epoch [98][120/396] lr: 2.057e-01, eta: 1 day, 7:27:57, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4099, top5_acc: 0.6789, loss_cls: 2.4541, loss: 2.4541, grad_norm: 1.4860, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0417, loss/aux0: 2.0417 2020-10-19 11:43:37,080 - mmaction - INFO - Epoch [98][140/396] lr: 2.057e-01, eta: 1 day, 7:26:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6935, loss_cls: 2.3878, loss: 2.3878, grad_norm: 1.5194, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9704, loss/aux0: 1.9704 2020-10-19 11:43:38,005 - mmaction - INFO - Epoch [98][140/396] lr: 2.057e-01, eta: 1 day, 7:27:23, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6935, loss_cls: 2.3878, loss: 2.3878, grad_norm: 1.5249, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9616, loss/aux0: 1.9616 2020-10-19 11:44:14,327 - mmaction - INFO - Epoch [98][160/396] lr: 2.057e-01, eta: 1 day, 7:26:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6797, loss_cls: 2.4310, loss: 2.4310, grad_norm: 1.5032, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9806, loss/aux0: 1.9806 2020-10-19 11:44:15,245 - mmaction - INFO - Epoch [98][160/396] lr: 2.057e-01, eta: 1 day, 7:26:49, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6797, loss_cls: 2.4310, loss: 2.4310, grad_norm: 1.5066, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7646, loss_cls/aux0: 1.9876, loss/aux0: 1.9876 2020-10-19 11:44:51,659 - mmaction - INFO - Epoch [98][180/396] lr: 2.057e-01, eta: 1 day, 7:25:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6849, loss_cls: 2.4237, loss: 2.4237, grad_norm: 1.5037, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9982, loss/aux0: 1.9982 2020-10-19 11:44:52,619 - mmaction - INFO - Epoch [98][180/396] lr: 2.057e-01, eta: 1 day, 7:26:15, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6849, loss_cls: 2.4237, loss: 2.4237, grad_norm: 1.4997, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9918, loss/aux0: 1.9918 2020-10-19 11:45:29,011 - mmaction - INFO - Epoch [98][200/396] lr: 2.057e-01, eta: 1 day, 7:25:11, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4383, top5_acc: 0.6958, loss_cls: 2.3931, loss: 2.3931, grad_norm: 1.5155, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0207, loss/aux0: 2.0207 2020-10-19 11:45:29,950 - mmaction - INFO - Epoch [98][200/396] lr: 2.057e-01, eta: 1 day, 7:25:41, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4383, top5_acc: 0.6958, loss_cls: 2.3931, loss: 2.3931, grad_norm: 1.5204, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0179, loss/aux0: 2.0179 2020-10-19 11:46:06,432 - mmaction - INFO - Epoch [98][220/396] lr: 2.057e-01, eta: 1 day, 7:24:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6828, loss_cls: 2.4425, loss: 2.4425, grad_norm: 1.4930, top1_acc/aux0: 0.5013, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0333, loss/aux0: 2.0333 2020-10-19 11:46:07,410 - mmaction - INFO - Epoch [98][220/396] lr: 2.057e-01, eta: 1 day, 7:25:07, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6828, loss_cls: 2.4425, loss: 2.4425, grad_norm: 1.4849, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7680, loss_cls/aux0: 2.0345, loss/aux0: 2.0345 2020-10-19 11:46:43,859 - mmaction - INFO - Epoch [98][240/396] lr: 2.057e-01, eta: 1 day, 7:24:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6852, loss_cls: 2.4325, loss: 2.4325, grad_norm: 1.4641, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9537, loss/aux0: 1.9537 2020-10-19 11:46:44,834 - mmaction - INFO - Epoch [98][240/396] lr: 2.057e-01, eta: 1 day, 7:24:33, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6852, loss_cls: 2.4325, loss: 2.4325, grad_norm: 1.4709, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9601, loss/aux0: 1.9601 2020-10-19 11:47:21,274 - mmaction - INFO - Epoch [98][260/396] lr: 2.057e-01, eta: 1 day, 7:23:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6896, loss_cls: 2.4001, loss: 2.4001, grad_norm: 1.5191, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7724, loss_cls/aux0: 2.0043, loss/aux0: 2.0043 2020-10-19 11:47:22,228 - mmaction - INFO - Epoch [98][260/396] lr: 2.057e-01, eta: 1 day, 7:24:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6896, loss_cls: 2.4001, loss: 2.4001, grad_norm: 1.5219, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7732, loss_cls/aux0: 2.0026, loss/aux0: 2.0026 2020-10-19 11:47:58,672 - mmaction - INFO - Epoch [98][280/396] lr: 2.057e-01, eta: 1 day, 7:22:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6930, loss_cls: 2.4246, loss: 2.4246, grad_norm: 1.5172, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0324, loss/aux0: 2.0324 2020-10-19 11:47:59,621 - mmaction - INFO - Epoch [98][280/396] lr: 2.057e-01, eta: 1 day, 7:23:26, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6930, loss_cls: 2.4246, loss: 2.4246, grad_norm: 1.5182, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0420, loss/aux0: 2.0420 2020-10-19 11:48:35,985 - mmaction - INFO - Epoch [98][300/396] lr: 2.057e-01, eta: 1 day, 7:22:21, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6854, loss_cls: 2.4352, loss: 2.4352, grad_norm: 1.5520, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0575, loss/aux0: 2.0575 2020-10-19 11:48:36,937 - mmaction - INFO - Epoch [98][300/396] lr: 2.057e-01, eta: 1 day, 7:22:52, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4169, top5_acc: 0.6854, loss_cls: 2.4352, loss: 2.4352, grad_norm: 1.5612, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0591, loss/aux0: 2.0591 2020-10-19 11:49:13,281 - mmaction - INFO - Epoch [98][320/396] lr: 2.057e-01, eta: 1 day, 7:21:47, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6849, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.5002, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0392, loss/aux0: 2.0392 2020-10-19 11:49:14,261 - mmaction - INFO - Epoch [98][320/396] lr: 2.057e-01, eta: 1 day, 7:22:17, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6849, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.4956, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0135, loss/aux0: 2.0135 2020-10-19 11:49:50,654 - mmaction - INFO - Epoch [98][340/396] lr: 2.057e-01, eta: 1 day, 7:21:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6880, loss_cls: 2.4393, loss: 2.4393, grad_norm: 1.4686, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9864, loss/aux0: 1.9864 2020-10-19 11:49:51,594 - mmaction - INFO - Epoch [98][340/396] lr: 2.057e-01, eta: 1 day, 7:21:43, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6880, loss_cls: 2.4393, loss: 2.4393, grad_norm: 1.4768, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0005, loss/aux0: 2.0005 2020-10-19 11:50:28,059 - mmaction - INFO - Epoch [98][360/396] lr: 2.057e-01, eta: 1 day, 7:20:39, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6844, loss_cls: 2.4625, loss: 2.4625, grad_norm: 1.4832, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9458, loss/aux0: 1.9458 2020-10-19 11:50:29,006 - mmaction - INFO - Epoch [98][360/396] lr: 2.057e-01, eta: 1 day, 7:21:10, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4198, top5_acc: 0.6844, loss_cls: 2.4625, loss: 2.4625, grad_norm: 1.4859, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9502, loss/aux0: 1.9502 2020-10-19 11:51:05,311 - mmaction - INFO - Epoch [98][380/396] lr: 2.057e-01, eta: 1 day, 7:20:05, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6917, loss_cls: 2.4280, loss: 2.4280, grad_norm: 1.5441, top1_acc/aux0: 0.4971, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0273, loss/aux0: 2.0273 2020-10-19 11:51:06,276 - mmaction - INFO - Epoch [98][380/396] lr: 2.057e-01, eta: 1 day, 7:20:36, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6917, loss_cls: 2.4280, loss: 2.4280, grad_norm: 1.5372, top1_acc/aux0: 0.5003, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0242, loss/aux0: 2.0242 2020-10-19 11:56:46,610 - mmaction - INFO - Epoch [99][20/396] lr: 2.040e-01, eta: 1 day, 7:18:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6922, loss_cls: 2.4078, loss: 2.4078, grad_norm: 1.5343, top1_acc/aux0: 0.5110, top5_acc/aux0: 0.7725, loss_cls/aux0: 1.9902, loss/aux0: 1.9902 2020-10-19 11:56:47,560 - mmaction - INFO - Epoch [99][20/396] lr: 2.040e-01, eta: 1 day, 7:18:46, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6922, loss_cls: 2.4078, loss: 2.4078, grad_norm: 1.5325, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9858, loss/aux0: 1.9858 2020-10-19 11:57:24,005 - mmaction - INFO - Epoch [99][40/396] lr: 2.040e-01, eta: 1 day, 7:17:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6828, loss_cls: 2.4262, loss: 2.4262, grad_norm: 1.4791, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0007, loss/aux0: 2.0007 2020-10-19 11:57:24,974 - mmaction - INFO - Epoch [99][40/396] lr: 2.040e-01, eta: 1 day, 7:18:12, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6828, loss_cls: 2.4262, loss: 2.4262, grad_norm: 1.4798, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7581, loss_cls/aux0: 2.0117, loss/aux0: 2.0117 2020-10-19 11:58:01,392 - mmaction - INFO - Epoch [99][60/396] lr: 2.040e-01, eta: 1 day, 7:17:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6987, loss_cls: 2.3757, loss: 2.3757, grad_norm: 1.5279, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0036, loss/aux0: 2.0036 2020-10-19 11:58:02,347 - mmaction - INFO - Epoch [99][60/396] lr: 2.040e-01, eta: 1 day, 7:17:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6987, loss_cls: 2.3757, loss: 2.3757, grad_norm: 1.5315, top1_acc/aux0: 0.4966, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0023, loss/aux0: 2.0023 2020-10-19 11:58:38,821 - mmaction - INFO - Epoch [99][80/396] lr: 2.040e-01, eta: 1 day, 7:16:35, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6917, loss_cls: 2.3862, loss: 2.3862, grad_norm: 1.5210, top1_acc/aux0: 0.4992, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0268, loss/aux0: 2.0268 2020-10-19 11:58:39,763 - mmaction - INFO - Epoch [99][80/396] lr: 2.040e-01, eta: 1 day, 7:17:05, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6917, loss_cls: 2.3862, loss: 2.3862, grad_norm: 1.5260, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0274, loss/aux0: 2.0274 2020-10-19 11:59:16,024 - mmaction - INFO - Epoch [99][100/396] lr: 2.040e-01, eta: 1 day, 7:16:01, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6990, loss_cls: 2.4039, loss: 2.4039, grad_norm: 1.5130, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0554, loss/aux0: 2.0554 2020-10-19 11:59:17,003 - mmaction - INFO - Epoch [99][100/396] lr: 2.040e-01, eta: 1 day, 7:16:31, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6990, loss_cls: 2.4039, loss: 2.4039, grad_norm: 1.5122, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0511, loss/aux0: 2.0511 2020-10-19 11:59:53,465 - mmaction - INFO - Epoch [99][120/396] lr: 2.040e-01, eta: 1 day, 7:15:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6805, loss_cls: 2.4490, loss: 2.4490, grad_norm: 1.5430, top1_acc/aux0: 0.4987, top5_acc/aux0: 0.7750, loss_cls/aux0: 2.0243, loss/aux0: 2.0243 2020-10-19 11:59:54,440 - mmaction - INFO - Epoch [99][120/396] lr: 2.040e-01, eta: 1 day, 7:15:57, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4102, top5_acc: 0.6805, loss_cls: 2.4490, loss: 2.4490, grad_norm: 1.5391, top1_acc/aux0: 0.4984, top5_acc/aux0: 0.7737, loss_cls/aux0: 2.0251, loss/aux0: 2.0251 2020-10-19 12:00:36,415 - mmaction - INFO - Epoch [99][140/396] lr: 2.040e-01, eta: 1 day, 7:14:53, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6974, loss_cls: 2.3921, loss: 2.3921, grad_norm: 1.5045, top1_acc/aux0: 0.4953, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0475, loss/aux0: 2.0475 2020-10-19 12:00:37,443 - mmaction - INFO - Epoch [99][140/396] lr: 2.040e-01, eta: 1 day, 7:15:23, time: 0.938, data_time: 0.009, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6974, loss_cls: 2.3921, loss: 2.3921, grad_norm: 1.5020, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0456, loss/aux0: 2.0456 2020-10-19 12:01:13,843 - mmaction - INFO - Epoch [99][160/396] lr: 2.040e-01, eta: 1 day, 7:14:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6953, loss_cls: 2.4099, loss: 2.4099, grad_norm: 1.5603, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9323, loss/aux0: 1.9323 2020-10-19 12:01:14,775 - mmaction - INFO - Epoch [99][160/396] lr: 2.040e-01, eta: 1 day, 7:14:49, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6953, loss_cls: 2.4099, loss: 2.4099, grad_norm: 1.5726, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9302, loss/aux0: 1.9302 2020-10-19 12:01:51,245 - mmaction - INFO - Epoch [99][180/396] lr: 2.040e-01, eta: 1 day, 7:13:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6844, loss_cls: 2.4169, loss: 2.4169, grad_norm: 1.5288, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7612, loss_cls/aux0: 2.0364, loss/aux0: 2.0364 2020-10-19 12:01:52,211 - mmaction - INFO - Epoch [99][180/396] lr: 2.040e-01, eta: 1 day, 7:14:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6844, loss_cls: 2.4169, loss: 2.4169, grad_norm: 1.5264, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0303, loss/aux0: 2.0303 2020-10-19 12:02:28,723 - mmaction - INFO - Epoch [99][200/396] lr: 2.040e-01, eta: 1 day, 7:13:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6917, loss_cls: 2.4248, loss: 2.4248, grad_norm: 1.5361, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7664, loss_cls/aux0: 2.0188, loss/aux0: 2.0188 2020-10-19 12:02:29,688 - mmaction - INFO - Epoch [99][200/396] lr: 2.040e-01, eta: 1 day, 7:13:42, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6917, loss_cls: 2.4248, loss: 2.4248, grad_norm: 1.5319, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0256, loss/aux0: 2.0256 2020-10-19 12:03:05,973 - mmaction - INFO - Epoch [99][220/396] lr: 2.040e-01, eta: 1 day, 7:12:38, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.7031, loss_cls: 2.3904, loss: 2.3904, grad_norm: 1.5134, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9622, loss/aux0: 1.9622 2020-10-19 12:03:06,948 - mmaction - INFO - Epoch [99][220/396] lr: 2.040e-01, eta: 1 day, 7:13:08, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4201, top5_acc: 0.7031, loss_cls: 2.3904, loss: 2.3904, grad_norm: 1.5102, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9563, loss/aux0: 1.9563 2020-10-19 12:03:43,387 - mmaction - INFO - Epoch [99][240/396] lr: 2.040e-01, eta: 1 day, 7:12:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6862, loss_cls: 2.4353, loss: 2.4353, grad_norm: 1.5486, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9775, loss/aux0: 1.9775 2020-10-19 12:03:44,298 - mmaction - INFO - Epoch [99][240/396] lr: 2.040e-01, eta: 1 day, 7:12:34, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6862, loss_cls: 2.4353, loss: 2.4353, grad_norm: 1.5455, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9704, loss/aux0: 1.9704 2020-10-19 12:04:20,810 - mmaction - INFO - Epoch [99][260/396] lr: 2.040e-01, eta: 1 day, 7:11:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6760, loss_cls: 2.4716, loss: 2.4716, grad_norm: 1.5429, top1_acc/aux0: 0.4997, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0474, loss/aux0: 2.0474 2020-10-19 12:04:21,791 - mmaction - INFO - Epoch [99][260/396] lr: 2.040e-01, eta: 1 day, 7:12:00, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4159, top5_acc: 0.6760, loss_cls: 2.4716, loss: 2.4716, grad_norm: 1.5399, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0611, loss/aux0: 2.0611 2020-10-19 12:04:58,293 - mmaction - INFO - Epoch [99][280/396] lr: 2.040e-01, eta: 1 day, 7:10:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6841, loss_cls: 2.3929, loss: 2.3929, grad_norm: 1.4897, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9561, loss/aux0: 1.9561 2020-10-19 12:04:59,239 - mmaction - INFO - Epoch [99][280/396] lr: 2.040e-01, eta: 1 day, 7:11:26, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6841, loss_cls: 2.3929, loss: 2.3929, grad_norm: 1.4951, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9533, loss/aux0: 1.9533 2020-10-19 12:05:35,866 - mmaction - INFO - Epoch [99][300/396] lr: 2.040e-01, eta: 1 day, 7:10:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6810, loss_cls: 2.4309, loss: 2.4309, grad_norm: 1.5384, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7594, loss_cls/aux0: 1.9811, loss/aux0: 1.9811 2020-10-19 12:05:36,787 - mmaction - INFO - Epoch [99][300/396] lr: 2.040e-01, eta: 1 day, 7:10:53, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6810, loss_cls: 2.4309, loss: 2.4309, grad_norm: 1.5329, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7596, loss_cls/aux0: 1.9785, loss/aux0: 1.9785 2020-10-19 12:06:13,365 - mmaction - INFO - Epoch [99][320/396] lr: 2.040e-01, eta: 1 day, 7:09:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6812, loss_cls: 2.4699, loss: 2.4699, grad_norm: 1.5037, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7646, loss_cls/aux0: 1.9831, loss/aux0: 1.9831 2020-10-19 12:06:14,329 - mmaction - INFO - Epoch [99][320/396] lr: 2.040e-01, eta: 1 day, 7:10:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6812, loss_cls: 2.4699, loss: 2.4699, grad_norm: 1.5034, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7628, loss_cls/aux0: 1.9951, loss/aux0: 1.9951 2020-10-19 12:06:50,807 - mmaction - INFO - Epoch [99][340/396] lr: 2.040e-01, eta: 1 day, 7:09:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6875, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.5034, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0120, loss/aux0: 2.0120 2020-10-19 12:06:51,766 - mmaction - INFO - Epoch [99][340/396] lr: 2.040e-01, eta: 1 day, 7:09:45, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6875, loss_cls: 2.4227, loss: 2.4227, grad_norm: 1.5107, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0140, loss/aux0: 2.0140 2020-10-19 12:07:28,228 - mmaction - INFO - Epoch [99][360/396] lr: 2.040e-01, eta: 1 day, 7:08:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6956, loss_cls: 2.3925, loss: 2.3925, grad_norm: 1.5515, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0506, loss/aux0: 2.0506 2020-10-19 12:07:29,164 - mmaction - INFO - Epoch [99][360/396] lr: 2.040e-01, eta: 1 day, 7:09:11, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4320, top5_acc: 0.6956, loss_cls: 2.3925, loss: 2.3925, grad_norm: 1.5456, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7714, loss_cls/aux0: 2.0321, loss/aux0: 2.0321 2020-10-19 12:08:05,908 - mmaction - INFO - Epoch [99][380/396] lr: 2.040e-01, eta: 1 day, 7:08:08, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6875, loss_cls: 2.4108, loss: 2.4108, grad_norm: 1.5282, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0004, loss/aux0: 2.0004 2020-10-19 12:08:06,846 - mmaction - INFO - Epoch [99][380/396] lr: 2.040e-01, eta: 1 day, 7:08:38, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4182, top5_acc: 0.6875, loss_cls: 2.4108, loss: 2.4108, grad_norm: 1.5317, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0102, loss/aux0: 2.0102 2020-10-19 12:12:51,720 - mmaction - INFO - Epoch [100][20/396] lr: 2.023e-01, eta: 1 day, 7:06:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6969, loss_cls: 2.3696, loss: 2.3696, grad_norm: 1.5298, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0395, loss/aux0: 2.0395 2020-10-19 12:12:52,681 - mmaction - INFO - Epoch [100][20/396] lr: 2.023e-01, eta: 1 day, 7:06:49, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6969, loss_cls: 2.3696, loss: 2.3696, grad_norm: 1.5177, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0334, loss/aux0: 2.0334 2020-10-19 12:13:28,870 - mmaction - INFO - Epoch [100][40/396] lr: 2.023e-01, eta: 1 day, 7:05:45, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6878, loss_cls: 2.4028, loss: 2.4028, grad_norm: 1.5303, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9396, loss/aux0: 1.9396 2020-10-19 12:13:29,814 - mmaction - INFO - Epoch [100][40/396] lr: 2.023e-01, eta: 1 day, 7:06:15, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6878, loss_cls: 2.4028, loss: 2.4028, grad_norm: 1.5223, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9295, loss/aux0: 1.9295 2020-10-19 12:14:06,209 - mmaction - INFO - Epoch [100][60/396] lr: 2.023e-01, eta: 1 day, 7:05:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6750, loss_cls: 2.4696, loss: 2.4696, grad_norm: 1.5149, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0309, loss/aux0: 2.0309 2020-10-19 12:14:07,173 - mmaction - INFO - Epoch [100][60/396] lr: 2.023e-01, eta: 1 day, 7:05:41, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6750, loss_cls: 2.4696, loss: 2.4696, grad_norm: 1.5151, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0408, loss/aux0: 2.0408 2020-10-19 12:14:43,505 - mmaction - INFO - Epoch [100][80/396] lr: 2.023e-01, eta: 1 day, 7:04:37, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6807, loss_cls: 2.4510, loss: 2.4510, grad_norm: 1.4939, top1_acc/aux0: 0.5026, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0561, loss/aux0: 2.0561 2020-10-19 12:14:44,445 - mmaction - INFO - Epoch [100][80/396] lr: 2.023e-01, eta: 1 day, 7:05:07, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4107, top5_acc: 0.6807, loss_cls: 2.4510, loss: 2.4510, grad_norm: 1.4970, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.0622, loss/aux0: 2.0622 2020-10-19 12:15:20,675 - mmaction - INFO - Epoch [100][100/396] lr: 2.023e-01, eta: 1 day, 7:04:03, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6948, loss_cls: 2.3890, loss: 2.3890, grad_norm: 1.5282, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0029, loss/aux0: 2.0029 2020-10-19 12:15:21,631 - mmaction - INFO - Epoch [100][100/396] lr: 2.023e-01, eta: 1 day, 7:04:33, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6948, loss_cls: 2.3890, loss: 2.3890, grad_norm: 1.5189, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9934, loss/aux0: 1.9934 2020-10-19 12:15:57,963 - mmaction - INFO - Epoch [100][120/396] lr: 2.023e-01, eta: 1 day, 7:03:29, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6901, loss_cls: 2.4059, loss: 2.4059, grad_norm: 1.5113, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9962, loss/aux0: 1.9962 2020-10-19 12:15:58,922 - mmaction - INFO - Epoch [100][120/396] lr: 2.023e-01, eta: 1 day, 7:03:59, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6901, loss_cls: 2.4059, loss: 2.4059, grad_norm: 1.5044, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7732, loss_cls/aux0: 2.0042, loss/aux0: 2.0042 2020-10-19 12:16:35,465 - mmaction - INFO - Epoch [100][140/396] lr: 2.023e-01, eta: 1 day, 7:02:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6979, loss_cls: 2.3908, loss: 2.3908, grad_norm: 1.5489, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0408, loss/aux0: 2.0408 2020-10-19 12:16:36,418 - mmaction - INFO - Epoch [100][140/396] lr: 2.023e-01, eta: 1 day, 7:03:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6979, loss_cls: 2.3908, loss: 2.3908, grad_norm: 1.5492, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0449, loss/aux0: 2.0449 2020-10-19 12:17:12,945 - mmaction - INFO - Epoch [100][160/396] lr: 2.023e-01, eta: 1 day, 7:02:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6826, loss_cls: 2.4373, loss: 2.4373, grad_norm: 1.5033, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9941, loss/aux0: 1.9941 2020-10-19 12:17:13,930 - mmaction - INFO - Epoch [100][160/396] lr: 2.023e-01, eta: 1 day, 7:02:51, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6826, loss_cls: 2.4373, loss: 2.4373, grad_norm: 1.5026, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9814, loss/aux0: 1.9814 2020-10-19 12:17:50,344 - mmaction - INFO - Epoch [100][180/396] lr: 2.023e-01, eta: 1 day, 7:01:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6917, loss_cls: 2.4004, loss: 2.4004, grad_norm: 1.5112, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9699, loss/aux0: 1.9699 2020-10-19 12:17:51,300 - mmaction - INFO - Epoch [100][180/396] lr: 2.023e-01, eta: 1 day, 7:02:17, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6917, loss_cls: 2.4004, loss: 2.4004, grad_norm: 1.5171, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9767, loss/aux0: 1.9767 2020-10-19 12:18:27,754 - mmaction - INFO - Epoch [100][200/396] lr: 2.023e-01, eta: 1 day, 7:01:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6750, loss_cls: 2.5038, loss: 2.5038, grad_norm: 1.5110, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9683, loss/aux0: 1.9683 2020-10-19 12:18:28,708 - mmaction - INFO - Epoch [100][200/396] lr: 2.023e-01, eta: 1 day, 7:01:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4112, top5_acc: 0.6750, loss_cls: 2.5038, loss: 2.5038, grad_norm: 1.5055, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9564, loss/aux0: 1.9564 2020-10-19 12:19:05,061 - mmaction - INFO - Epoch [100][220/396] lr: 2.023e-01, eta: 1 day, 7:00:40, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6951, loss_cls: 2.4243, loss: 2.4243, grad_norm: 1.5355, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9803, loss/aux0: 1.9803 2020-10-19 12:19:05,992 - mmaction - INFO - Epoch [100][220/396] lr: 2.023e-01, eta: 1 day, 7:01:09, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6951, loss_cls: 2.4243, loss: 2.4243, grad_norm: 1.5326, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7724, loss_cls/aux0: 2.0056, loss/aux0: 2.0056 2020-10-19 12:19:42,204 - mmaction - INFO - Epoch [100][240/396] lr: 2.023e-01, eta: 1 day, 7:00:06, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6966, loss_cls: 2.3936, loss: 2.3936, grad_norm: 1.5054, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7534, loss_cls/aux0: 2.0336, loss/aux0: 2.0336 2020-10-19 12:19:43,162 - mmaction - INFO - Epoch [100][240/396] lr: 2.023e-01, eta: 1 day, 7:00:35, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6966, loss_cls: 2.3936, loss: 2.3936, grad_norm: 1.5079, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7586, loss_cls/aux0: 2.0160, loss/aux0: 2.0160 2020-10-19 12:20:19,705 - mmaction - INFO - Epoch [100][260/396] lr: 2.023e-01, eta: 1 day, 6:59:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6807, loss_cls: 2.4416, loss: 2.4416, grad_norm: 1.5191, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7667, loss_cls/aux0: 2.0368, loss/aux0: 2.0368 2020-10-19 12:20:20,646 - mmaction - INFO - Epoch [100][260/396] lr: 2.023e-01, eta: 1 day, 7:00:01, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4219, top5_acc: 0.6807, loss_cls: 2.4416, loss: 2.4416, grad_norm: 1.5184, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0482, loss/aux0: 2.0482 2020-10-19 12:20:56,877 - mmaction - INFO - Epoch [100][280/396] lr: 2.023e-01, eta: 1 day, 6:58:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6948, loss_cls: 2.4075, loss: 2.4075, grad_norm: 1.5282, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7641, loss_cls/aux0: 2.0379, loss/aux0: 2.0379 2020-10-19 12:20:57,827 - mmaction - INFO - Epoch [100][280/396] lr: 2.023e-01, eta: 1 day, 6:59:27, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4315, top5_acc: 0.6948, loss_cls: 2.4075, loss: 2.4075, grad_norm: 1.5326, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0371, loss/aux0: 2.0371 2020-10-19 12:21:34,196 - mmaction - INFO - Epoch [100][300/396] lr: 2.023e-01, eta: 1 day, 6:58:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6875, loss_cls: 2.4063, loss: 2.4063, grad_norm: 1.5277, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9742, loss/aux0: 1.9742 2020-10-19 12:21:35,142 - mmaction - INFO - Epoch [100][300/396] lr: 2.023e-01, eta: 1 day, 6:58:53, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6875, loss_cls: 2.4063, loss: 2.4063, grad_norm: 1.5240, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9639, loss/aux0: 1.9639 2020-10-19 12:22:11,546 - mmaction - INFO - Epoch [100][320/396] lr: 2.023e-01, eta: 1 day, 6:57:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6906, loss_cls: 2.4033, loss: 2.4033, grad_norm: 1.5415, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0314, loss/aux0: 2.0314 2020-10-19 12:22:12,509 - mmaction - INFO - Epoch [100][320/396] lr: 2.023e-01, eta: 1 day, 6:58:20, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6906, loss_cls: 2.4033, loss: 2.4033, grad_norm: 1.5459, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7547, loss_cls/aux0: 2.0528, loss/aux0: 2.0528 2020-10-19 12:22:48,823 - mmaction - INFO - Epoch [100][340/396] lr: 2.023e-01, eta: 1 day, 6:57:16, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6971, loss_cls: 2.4096, loss: 2.4096, grad_norm: 1.5595, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9961, loss/aux0: 1.9961 2020-10-19 12:22:49,774 - mmaction - INFO - Epoch [100][340/396] lr: 2.023e-01, eta: 1 day, 6:57:46, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4203, top5_acc: 0.6971, loss_cls: 2.4096, loss: 2.4096, grad_norm: 1.5592, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9896, loss/aux0: 1.9896 2020-10-19 12:23:26,083 - mmaction - INFO - Epoch [100][360/396] lr: 2.023e-01, eta: 1 day, 6:56:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6763, loss_cls: 2.4724, loss: 2.4724, grad_norm: 1.5318, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7570, loss_cls/aux0: 2.0649, loss/aux0: 2.0649 2020-10-19 12:23:27,013 - mmaction - INFO - Epoch [100][360/396] lr: 2.023e-01, eta: 1 day, 6:57:11, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4117, top5_acc: 0.6763, loss_cls: 2.4724, loss: 2.4724, grad_norm: 1.5293, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0445, loss/aux0: 2.0445 2020-10-19 12:24:03,291 - mmaction - INFO - Epoch [100][380/396] lr: 2.023e-01, eta: 1 day, 6:56:08, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6990, loss_cls: 2.3682, loss: 2.3682, grad_norm: 1.4920, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9907, loss/aux0: 1.9907 2020-10-19 12:24:04,229 - mmaction - INFO - Epoch [100][380/396] lr: 2.023e-01, eta: 1 day, 6:56:37, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6990, loss_cls: 2.3682, loss: 2.3682, grad_norm: 1.4925, top1_acc/aux0: 0.5042, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9978, loss/aux0: 1.9978 2020-10-19 12:28:30,773 - mmaction - INFO - Epoch [101][20/396] lr: 2.005e-01, eta: 1 day, 6:54:20, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6956, loss_cls: 2.3949, loss: 2.3949, grad_norm: 1.5556, top1_acc/aux0: 0.5238, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9614, loss/aux0: 1.9614 2020-10-19 12:28:31,712 - mmaction - INFO - Epoch [101][20/396] lr: 2.005e-01, eta: 1 day, 6:54:49, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6956, loss_cls: 2.3949, loss: 2.3949, grad_norm: 1.5458, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9528, loss/aux0: 1.9528 2020-10-19 12:29:08,117 - mmaction - INFO - Epoch [101][40/396] lr: 2.005e-01, eta: 1 day, 6:53:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6930, loss_cls: 2.3904, loss: 2.3904, grad_norm: 1.5225, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0044, loss/aux0: 2.0044 2020-10-19 12:29:09,083 - mmaction - INFO - Epoch [101][40/396] lr: 2.005e-01, eta: 1 day, 6:54:15, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6930, loss_cls: 2.3904, loss: 2.3904, grad_norm: 1.5181, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7625, loss_cls/aux0: 2.0203, loss/aux0: 2.0203 2020-10-19 12:29:45,533 - mmaction - INFO - Epoch [101][60/396] lr: 2.005e-01, eta: 1 day, 6:53:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6937, loss_cls: 2.3818, loss: 2.3818, grad_norm: 1.5359, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7583, loss_cls/aux0: 2.0452, loss/aux0: 2.0452 2020-10-19 12:29:46,501 - mmaction - INFO - Epoch [101][60/396] lr: 2.005e-01, eta: 1 day, 6:53:41, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6937, loss_cls: 2.3818, loss: 2.3818, grad_norm: 1.5349, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7630, loss_cls/aux0: 2.0276, loss/aux0: 2.0276 2020-10-19 12:30:23,035 - mmaction - INFO - Epoch [101][80/396] lr: 2.005e-01, eta: 1 day, 6:52:38, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6937, loss_cls: 2.4011, loss: 2.4011, grad_norm: 1.5467, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0133, loss/aux0: 2.0133 2020-10-19 12:30:24,012 - mmaction - INFO - Epoch [101][80/396] lr: 2.005e-01, eta: 1 day, 6:53:07, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6937, loss_cls: 2.4011, loss: 2.4011, grad_norm: 1.5442, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0197, loss/aux0: 2.0197 2020-10-19 12:31:00,323 - mmaction - INFO - Epoch [101][100/396] lr: 2.005e-01, eta: 1 day, 6:52:04, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6867, loss_cls: 2.4405, loss: 2.4405, grad_norm: 1.5344, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0116, loss/aux0: 2.0116 2020-10-19 12:31:01,298 - mmaction - INFO - Epoch [101][100/396] lr: 2.005e-01, eta: 1 day, 6:52:33, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6867, loss_cls: 2.4405, loss: 2.4405, grad_norm: 1.5329, top1_acc/aux0: 0.5039, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0190, loss/aux0: 2.0190 2020-10-19 12:31:37,786 - mmaction - INFO - Epoch [101][120/396] lr: 2.005e-01, eta: 1 day, 6:51:31, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6984, loss_cls: 2.3559, loss: 2.3559, grad_norm: 1.5312, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9809, loss/aux0: 1.9809 2020-10-19 12:31:38,749 - mmaction - INFO - Epoch [101][120/396] lr: 2.005e-01, eta: 1 day, 6:52:00, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6984, loss_cls: 2.3559, loss: 2.3559, grad_norm: 1.5443, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9923, loss/aux0: 1.9923 2020-10-19 12:32:15,252 - mmaction - INFO - Epoch [101][140/396] lr: 2.005e-01, eta: 1 day, 6:50:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6870, loss_cls: 2.4109, loss: 2.4109, grad_norm: 1.5535, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7721, loss_cls/aux0: 2.0127, loss/aux0: 2.0127 2020-10-19 12:32:16,203 - mmaction - INFO - Epoch [101][140/396] lr: 2.005e-01, eta: 1 day, 6:51:26, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6870, loss_cls: 2.4109, loss: 2.4109, grad_norm: 1.5501, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9969, loss/aux0: 1.9969 2020-10-19 12:32:52,743 - mmaction - INFO - Epoch [101][160/396] lr: 2.005e-01, eta: 1 day, 6:50:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6878, loss_cls: 2.4181, loss: 2.4181, grad_norm: 1.4693, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0014, loss/aux0: 2.0014 2020-10-19 12:32:53,711 - mmaction - INFO - Epoch [101][160/396] lr: 2.005e-01, eta: 1 day, 6:50:52, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6878, loss_cls: 2.4181, loss: 2.4181, grad_norm: 1.4714, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0008, loss/aux0: 2.0008 2020-10-19 12:33:30,144 - mmaction - INFO - Epoch [101][180/396] lr: 2.005e-01, eta: 1 day, 6:49:49, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6867, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.5194, top1_acc/aux0: 0.5102, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0107, loss/aux0: 2.0107 2020-10-19 12:33:31,103 - mmaction - INFO - Epoch [101][180/396] lr: 2.005e-01, eta: 1 day, 6:50:18, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6867, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.5254, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0169, loss/aux0: 2.0169 2020-10-19 12:34:07,615 - mmaction - INFO - Epoch [101][200/396] lr: 2.005e-01, eta: 1 day, 6:49:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6875, loss_cls: 2.3958, loss: 2.3958, grad_norm: 1.5089, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9638, loss/aux0: 1.9638 2020-10-19 12:34:08,608 - mmaction - INFO - Epoch [101][200/396] lr: 2.005e-01, eta: 1 day, 6:49:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6875, loss_cls: 2.3958, loss: 2.3958, grad_norm: 1.5172, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9647, loss/aux0: 1.9647 2020-10-19 12:34:45,002 - mmaction - INFO - Epoch [101][220/396] lr: 2.005e-01, eta: 1 day, 6:48:42, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6927, loss_cls: 2.3860, loss: 2.3860, grad_norm: 1.5158, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7724, loss_cls/aux0: 2.0003, loss/aux0: 2.0003 2020-10-19 12:34:45,931 - mmaction - INFO - Epoch [101][220/396] lr: 2.005e-01, eta: 1 day, 6:49:10, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6927, loss_cls: 2.3860, loss: 2.3860, grad_norm: 1.5193, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9949, loss/aux0: 1.9949 2020-10-19 12:35:22,340 - mmaction - INFO - Epoch [101][240/396] lr: 2.005e-01, eta: 1 day, 6:48:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4427, top5_acc: 0.6961, loss_cls: 2.3403, loss: 2.3403, grad_norm: 1.5327, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0134, loss/aux0: 2.0134 2020-10-19 12:35:23,309 - mmaction - INFO - Epoch [101][240/396] lr: 2.005e-01, eta: 1 day, 6:48:36, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4427, top5_acc: 0.6961, loss_cls: 2.3403, loss: 2.3403, grad_norm: 1.5360, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0246, loss/aux0: 2.0246 2020-10-19 12:35:59,881 - mmaction - INFO - Epoch [101][260/396] lr: 2.005e-01, eta: 1 day, 6:47:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6734, loss_cls: 2.4585, loss: 2.4585, grad_norm: 1.5374, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9582, loss/aux0: 1.9582 2020-10-19 12:36:00,868 - mmaction - INFO - Epoch [101][260/396] lr: 2.005e-01, eta: 1 day, 6:48:02, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6734, loss_cls: 2.4585, loss: 2.4585, grad_norm: 1.5310, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9388, loss/aux0: 1.9388 2020-10-19 12:36:37,389 - mmaction - INFO - Epoch [101][280/396] lr: 2.005e-01, eta: 1 day, 6:47:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6836, loss_cls: 2.4335, loss: 2.4335, grad_norm: 1.5121, top1_acc/aux0: 0.5005, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.0665, loss/aux0: 2.0665 2020-10-19 12:36:38,331 - mmaction - INFO - Epoch [101][280/396] lr: 2.005e-01, eta: 1 day, 6:47:29, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6836, loss_cls: 2.4335, loss: 2.4335, grad_norm: 1.5201, top1_acc/aux0: 0.4977, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0855, loss/aux0: 2.0855 2020-10-19 12:37:14,636 - mmaction - INFO - Epoch [101][300/396] lr: 2.005e-01, eta: 1 day, 6:46:26, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6956, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.5528, top1_acc/aux0: 0.4940, top5_acc/aux0: 0.7503, loss_cls/aux0: 2.0858, loss/aux0: 2.0858 2020-10-19 12:37:15,623 - mmaction - INFO - Epoch [101][300/396] lr: 2.005e-01, eta: 1 day, 6:46:55, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6956, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.5575, top1_acc/aux0: 0.4948, top5_acc/aux0: 0.7513, loss_cls/aux0: 2.0793, loss/aux0: 2.0793 2020-10-19 12:37:52,024 - mmaction - INFO - Epoch [101][320/396] lr: 2.005e-01, eta: 1 day, 6:45:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6927, loss_cls: 2.4333, loss: 2.4333, grad_norm: 1.4888, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0111, loss/aux0: 2.0111 2020-10-19 12:37:53,025 - mmaction - INFO - Epoch [101][320/396] lr: 2.005e-01, eta: 1 day, 6:46:21, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6927, loss_cls: 2.4333, loss: 2.4333, grad_norm: 1.4891, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7714, loss_cls/aux0: 2.0121, loss/aux0: 2.0121 2020-10-19 12:38:29,425 - mmaction - INFO - Epoch [101][340/396] lr: 2.005e-01, eta: 1 day, 6:45:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6956, loss_cls: 2.3891, loss: 2.3891, grad_norm: 1.5387, top1_acc/aux0: 0.5076, top5_acc/aux0: 0.7656, loss_cls/aux0: 2.0088, loss/aux0: 2.0088 2020-10-19 12:38:30,411 - mmaction - INFO - Epoch [101][340/396] lr: 2.005e-01, eta: 1 day, 6:45:47, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6956, loss_cls: 2.3891, loss: 2.3891, grad_norm: 1.5393, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7628, loss_cls/aux0: 1.9976, loss/aux0: 1.9976 2020-10-19 12:39:06,741 - mmaction - INFO - Epoch [101][360/396] lr: 2.005e-01, eta: 1 day, 6:44:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4299, top5_acc: 0.7029, loss_cls: 2.3582, loss: 2.3582, grad_norm: 1.5309, top1_acc/aux0: 0.5044, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9759, loss/aux0: 1.9759 2020-10-19 12:39:07,696 - mmaction - INFO - Epoch [101][360/396] lr: 2.005e-01, eta: 1 day, 6:45:13, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4299, top5_acc: 0.7029, loss_cls: 2.3582, loss: 2.3582, grad_norm: 1.5276, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9873, loss/aux0: 1.9873 2020-10-19 12:39:44,109 - mmaction - INFO - Epoch [101][380/396] lr: 2.005e-01, eta: 1 day, 6:44:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6872, loss_cls: 2.3982, loss: 2.3982, grad_norm: 1.5010, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9639, loss/aux0: 1.9639 2020-10-19 12:39:45,047 - mmaction - INFO - Epoch [101][380/396] lr: 2.005e-01, eta: 1 day, 6:44:39, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6872, loss_cls: 2.3982, loss: 2.3982, grad_norm: 1.5108, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9620, loss/aux0: 1.9620 2020-10-19 12:44:39,236 - mmaction - INFO - Epoch [102][20/396] lr: 1.988e-01, eta: 1 day, 6:42:23, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6906, loss_cls: 2.4120, loss: 2.4120, grad_norm: 1.5509, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9436, loss/aux0: 1.9436 2020-10-19 12:44:40,169 - mmaction - INFO - Epoch [102][20/396] lr: 1.988e-01, eta: 1 day, 6:42:51, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6906, loss_cls: 2.4120, loss: 2.4120, grad_norm: 1.5488, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9509, loss/aux0: 1.9509 2020-10-19 12:45:16,333 - mmaction - INFO - Epoch [102][40/396] lr: 1.988e-01, eta: 1 day, 6:41:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6974, loss_cls: 2.3858, loss: 2.3858, grad_norm: 1.5144, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7648, loss_cls/aux0: 2.0063, loss/aux0: 2.0063 2020-10-19 12:45:17,285 - mmaction - INFO - Epoch [102][40/396] lr: 1.988e-01, eta: 1 day, 6:42:17, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6974, loss_cls: 2.3858, loss: 2.3858, grad_norm: 1.5114, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9945, loss/aux0: 1.9945 2020-10-19 12:45:53,687 - mmaction - INFO - Epoch [102][60/396] lr: 1.988e-01, eta: 1 day, 6:41:14, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6859, loss_cls: 2.4106, loss: 2.4106, grad_norm: 1.4972, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9881, loss/aux0: 1.9881 2020-10-19 12:45:54,629 - mmaction - INFO - Epoch [102][60/396] lr: 1.988e-01, eta: 1 day, 6:41:43, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6859, loss_cls: 2.4106, loss: 2.4106, grad_norm: 1.4976, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9873, loss/aux0: 1.9873 2020-10-19 12:46:31,019 - mmaction - INFO - Epoch [102][80/396] lr: 1.988e-01, eta: 1 day, 6:40:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.6987, loss_cls: 2.3662, loss: 2.3662, grad_norm: 1.5406, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8989, loss/aux0: 1.8989 2020-10-19 12:46:31,963 - mmaction - INFO - Epoch [102][80/396] lr: 1.988e-01, eta: 1 day, 6:41:09, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4333, top5_acc: 0.6987, loss_cls: 2.3662, loss: 2.3662, grad_norm: 1.5347, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.9046, loss/aux0: 1.9046 2020-10-19 12:47:08,433 - mmaction - INFO - Epoch [102][100/396] lr: 1.988e-01, eta: 1 day, 6:40:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6867, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.5746, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7659, loss_cls/aux0: 1.9923, loss/aux0: 1.9923 2020-10-19 12:47:09,370 - mmaction - INFO - Epoch [102][100/396] lr: 1.988e-01, eta: 1 day, 6:40:35, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6867, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.5657, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9932, loss/aux0: 1.9932 2020-10-19 12:47:45,794 - mmaction - INFO - Epoch [102][120/396] lr: 1.988e-01, eta: 1 day, 6:39:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6930, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.5303, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0084, loss/aux0: 2.0084 2020-10-19 12:47:46,751 - mmaction - INFO - Epoch [102][120/396] lr: 1.988e-01, eta: 1 day, 6:40:01, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6930, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.5320, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7711, loss_cls/aux0: 2.0050, loss/aux0: 2.0050 2020-10-19 12:48:23,526 - mmaction - INFO - Epoch [102][140/396] lr: 1.988e-01, eta: 1 day, 6:38:59, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6984, loss_cls: 2.3746, loss: 2.3746, grad_norm: 1.5442, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0056, loss/aux0: 2.0056 2020-10-19 12:48:24,506 - mmaction - INFO - Epoch [102][140/396] lr: 1.988e-01, eta: 1 day, 6:39:27, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6984, loss_cls: 2.3746, loss: 2.3746, grad_norm: 1.5393, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7633, loss_cls/aux0: 2.0194, loss/aux0: 2.0194 2020-10-19 12:49:01,170 - mmaction - INFO - Epoch [102][160/396] lr: 1.988e-01, eta: 1 day, 6:38:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6953, loss_cls: 2.3583, loss: 2.3583, grad_norm: 1.5369, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9810, loss/aux0: 1.9810 2020-10-19 12:49:02,209 - mmaction - INFO - Epoch [102][160/396] lr: 1.988e-01, eta: 1 day, 6:38:54, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6953, loss_cls: 2.3583, loss: 2.3583, grad_norm: 1.5396, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9582, loss/aux0: 1.9582 2020-10-19 12:49:38,467 - mmaction - INFO - Epoch [102][180/396] lr: 1.988e-01, eta: 1 day, 6:37:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6917, loss_cls: 2.3836, loss: 2.3836, grad_norm: 1.5281, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9587, loss/aux0: 1.9587 2020-10-19 12:49:39,396 - mmaction - INFO - Epoch [102][180/396] lr: 1.988e-01, eta: 1 day, 6:38:20, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4349, top5_acc: 0.6917, loss_cls: 2.3836, loss: 2.3836, grad_norm: 1.5270, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9553, loss/aux0: 1.9553 2020-10-19 12:50:15,784 - mmaction - INFO - Epoch [102][200/396] lr: 1.988e-01, eta: 1 day, 6:37:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6966, loss_cls: 2.4171, loss: 2.4171, grad_norm: 1.5261, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9412, loss/aux0: 1.9412 2020-10-19 12:50:16,765 - mmaction - INFO - Epoch [102][200/396] lr: 1.988e-01, eta: 1 day, 6:37:46, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4208, top5_acc: 0.6966, loss_cls: 2.4171, loss: 2.4171, grad_norm: 1.5282, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9547, loss/aux0: 1.9547 2020-10-19 12:50:53,441 - mmaction - INFO - Epoch [102][220/396] lr: 1.988e-01, eta: 1 day, 6:36:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6849, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.5258, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7578, loss_cls/aux0: 2.0366, loss/aux0: 2.0366 2020-10-19 12:50:54,402 - mmaction - INFO - Epoch [102][220/396] lr: 1.988e-01, eta: 1 day, 6:37:12, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6849, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.5263, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7568, loss_cls/aux0: 2.0392, loss/aux0: 2.0392 2020-10-19 12:51:30,814 - mmaction - INFO - Epoch [102][240/396] lr: 1.988e-01, eta: 1 day, 6:36:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4393, top5_acc: 0.6990, loss_cls: 2.3778, loss: 2.3778, grad_norm: 1.5619, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9583, loss/aux0: 1.9583 2020-10-19 12:51:31,774 - mmaction - INFO - Epoch [102][240/396] lr: 1.988e-01, eta: 1 day, 6:36:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4393, top5_acc: 0.6990, loss_cls: 2.3778, loss: 2.3778, grad_norm: 1.5607, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9610, loss/aux0: 1.9610 2020-10-19 12:52:08,288 - mmaction - INFO - Epoch [102][260/396] lr: 1.988e-01, eta: 1 day, 6:35:36, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6776, loss_cls: 2.4424, loss: 2.4424, grad_norm: 1.5359, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9714, loss/aux0: 1.9714 2020-10-19 12:52:09,308 - mmaction - INFO - Epoch [102][260/396] lr: 1.988e-01, eta: 1 day, 6:36:04, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6776, loss_cls: 2.4424, loss: 2.4424, grad_norm: 1.5392, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9857, loss/aux0: 1.9857 2020-10-19 12:52:45,523 - mmaction - INFO - Epoch [102][280/396] lr: 1.988e-01, eta: 1 day, 6:35:02, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6875, loss_cls: 2.4338, loss: 2.4338, grad_norm: 1.5158, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0058, loss/aux0: 2.0058 2020-10-19 12:52:46,489 - mmaction - INFO - Epoch [102][280/396] lr: 1.988e-01, eta: 1 day, 6:35:30, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4224, top5_acc: 0.6875, loss_cls: 2.4338, loss: 2.4338, grad_norm: 1.5083, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9817, loss/aux0: 1.9817 2020-10-19 12:53:23,037 - mmaction - INFO - Epoch [102][300/396] lr: 1.988e-01, eta: 1 day, 6:34:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6940, loss_cls: 2.3728, loss: 2.3728, grad_norm: 1.5283, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9486, loss/aux0: 1.9486 2020-10-19 12:53:23,986 - mmaction - INFO - Epoch [102][300/396] lr: 1.988e-01, eta: 1 day, 6:34:56, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6940, loss_cls: 2.3728, loss: 2.3728, grad_norm: 1.5308, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9612, loss/aux0: 1.9612 2020-10-19 12:54:00,551 - mmaction - INFO - Epoch [102][320/396] lr: 1.988e-01, eta: 1 day, 6:33:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6909, loss_cls: 2.4448, loss: 2.4448, grad_norm: 1.5067, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7565, loss_cls/aux0: 2.0538, loss/aux0: 2.0538 2020-10-19 12:54:01,500 - mmaction - INFO - Epoch [102][320/396] lr: 1.988e-01, eta: 1 day, 6:34:22, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4185, top5_acc: 0.6909, loss_cls: 2.4448, loss: 2.4448, grad_norm: 1.5052, top1_acc/aux0: 0.5063, top5_acc/aux0: 0.7589, loss_cls/aux0: 2.0539, loss/aux0: 2.0539 2020-10-19 12:54:37,989 - mmaction - INFO - Epoch [102][340/396] lr: 1.988e-01, eta: 1 day, 6:33:20, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6883, loss_cls: 2.3931, loss: 2.3931, grad_norm: 1.5262, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0499, loss/aux0: 2.0499 2020-10-19 12:54:38,972 - mmaction - INFO - Epoch [102][340/396] lr: 1.988e-01, eta: 1 day, 6:33:48, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6883, loss_cls: 2.3931, loss: 2.3931, grad_norm: 1.5298, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0529, loss/aux0: 2.0529 2020-10-19 12:55:15,563 - mmaction - INFO - Epoch [102][360/396] lr: 1.988e-01, eta: 1 day, 6:32:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6875, loss_cls: 2.4354, loss: 2.4354, grad_norm: 1.5257, top1_acc/aux0: 0.5016, top5_acc/aux0: 0.7591, loss_cls/aux0: 2.0597, loss/aux0: 2.0597 2020-10-19 12:55:16,581 - mmaction - INFO - Epoch [102][360/396] lr: 1.988e-01, eta: 1 day, 6:33:14, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6875, loss_cls: 2.4354, loss: 2.4354, grad_norm: 1.5254, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7596, loss_cls/aux0: 2.0553, loss/aux0: 2.0553 2020-10-19 12:55:53,087 - mmaction - INFO - Epoch [102][380/396] lr: 1.988e-01, eta: 1 day, 6:32:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6888, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.5711, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7677, loss_cls/aux0: 1.9781, loss/aux0: 1.9781 2020-10-19 12:55:54,042 - mmaction - INFO - Epoch [102][380/396] lr: 1.988e-01, eta: 1 day, 6:32:40, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6888, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.5775, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9762, loss/aux0: 1.9762 2020-10-19 13:00:33,771 - mmaction - INFO - Epoch [103][20/396] lr: 1.971e-01, eta: 1 day, 6:30:25, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6940, loss_cls: 2.4169, loss: 2.4169, grad_norm: 1.5608, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7684, loss_cls/aux0: 1.9829, loss/aux0: 1.9829 2020-10-19 13:00:34,716 - mmaction - INFO - Epoch [103][20/396] lr: 1.971e-01, eta: 1 day, 6:30:53, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6940, loss_cls: 2.4169, loss: 2.4169, grad_norm: 1.5605, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7682, loss_cls/aux0: 1.9766, loss/aux0: 1.9766 2020-10-19 13:01:11,071 - mmaction - INFO - Epoch [103][40/396] lr: 1.971e-01, eta: 1 day, 6:29:51, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6914, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.5553, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9948, loss/aux0: 1.9948 2020-10-19 13:01:12,072 - mmaction - INFO - Epoch [103][40/396] lr: 1.971e-01, eta: 1 day, 6:30:19, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6914, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.5564, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9992, loss/aux0: 1.9992 2020-10-19 13:01:48,418 - mmaction - INFO - Epoch [103][60/396] lr: 1.971e-01, eta: 1 day, 6:29:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6805, loss_cls: 2.4433, loss: 2.4433, grad_norm: 1.5221, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9607, loss/aux0: 1.9607 2020-10-19 13:01:49,375 - mmaction - INFO - Epoch [103][60/396] lr: 1.971e-01, eta: 1 day, 6:29:45, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4138, top5_acc: 0.6805, loss_cls: 2.4433, loss: 2.4433, grad_norm: 1.5235, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9660, loss/aux0: 1.9660 2020-10-19 13:02:25,792 - mmaction - INFO - Epoch [103][80/396] lr: 1.971e-01, eta: 1 day, 6:28:43, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4286, top5_acc: 0.7021, loss_cls: 2.3661, loss: 2.3661, grad_norm: 1.5285, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9701, loss/aux0: 1.9701 2020-10-19 13:02:26,749 - mmaction - INFO - Epoch [103][80/396] lr: 1.971e-01, eta: 1 day, 6:29:11, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4286, top5_acc: 0.7021, loss_cls: 2.3661, loss: 2.3661, grad_norm: 1.5289, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9672, loss/aux0: 1.9672 2020-10-19 13:03:03,127 - mmaction - INFO - Epoch [103][100/396] lr: 1.971e-01, eta: 1 day, 6:28:09, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6906, loss_cls: 2.3857, loss: 2.3857, grad_norm: 1.5495, top1_acc/aux0: 0.5068, top5_acc/aux0: 0.7695, loss_cls/aux0: 2.0023, loss/aux0: 2.0023 2020-10-19 13:03:04,050 - mmaction - INFO - Epoch [103][100/396] lr: 1.971e-01, eta: 1 day, 6:28:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6906, loss_cls: 2.3857, loss: 2.3857, grad_norm: 1.5473, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9959, loss/aux0: 1.9959 2020-10-19 13:03:40,479 - mmaction - INFO - Epoch [103][120/396] lr: 1.971e-01, eta: 1 day, 6:27:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6878, loss_cls: 2.4050, loss: 2.4050, grad_norm: 1.5021, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0197, loss/aux0: 2.0197 2020-10-19 13:03:41,404 - mmaction - INFO - Epoch [103][120/396] lr: 1.971e-01, eta: 1 day, 6:28:03, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4268, top5_acc: 0.6878, loss_cls: 2.4050, loss: 2.4050, grad_norm: 1.4989, top1_acc/aux0: 0.5060, top5_acc/aux0: 0.7622, loss_cls/aux0: 2.0243, loss/aux0: 2.0243 2020-10-19 13:04:17,861 - mmaction - INFO - Epoch [103][140/396] lr: 1.971e-01, eta: 1 day, 6:27:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6885, loss_cls: 2.3900, loss: 2.3900, grad_norm: 1.5406, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9749, loss/aux0: 1.9749 2020-10-19 13:04:18,830 - mmaction - INFO - Epoch [103][140/396] lr: 1.971e-01, eta: 1 day, 6:27:29, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4292, top5_acc: 0.6885, loss_cls: 2.3900, loss: 2.3900, grad_norm: 1.5417, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9795, loss/aux0: 1.9795 2020-10-19 13:04:55,201 - mmaction - INFO - Epoch [103][160/396] lr: 1.971e-01, eta: 1 day, 6:26:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7049, loss_cls: 2.3386, loss: 2.3386, grad_norm: 1.5478, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0270, loss/aux0: 2.0270 2020-10-19 13:04:56,173 - mmaction - INFO - Epoch [103][160/396] lr: 1.971e-01, eta: 1 day, 6:26:55, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7049, loss_cls: 2.3386, loss: 2.3386, grad_norm: 1.5480, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0129, loss/aux0: 2.0129 2020-10-19 13:05:32,675 - mmaction - INFO - Epoch [103][180/396] lr: 1.971e-01, eta: 1 day, 6:25:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6919, loss_cls: 2.3799, loss: 2.3799, grad_norm: 1.5338, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9666, loss/aux0: 1.9666 2020-10-19 13:05:33,647 - mmaction - INFO - Epoch [103][180/396] lr: 1.971e-01, eta: 1 day, 6:26:21, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6919, loss_cls: 2.3799, loss: 2.3799, grad_norm: 1.5304, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9722, loss/aux0: 1.9722 2020-10-19 13:06:10,231 - mmaction - INFO - Epoch [103][200/396] lr: 1.971e-01, eta: 1 day, 6:25:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6917, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.5336, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7729, loss_cls/aux0: 2.0019, loss/aux0: 2.0019 2020-10-19 13:06:11,163 - mmaction - INFO - Epoch [103][200/396] lr: 1.971e-01, eta: 1 day, 6:25:47, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6917, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.5298, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7716, loss_cls/aux0: 2.0104, loss/aux0: 2.0104 2020-10-19 13:06:47,541 - mmaction - INFO - Epoch [103][220/396] lr: 1.971e-01, eta: 1 day, 6:24:45, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6977, loss_cls: 2.3892, loss: 2.3892, grad_norm: 1.5309, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0027, loss/aux0: 2.0027 2020-10-19 13:06:48,500 - mmaction - INFO - Epoch [103][220/396] lr: 1.971e-01, eta: 1 day, 6:25:13, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6977, loss_cls: 2.3892, loss: 2.3892, grad_norm: 1.5210, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7701, loss_cls/aux0: 2.0075, loss/aux0: 2.0075 2020-10-19 13:07:24,977 - mmaction - INFO - Epoch [103][240/396] lr: 1.971e-01, eta: 1 day, 6:24:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6924, loss_cls: 2.3950, loss: 2.3950, grad_norm: 1.5582, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9979, loss/aux0: 1.9979 2020-10-19 13:07:25,960 - mmaction - INFO - Epoch [103][240/396] lr: 1.971e-01, eta: 1 day, 6:24:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6924, loss_cls: 2.3950, loss: 2.3950, grad_norm: 1.5601, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9812, loss/aux0: 1.9812 2020-10-19 13:08:02,411 - mmaction - INFO - Epoch [103][260/396] lr: 1.971e-01, eta: 1 day, 6:23:37, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6937, loss_cls: 2.3886, loss: 2.3886, grad_norm: 1.5236, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7643, loss_cls/aux0: 1.9995, loss/aux0: 1.9995 2020-10-19 13:08:03,424 - mmaction - INFO - Epoch [103][260/396] lr: 1.971e-01, eta: 1 day, 6:24:05, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4187, top5_acc: 0.6937, loss_cls: 2.3886, loss: 2.3886, grad_norm: 1.5295, top1_acc/aux0: 0.5083, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0089, loss/aux0: 2.0089 2020-10-19 13:08:39,924 - mmaction - INFO - Epoch [103][280/396] lr: 1.971e-01, eta: 1 day, 6:23:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6896, loss_cls: 2.3947, loss: 2.3947, grad_norm: 1.5221, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9440, loss/aux0: 1.9440 2020-10-19 13:08:40,929 - mmaction - INFO - Epoch [103][280/396] lr: 1.971e-01, eta: 1 day, 6:23:31, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6896, loss_cls: 2.3947, loss: 2.3947, grad_norm: 1.5263, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9532, loss/aux0: 1.9532 2020-10-19 13:09:17,339 - mmaction - INFO - Epoch [103][300/396] lr: 1.971e-01, eta: 1 day, 6:22:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6891, loss_cls: 2.4218, loss: 2.4218, grad_norm: 1.6044, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9710, loss/aux0: 1.9710 2020-10-19 13:09:18,302 - mmaction - INFO - Epoch [103][300/396] lr: 1.971e-01, eta: 1 day, 6:22:57, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4190, top5_acc: 0.6891, loss_cls: 2.4218, loss: 2.4218, grad_norm: 1.6027, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9656, loss/aux0: 1.9656 2020-10-19 13:09:54,872 - mmaction - INFO - Epoch [103][320/396] lr: 1.971e-01, eta: 1 day, 6:21:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6969, loss_cls: 2.3960, loss: 2.3960, grad_norm: 1.5461, top1_acc/aux0: 0.4898, top5_acc/aux0: 0.7510, loss_cls/aux0: 2.0812, loss/aux0: 2.0812 2020-10-19 13:09:55,846 - mmaction - INFO - Epoch [103][320/396] lr: 1.971e-01, eta: 1 day, 6:22:23, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6969, loss_cls: 2.3960, loss: 2.3960, grad_norm: 1.5424, top1_acc/aux0: 0.4943, top5_acc/aux0: 0.7562, loss_cls/aux0: 2.0589, loss/aux0: 2.0589 2020-10-19 13:10:32,285 - mmaction - INFO - Epoch [103][340/396] lr: 1.971e-01, eta: 1 day, 6:21:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6865, loss_cls: 2.4137, loss: 2.4137, grad_norm: 1.5263, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8875, loss/aux0: 1.8875 2020-10-19 13:10:33,257 - mmaction - INFO - Epoch [103][340/396] lr: 1.971e-01, eta: 1 day, 6:21:49, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6865, loss_cls: 2.4137, loss: 2.4137, grad_norm: 1.5382, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.9194, loss/aux0: 1.9194 2020-10-19 13:11:09,863 - mmaction - INFO - Epoch [103][360/396] lr: 1.971e-01, eta: 1 day, 6:20:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6964, loss_cls: 2.3653, loss: 2.3653, grad_norm: 1.5627, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9731, loss/aux0: 1.9731 2020-10-19 13:11:10,836 - mmaction - INFO - Epoch [103][360/396] lr: 1.971e-01, eta: 1 day, 6:21:16, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6964, loss_cls: 2.3653, loss: 2.3653, grad_norm: 1.5658, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9554, loss/aux0: 1.9554 2020-10-19 13:11:47,311 - mmaction - INFO - Epoch [103][380/396] lr: 1.971e-01, eta: 1 day, 6:20:14, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6849, loss_cls: 2.4046, loss: 2.4046, grad_norm: 1.5392, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9500, loss/aux0: 1.9500 2020-10-19 13:11:48,258 - mmaction - INFO - Epoch [103][380/396] lr: 1.971e-01, eta: 1 day, 6:20:41, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6849, loss_cls: 2.4046, loss: 2.4046, grad_norm: 1.5388, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9538, loss/aux0: 1.9538 2020-10-19 13:16:48,436 - mmaction - INFO - Epoch [104][20/396] lr: 1.953e-01, eta: 1 day, 6:18:28, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7036, loss_cls: 2.3370, loss: 2.3370, grad_norm: 1.5520, top1_acc/aux0: 0.5101, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0271, loss/aux0: 2.0271 2020-10-19 13:16:49,364 - mmaction - INFO - Epoch [104][20/396] lr: 1.953e-01, eta: 1 day, 6:18:55, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7036, loss_cls: 2.3370, loss: 2.3370, grad_norm: 1.5486, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7677, loss_cls/aux0: 2.0161, loss/aux0: 2.0161 2020-10-19 13:17:25,623 - mmaction - INFO - Epoch [104][40/396] lr: 1.953e-01, eta: 1 day, 6:17:54, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4268, top5_acc: 0.7034, loss_cls: 2.3751, loss: 2.3751, grad_norm: 1.5599, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9939, loss/aux0: 1.9939 2020-10-19 13:17:26,624 - mmaction - INFO - Epoch [104][40/396] lr: 1.953e-01, eta: 1 day, 6:18:21, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4268, top5_acc: 0.7034, loss_cls: 2.3751, loss: 2.3751, grad_norm: 1.5688, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7635, loss_cls/aux0: 2.0224, loss/aux0: 2.0224 2020-10-19 13:18:02,952 - mmaction - INFO - Epoch [104][60/396] lr: 1.953e-01, eta: 1 day, 6:17:19, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6966, loss_cls: 2.3691, loss: 2.3691, grad_norm: 1.5082, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9579, loss/aux0: 1.9579 2020-10-19 13:18:03,896 - mmaction - INFO - Epoch [104][60/396] lr: 1.953e-01, eta: 1 day, 6:17:47, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6966, loss_cls: 2.3691, loss: 2.3691, grad_norm: 1.5185, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9382, loss/aux0: 1.9382 2020-10-19 13:18:40,271 - mmaction - INFO - Epoch [104][80/396] lr: 1.953e-01, eta: 1 day, 6:16:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6969, loss_cls: 2.3986, loss: 2.3986, grad_norm: 1.6018, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9979, loss/aux0: 1.9979 2020-10-19 13:18:41,223 - mmaction - INFO - Epoch [104][80/396] lr: 1.953e-01, eta: 1 day, 6:17:13, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6969, loss_cls: 2.3986, loss: 2.3986, grad_norm: 1.6008, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7740, loss_cls/aux0: 2.0023, loss/aux0: 2.0023 2020-10-19 13:19:17,621 - mmaction - INFO - Epoch [104][100/396] lr: 1.953e-01, eta: 1 day, 6:16:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7122, loss_cls: 2.3286, loss: 2.3286, grad_norm: 1.5311, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9939, loss/aux0: 1.9939 2020-10-19 13:19:18,585 - mmaction - INFO - Epoch [104][100/396] lr: 1.953e-01, eta: 1 day, 6:16:39, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4430, top5_acc: 0.7122, loss_cls: 2.3286, loss: 2.3286, grad_norm: 1.5379, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7716, loss_cls/aux0: 2.0027, loss/aux0: 2.0027 2020-10-19 13:19:55,039 - mmaction - INFO - Epoch [104][120/396] lr: 1.953e-01, eta: 1 day, 6:15:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6997, loss_cls: 2.3598, loss: 2.3598, grad_norm: 1.5550, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9788, loss/aux0: 1.9788 2020-10-19 13:19:55,965 - mmaction - INFO - Epoch [104][120/396] lr: 1.953e-01, eta: 1 day, 6:16:05, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6997, loss_cls: 2.3598, loss: 2.3598, grad_norm: 1.5517, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9660, loss/aux0: 1.9660 2020-10-19 13:20:32,456 - mmaction - INFO - Epoch [104][140/396] lr: 1.953e-01, eta: 1 day, 6:15:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6867, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.5137, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9800, loss/aux0: 1.9800 2020-10-19 13:20:33,424 - mmaction - INFO - Epoch [104][140/396] lr: 1.953e-01, eta: 1 day, 6:15:31, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4172, top5_acc: 0.6867, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.5177, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9806, loss/aux0: 1.9806 2020-10-19 13:21:10,000 - mmaction - INFO - Epoch [104][160/396] lr: 1.953e-01, eta: 1 day, 6:14:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6974, loss_cls: 2.3797, loss: 2.3797, grad_norm: 1.5155, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9464, loss/aux0: 1.9464 2020-10-19 13:21:10,961 - mmaction - INFO - Epoch [104][160/396] lr: 1.953e-01, eta: 1 day, 6:14:57, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6974, loss_cls: 2.3797, loss: 2.3797, grad_norm: 1.5182, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9378, loss/aux0: 1.9378 2020-10-19 13:21:47,716 - mmaction - INFO - Epoch [104][180/396] lr: 1.953e-01, eta: 1 day, 6:13:56, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6880, loss_cls: 2.4431, loss: 2.4431, grad_norm: 1.5511, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7706, loss_cls/aux0: 2.0013, loss/aux0: 2.0013 2020-10-19 13:21:48,653 - mmaction - INFO - Epoch [104][180/396] lr: 1.953e-01, eta: 1 day, 6:14:24, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6880, loss_cls: 2.4431, loss: 2.4431, grad_norm: 1.5516, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7698, loss_cls/aux0: 2.0048, loss/aux0: 2.0048 2020-10-19 13:22:25,215 - mmaction - INFO - Epoch [104][200/396] lr: 1.953e-01, eta: 1 day, 6:13:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.6966, loss_cls: 2.3914, loss: 2.3914, grad_norm: 1.5379, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9821, loss/aux0: 1.9821 2020-10-19 13:22:26,205 - mmaction - INFO - Epoch [104][200/396] lr: 1.953e-01, eta: 1 day, 6:13:50, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4435, top5_acc: 0.6966, loss_cls: 2.3914, loss: 2.3914, grad_norm: 1.5437, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9876, loss/aux0: 1.9876 2020-10-19 13:23:02,770 - mmaction - INFO - Epoch [104][220/396] lr: 1.953e-01, eta: 1 day, 6:12:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6911, loss_cls: 2.3949, loss: 2.3949, grad_norm: 1.5495, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9348, loss/aux0: 1.9348 2020-10-19 13:23:03,717 - mmaction - INFO - Epoch [104][220/396] lr: 1.953e-01, eta: 1 day, 6:13:16, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6911, loss_cls: 2.3949, loss: 2.3949, grad_norm: 1.5481, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9231, loss/aux0: 1.9231 2020-10-19 13:23:40,162 - mmaction - INFO - Epoch [104][240/396] lr: 1.953e-01, eta: 1 day, 6:12:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6823, loss_cls: 2.4381, loss: 2.4381, grad_norm: 1.5677, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9685, loss/aux0: 1.9685 2020-10-19 13:23:41,445 - mmaction - INFO - Epoch [104][240/396] lr: 1.953e-01, eta: 1 day, 6:12:43, time: 0.949, data_time: 0.020, memory: 8466, top1_acc: 0.4250, top5_acc: 0.6823, loss_cls: 2.4381, loss: 2.4381, grad_norm: 1.5527, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9682, loss/aux0: 1.9682 2020-10-19 13:24:18,047 - mmaction - INFO - Epoch [104][260/396] lr: 1.953e-01, eta: 1 day, 6:11:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6852, loss_cls: 2.4015, loss: 2.4015, grad_norm: 1.5985, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7661, loss_cls/aux0: 1.9868, loss/aux0: 1.9868 2020-10-19 13:24:19,010 - mmaction - INFO - Epoch [104][260/396] lr: 1.953e-01, eta: 1 day, 6:12:09, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6852, loss_cls: 2.4015, loss: 2.4015, grad_norm: 1.5773, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7628, loss_cls/aux0: 1.9990, loss/aux0: 1.9990 2020-10-19 13:24:55,398 - mmaction - INFO - Epoch [104][280/396] lr: 1.953e-01, eta: 1 day, 6:11:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4414, top5_acc: 0.6930, loss_cls: 2.3725, loss: 2.3725, grad_norm: 1.5266, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0254, loss/aux0: 2.0254 2020-10-19 13:24:56,340 - mmaction - INFO - Epoch [104][280/396] lr: 1.953e-01, eta: 1 day, 6:11:35, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4414, top5_acc: 0.6930, loss_cls: 2.3725, loss: 2.3725, grad_norm: 1.5320, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7607, loss_cls/aux0: 2.0318, loss/aux0: 2.0318 2020-10-19 13:25:32,879 - mmaction - INFO - Epoch [104][300/396] lr: 1.953e-01, eta: 1 day, 6:10:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6865, loss_cls: 2.4390, loss: 2.4390, grad_norm: 1.5533, top1_acc/aux0: 0.4995, top5_acc/aux0: 0.7651, loss_cls/aux0: 2.0354, loss/aux0: 2.0354 2020-10-19 13:25:33,841 - mmaction - INFO - Epoch [104][300/396] lr: 1.953e-01, eta: 1 day, 6:11:00, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4195, top5_acc: 0.6865, loss_cls: 2.4390, loss: 2.4390, grad_norm: 1.5452, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7672, loss_cls/aux0: 2.0235, loss/aux0: 2.0235 2020-10-19 13:26:10,393 - mmaction - INFO - Epoch [104][320/396] lr: 1.953e-01, eta: 1 day, 6:09:59, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4440, top5_acc: 0.6956, loss_cls: 2.3442, loss: 2.3442, grad_norm: 1.5381, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9478, loss/aux0: 1.9478 2020-10-19 13:26:11,375 - mmaction - INFO - Epoch [104][320/396] lr: 1.953e-01, eta: 1 day, 6:10:26, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4440, top5_acc: 0.6956, loss_cls: 2.3442, loss: 2.3442, grad_norm: 1.5382, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9486, loss/aux0: 1.9486 2020-10-19 13:26:48,016 - mmaction - INFO - Epoch [104][340/396] lr: 1.953e-01, eta: 1 day, 6:09:25, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4359, top5_acc: 0.6951, loss_cls: 2.3659, loss: 2.3659, grad_norm: 1.5385, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9374, loss/aux0: 1.9374 2020-10-19 13:26:48,963 - mmaction - INFO - Epoch [104][340/396] lr: 1.953e-01, eta: 1 day, 6:09:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4359, top5_acc: 0.6951, loss_cls: 2.3659, loss: 2.3659, grad_norm: 1.5393, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9386, loss/aux0: 1.9386 2020-10-19 13:27:25,276 - mmaction - INFO - Epoch [104][360/396] lr: 1.953e-01, eta: 1 day, 6:08:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6943, loss_cls: 2.3694, loss: 2.3694, grad_norm: 1.5916, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9318, loss/aux0: 1.9318 2020-10-19 13:27:26,243 - mmaction - INFO - Epoch [104][360/396] lr: 1.953e-01, eta: 1 day, 6:09:19, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6943, loss_cls: 2.3694, loss: 2.3694, grad_norm: 1.6034, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9407, loss/aux0: 1.9407 2020-10-19 13:28:02,709 - mmaction - INFO - Epoch [104][380/396] lr: 1.953e-01, eta: 1 day, 6:08:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6797, loss_cls: 2.4603, loss: 2.4603, grad_norm: 1.5671, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9918, loss/aux0: 1.9918 2020-10-19 13:28:03,641 - mmaction - INFO - Epoch [104][380/396] lr: 1.953e-01, eta: 1 day, 6:08:45, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4122, top5_acc: 0.6797, loss_cls: 2.4603, loss: 2.4603, grad_norm: 1.5532, top1_acc/aux0: 0.5049, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9862, loss/aux0: 1.9862 2020-10-19 13:28:35,743 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-10-19 13:30:20,104 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 13:30:20,223 - mmaction - INFO - top1_acc 0.5225 top5_acc 0.7877 2020-10-19 13:30:20,224 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 13:30:20,289 - mmaction - INFO - mean_acc 0.5222 2020-10-19 13:30:20,289 - mmaction - INFO - Now best checkpoint is epoch_104.pth 2020-10-19 13:30:20,308 - mmaction - INFO - Epoch(val) [104][396] top1_acc: 0.5225, top5_acc: 0.7877, mean_class_accuracy: 0.5222 2020-10-19 13:34:32,597 - mmaction - INFO - Epoch [105][20/396] lr: 1.935e-01, eta: 1 day, 6:06:32, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6904, loss_cls: 2.4146, loss: 2.4146, grad_norm: 1.5472, top1_acc/aux0: 0.5011, top5_acc/aux0: 0.7590, loss_cls/aux0: 2.0280, loss/aux0: 2.0280 2020-10-19 13:34:33,519 - mmaction - INFO - Epoch [105][20/396] lr: 1.935e-01, eta: 1 day, 6:06:59, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6904, loss_cls: 2.4146, loss: 2.4146, grad_norm: 1.5429, top1_acc/aux0: 0.5023, top5_acc/aux0: 0.7594, loss_cls/aux0: 2.0248, loss/aux0: 2.0248 2020-10-19 13:35:09,906 - mmaction - INFO - Epoch [105][40/396] lr: 1.935e-01, eta: 1 day, 6:05:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6951, loss_cls: 2.3710, loss: 2.3710, grad_norm: 1.5732, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0128, loss/aux0: 2.0128 2020-10-19 13:35:10,875 - mmaction - INFO - Epoch [105][40/396] lr: 1.935e-01, eta: 1 day, 6:06:25, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6951, loss_cls: 2.3710, loss: 2.3710, grad_norm: 1.5632, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0052, loss/aux0: 2.0052 2020-10-19 13:35:47,227 - mmaction - INFO - Epoch [105][60/396] lr: 1.935e-01, eta: 1 day, 6:05:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6964, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.5328, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9688, loss/aux0: 1.9688 2020-10-19 13:35:48,175 - mmaction - INFO - Epoch [105][60/396] lr: 1.935e-01, eta: 1 day, 6:05:51, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6964, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.5240, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9788, loss/aux0: 1.9788 2020-10-19 13:36:24,796 - mmaction - INFO - Epoch [105][80/396] lr: 1.935e-01, eta: 1 day, 6:04:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4312, top5_acc: 0.6982, loss_cls: 2.3800, loss: 2.3800, grad_norm: 1.5714, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9655, loss/aux0: 1.9655 2020-10-19 13:36:25,750 - mmaction - INFO - Epoch [105][80/396] lr: 1.935e-01, eta: 1 day, 6:05:18, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4312, top5_acc: 0.6982, loss_cls: 2.3800, loss: 2.3800, grad_norm: 1.5708, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9631, loss/aux0: 1.9631 2020-10-19 13:37:02,121 - mmaction - INFO - Epoch [105][100/396] lr: 1.935e-01, eta: 1 day, 6:04:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6893, loss_cls: 2.3982, loss: 2.3982, grad_norm: 1.5542, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9178, loss/aux0: 1.9178 2020-10-19 13:37:03,082 - mmaction - INFO - Epoch [105][100/396] lr: 1.935e-01, eta: 1 day, 6:04:44, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6893, loss_cls: 2.3982, loss: 2.3982, grad_norm: 1.5544, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9137, loss/aux0: 1.9137 2020-10-19 13:37:39,512 - mmaction - INFO - Epoch [105][120/396] lr: 1.935e-01, eta: 1 day, 6:03:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6927, loss_cls: 2.3587, loss: 2.3587, grad_norm: 1.5527, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7693, loss_cls/aux0: 2.0083, loss/aux0: 2.0083 2020-10-19 13:37:40,461 - mmaction - INFO - Epoch [105][120/396] lr: 1.935e-01, eta: 1 day, 6:04:10, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6927, loss_cls: 2.3587, loss: 2.3587, grad_norm: 1.5519, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7659, loss_cls/aux0: 2.0252, loss/aux0: 2.0252 2020-10-19 13:38:16,915 - mmaction - INFO - Epoch [105][140/396] lr: 1.935e-01, eta: 1 day, 6:03:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7013, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.5379, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7729, loss_cls/aux0: 2.0037, loss/aux0: 2.0037 2020-10-19 13:38:17,866 - mmaction - INFO - Epoch [105][140/396] lr: 1.935e-01, eta: 1 day, 6:03:36, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7013, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.5356, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9857, loss/aux0: 1.9857 2020-10-19 13:38:54,163 - mmaction - INFO - Epoch [105][160/396] lr: 1.935e-01, eta: 1 day, 6:02:34, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6914, loss_cls: 2.3897, loss: 2.3897, grad_norm: 1.5485, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9676, loss/aux0: 1.9676 2020-10-19 13:38:55,138 - mmaction - INFO - Epoch [105][160/396] lr: 1.935e-01, eta: 1 day, 6:03:01, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6914, loss_cls: 2.3897, loss: 2.3897, grad_norm: 1.5536, top1_acc/aux0: 0.5081, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9793, loss/aux0: 1.9793 2020-10-19 13:39:31,705 - mmaction - INFO - Epoch [105][180/396] lr: 1.935e-01, eta: 1 day, 6:02:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6964, loss_cls: 2.3819, loss: 2.3819, grad_norm: 1.5527, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7732, loss_cls/aux0: 2.0041, loss/aux0: 2.0041 2020-10-19 13:39:32,640 - mmaction - INFO - Epoch [105][180/396] lr: 1.935e-01, eta: 1 day, 6:02:27, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6964, loss_cls: 2.3819, loss: 2.3819, grad_norm: 1.5653, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7724, loss_cls/aux0: 2.0022, loss/aux0: 2.0022 2020-10-19 13:40:09,293 - mmaction - INFO - Epoch [105][200/396] lr: 1.935e-01, eta: 1 day, 6:01:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6854, loss_cls: 2.4034, loss: 2.4034, grad_norm: 1.5625, top1_acc/aux0: 0.5057, top5_acc/aux0: 0.7654, loss_cls/aux0: 2.0051, loss/aux0: 2.0051 2020-10-19 13:40:10,257 - mmaction - INFO - Epoch [105][200/396] lr: 1.935e-01, eta: 1 day, 6:01:53, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4229, top5_acc: 0.6854, loss_cls: 2.4034, loss: 2.4034, grad_norm: 1.5652, top1_acc/aux0: 0.5052, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0044, loss/aux0: 2.0044 2020-10-19 13:40:46,772 - mmaction - INFO - Epoch [105][220/396] lr: 1.935e-01, eta: 1 day, 6:00:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6930, loss_cls: 2.3903, loss: 2.3903, grad_norm: 1.5245, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9390, loss/aux0: 1.9390 2020-10-19 13:40:47,719 - mmaction - INFO - Epoch [105][220/396] lr: 1.935e-01, eta: 1 day, 6:01:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4276, top5_acc: 0.6930, loss_cls: 2.3903, loss: 2.3903, grad_norm: 1.5302, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9413, loss/aux0: 1.9413 2020-10-19 13:41:24,250 - mmaction - INFO - Epoch [105][240/396] lr: 1.935e-01, eta: 1 day, 6:00:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.6945, loss_cls: 2.3751, loss: 2.3751, grad_norm: 1.5333, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9153, loss/aux0: 1.9153 2020-10-19 13:41:25,195 - mmaction - INFO - Epoch [105][240/396] lr: 1.935e-01, eta: 1 day, 6:00:46, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4380, top5_acc: 0.6945, loss_cls: 2.3751, loss: 2.3751, grad_norm: 1.5244, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8933, loss/aux0: 1.8933 2020-10-19 13:42:01,841 - mmaction - INFO - Epoch [105][260/396] lr: 1.935e-01, eta: 1 day, 5:59:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.6964, loss_cls: 2.3653, loss: 2.3653, grad_norm: 1.5350, top1_acc/aux0: 0.5070, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9861, loss/aux0: 1.9861 2020-10-19 13:42:02,775 - mmaction - INFO - Epoch [105][260/396] lr: 1.935e-01, eta: 1 day, 6:00:11, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4424, top5_acc: 0.6964, loss_cls: 2.3653, loss: 2.3653, grad_norm: 1.5331, top1_acc/aux0: 0.5047, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9927, loss/aux0: 1.9927 2020-10-19 13:42:39,348 - mmaction - INFO - Epoch [105][280/396] lr: 1.935e-01, eta: 1 day, 5:59:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6995, loss_cls: 2.3660, loss: 2.3660, grad_norm: 1.5810, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9785, loss/aux0: 1.9785 2020-10-19 13:42:40,285 - mmaction - INFO - Epoch [105][280/396] lr: 1.935e-01, eta: 1 day, 5:59:38, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6995, loss_cls: 2.3660, loss: 2.3660, grad_norm: 1.5714, top1_acc/aux0: 0.5055, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9982, loss/aux0: 1.9982 2020-10-19 13:43:16,891 - mmaction - INFO - Epoch [105][300/396] lr: 1.935e-01, eta: 1 day, 5:58:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7047, loss_cls: 2.3310, loss: 2.3310, grad_norm: 1.5420, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9567, loss/aux0: 1.9567 2020-10-19 13:43:17,851 - mmaction - INFO - Epoch [105][300/396] lr: 1.935e-01, eta: 1 day, 5:59:04, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7047, loss_cls: 2.3310, loss: 2.3310, grad_norm: 1.5429, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9419, loss/aux0: 1.9419 2020-10-19 13:43:54,365 - mmaction - INFO - Epoch [105][320/396] lr: 1.935e-01, eta: 1 day, 5:58:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6901, loss_cls: 2.4435, loss: 2.4435, grad_norm: 1.5619, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9567, loss/aux0: 1.9567 2020-10-19 13:43:55,345 - mmaction - INFO - Epoch [105][320/396] lr: 1.935e-01, eta: 1 day, 5:58:30, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4242, top5_acc: 0.6901, loss_cls: 2.4435, loss: 2.4435, grad_norm: 1.5609, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9637, loss/aux0: 1.9637 2020-10-19 13:44:31,771 - mmaction - INFO - Epoch [105][340/396] lr: 1.935e-01, eta: 1 day, 5:57:29, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6911, loss_cls: 2.4090, loss: 2.4090, grad_norm: 1.5427, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7669, loss_cls/aux0: 2.0057, loss/aux0: 2.0057 2020-10-19 13:44:32,738 - mmaction - INFO - Epoch [105][340/396] lr: 1.935e-01, eta: 1 day, 5:57:56, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4234, top5_acc: 0.6911, loss_cls: 2.4090, loss: 2.4090, grad_norm: 1.5381, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0096, loss/aux0: 2.0096 2020-10-19 13:45:09,292 - mmaction - INFO - Epoch [105][360/396] lr: 1.935e-01, eta: 1 day, 5:56:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4331, top5_acc: 0.7016, loss_cls: 2.3861, loss: 2.3861, grad_norm: 1.5617, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9621, loss/aux0: 1.9621 2020-10-19 13:45:10,247 - mmaction - INFO - Epoch [105][360/396] lr: 1.935e-01, eta: 1 day, 5:57:22, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4331, top5_acc: 0.7016, loss_cls: 2.3861, loss: 2.3861, grad_norm: 1.5641, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9582, loss/aux0: 1.9582 2020-10-19 13:45:46,698 - mmaction - INFO - Epoch [105][380/396] lr: 1.935e-01, eta: 1 day, 5:56:21, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7086, loss_cls: 2.3112, loss: 2.3112, grad_norm: 1.5513, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9321, loss/aux0: 1.9321 2020-10-19 13:45:47,657 - mmaction - INFO - Epoch [105][380/396] lr: 1.935e-01, eta: 1 day, 5:56:48, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7086, loss_cls: 2.3112, loss: 2.3112, grad_norm: 1.5433, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9253, loss/aux0: 1.9253 2020-10-19 13:50:35,565 - mmaction - INFO - Epoch [106][20/396] lr: 1.918e-01, eta: 1 day, 5:54:36, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6927, loss_cls: 2.3447, loss: 2.3447, grad_norm: 1.5522, top1_acc/aux0: 0.5140, top5_acc/aux0: 0.7845, loss_cls/aux0: 1.9652, loss/aux0: 1.9652 2020-10-19 13:50:36,545 - mmaction - INFO - Epoch [106][20/396] lr: 1.918e-01, eta: 1 day, 5:55:03, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6927, loss_cls: 2.3447, loss: 2.3447, grad_norm: 1.5455, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9621, loss/aux0: 1.9621 2020-10-19 13:51:12,773 - mmaction - INFO - Epoch [106][40/396] lr: 1.918e-01, eta: 1 day, 5:54:01, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4393, top5_acc: 0.7008, loss_cls: 2.3491, loss: 2.3491, grad_norm: 1.5604, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9398, loss/aux0: 1.9398 2020-10-19 13:51:13,735 - mmaction - INFO - Epoch [106][40/396] lr: 1.918e-01, eta: 1 day, 5:54:28, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4393, top5_acc: 0.7008, loss_cls: 2.3491, loss: 2.3491, grad_norm: 1.5543, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9377, loss/aux0: 1.9377 2020-10-19 13:51:50,327 - mmaction - INFO - Epoch [106][60/396] lr: 1.918e-01, eta: 1 day, 5:53:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7016, loss_cls: 2.3808, loss: 2.3808, grad_norm: 1.5096, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9490, loss/aux0: 1.9490 2020-10-19 13:51:51,309 - mmaction - INFO - Epoch [106][60/396] lr: 1.918e-01, eta: 1 day, 5:53:54, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7016, loss_cls: 2.3808, loss: 2.3808, grad_norm: 1.5081, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9362, loss/aux0: 1.9362 2020-10-19 13:52:27,871 - mmaction - INFO - Epoch [106][80/396] lr: 1.918e-01, eta: 1 day, 5:52:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6987, loss_cls: 2.3749, loss: 2.3749, grad_norm: 1.5534, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9633, loss/aux0: 1.9633 2020-10-19 13:52:28,809 - mmaction - INFO - Epoch [106][80/396] lr: 1.918e-01, eta: 1 day, 5:53:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6987, loss_cls: 2.3749, loss: 2.3749, grad_norm: 1.5558, top1_acc/aux0: 0.5112, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9790, loss/aux0: 1.9790 2020-10-19 13:53:05,065 - mmaction - INFO - Epoch [106][100/396] lr: 1.918e-01, eta: 1 day, 5:52:19, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6984, loss_cls: 2.3874, loss: 2.3874, grad_norm: 1.5277, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9950, loss/aux0: 1.9950 2020-10-19 13:53:06,028 - mmaction - INFO - Epoch [106][100/396] lr: 1.918e-01, eta: 1 day, 5:52:46, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4284, top5_acc: 0.6984, loss_cls: 2.3874, loss: 2.3874, grad_norm: 1.5245, top1_acc/aux0: 0.5143, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9896, loss/aux0: 1.9896 2020-10-19 13:53:42,712 - mmaction - INFO - Epoch [106][120/396] lr: 1.918e-01, eta: 1 day, 5:51:46, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6987, loss_cls: 2.3424, loss: 2.3424, grad_norm: 1.6024, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9019, loss/aux0: 1.9019 2020-10-19 13:53:43,682 - mmaction - INFO - Epoch [106][120/396] lr: 1.918e-01, eta: 1 day, 5:52:12, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4326, top5_acc: 0.6987, loss_cls: 2.3424, loss: 2.3424, grad_norm: 1.6094, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9138, loss/aux0: 1.9138 2020-10-19 13:54:20,127 - mmaction - INFO - Epoch [106][140/396] lr: 1.918e-01, eta: 1 day, 5:51:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6922, loss_cls: 2.3803, loss: 2.3803, grad_norm: 1.5662, top1_acc/aux0: 0.5109, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0081, loss/aux0: 2.0081 2020-10-19 13:54:21,086 - mmaction - INFO - Epoch [106][140/396] lr: 1.918e-01, eta: 1 day, 5:51:38, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6922, loss_cls: 2.3803, loss: 2.3803, grad_norm: 1.5653, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7690, loss_cls/aux0: 2.0029, loss/aux0: 2.0029 2020-10-19 13:54:57,578 - mmaction - INFO - Epoch [106][160/396] lr: 1.918e-01, eta: 1 day, 5:50:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6943, loss_cls: 2.3845, loss: 2.3845, grad_norm: 1.5736, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9998, loss/aux0: 1.9998 2020-10-19 13:54:58,534 - mmaction - INFO - Epoch [106][160/396] lr: 1.918e-01, eta: 1 day, 5:51:04, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6943, loss_cls: 2.3845, loss: 2.3845, grad_norm: 1.5749, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9920, loss/aux0: 1.9920 2020-10-19 13:55:35,130 - mmaction - INFO - Epoch [106][180/396] lr: 1.918e-01, eta: 1 day, 5:50:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6930, loss_cls: 2.3854, loss: 2.3854, grad_norm: 1.5849, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.9053, loss/aux0: 1.9053 2020-10-19 13:55:36,111 - mmaction - INFO - Epoch [106][180/396] lr: 1.918e-01, eta: 1 day, 5:50:30, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6930, loss_cls: 2.3854, loss: 2.3854, grad_norm: 1.5869, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.9133, loss/aux0: 1.9133 2020-10-19 13:56:12,654 - mmaction - INFO - Epoch [106][200/396] lr: 1.918e-01, eta: 1 day, 5:49:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6893, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.5620, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7716, loss_cls/aux0: 2.0076, loss/aux0: 2.0076 2020-10-19 13:56:13,628 - mmaction - INFO - Epoch [106][200/396] lr: 1.918e-01, eta: 1 day, 5:49:57, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4255, top5_acc: 0.6893, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.5504, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0032, loss/aux0: 2.0032 2020-10-19 13:56:49,901 - mmaction - INFO - Epoch [106][220/396] lr: 1.918e-01, eta: 1 day, 5:48:56, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6849, loss_cls: 2.4060, loss: 2.4060, grad_norm: 1.5563, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9965, loss/aux0: 1.9965 2020-10-19 13:56:50,868 - mmaction - INFO - Epoch [106][220/396] lr: 1.918e-01, eta: 1 day, 5:49:22, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6849, loss_cls: 2.4060, loss: 2.4060, grad_norm: 1.5547, top1_acc/aux0: 0.5135, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9909, loss/aux0: 1.9909 2020-10-19 13:57:27,410 - mmaction - INFO - Epoch [106][240/396] lr: 1.918e-01, eta: 1 day, 5:48:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6839, loss_cls: 2.4605, loss: 2.4605, grad_norm: 1.5543, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9619, loss/aux0: 1.9619 2020-10-19 13:57:28,381 - mmaction - INFO - Epoch [106][240/396] lr: 1.918e-01, eta: 1 day, 5:48:48, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4214, top5_acc: 0.6839, loss_cls: 2.4605, loss: 2.4605, grad_norm: 1.5527, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9770, loss/aux0: 1.9770 2020-10-19 13:58:04,963 - mmaction - INFO - Epoch [106][260/396] lr: 1.918e-01, eta: 1 day, 5:47:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6833, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.5677, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9554, loss/aux0: 1.9554 2020-10-19 13:58:05,906 - mmaction - INFO - Epoch [106][260/396] lr: 1.918e-01, eta: 1 day, 5:48:14, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4331, top5_acc: 0.6833, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.5713, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9529, loss/aux0: 1.9529 2020-10-19 13:58:42,395 - mmaction - INFO - Epoch [106][280/396] lr: 1.918e-01, eta: 1 day, 5:47:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6898, loss_cls: 2.4062, loss: 2.4062, grad_norm: 1.5586, top1_acc/aux0: 0.4964, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9963, loss/aux0: 1.9963 2020-10-19 13:58:43,349 - mmaction - INFO - Epoch [106][280/396] lr: 1.918e-01, eta: 1 day, 5:47:40, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4253, top5_acc: 0.6898, loss_cls: 2.4062, loss: 2.4062, grad_norm: 1.5553, top1_acc/aux0: 0.4945, top5_acc/aux0: 0.7763, loss_cls/aux0: 2.0009, loss/aux0: 2.0009 2020-10-19 13:59:19,948 - mmaction - INFO - Epoch [106][300/396] lr: 1.918e-01, eta: 1 day, 5:46:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.6891, loss_cls: 2.3740, loss: 2.3740, grad_norm: 1.5769, top1_acc/aux0: 0.5094, top5_acc/aux0: 0.7615, loss_cls/aux0: 2.0237, loss/aux0: 2.0237 2020-10-19 13:59:20,903 - mmaction - INFO - Epoch [106][300/396] lr: 1.918e-01, eta: 1 day, 5:47:06, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4333, top5_acc: 0.6891, loss_cls: 2.3740, loss: 2.3740, grad_norm: 1.5797, top1_acc/aux0: 0.5065, top5_acc/aux0: 0.7602, loss_cls/aux0: 2.0265, loss/aux0: 2.0265 2020-10-19 13:59:57,358 - mmaction - INFO - Epoch [106][320/396] lr: 1.918e-01, eta: 1 day, 5:46:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4383, top5_acc: 0.6932, loss_cls: 2.3893, loss: 2.3893, grad_norm: 1.5457, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7641, loss_cls/aux0: 1.9848, loss/aux0: 1.9848 2020-10-19 13:59:58,319 - mmaction - INFO - Epoch [106][320/396] lr: 1.918e-01, eta: 1 day, 5:46:32, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4383, top5_acc: 0.6932, loss_cls: 2.3893, loss: 2.3893, grad_norm: 1.5576, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9823, loss/aux0: 1.9823 2020-10-19 14:00:34,760 - mmaction - INFO - Epoch [106][340/396] lr: 1.918e-01, eta: 1 day, 5:45:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6964, loss_cls: 2.3777, loss: 2.3777, grad_norm: 1.5553, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9587, loss/aux0: 1.9587 2020-10-19 14:00:35,692 - mmaction - INFO - Epoch [106][340/396] lr: 1.918e-01, eta: 1 day, 5:45:58, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6964, loss_cls: 2.3777, loss: 2.3777, grad_norm: 1.5571, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9519, loss/aux0: 1.9519 2020-10-19 14:01:12,340 - mmaction - INFO - Epoch [106][360/396] lr: 1.918e-01, eta: 1 day, 5:44:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6891, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.5188, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9766, loss/aux0: 1.9766 2020-10-19 14:01:13,274 - mmaction - INFO - Epoch [106][360/396] lr: 1.918e-01, eta: 1 day, 5:45:24, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4258, top5_acc: 0.6891, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.5206, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9800, loss/aux0: 1.9800 2020-10-19 14:01:49,777 - mmaction - INFO - Epoch [106][380/396] lr: 1.918e-01, eta: 1 day, 5:44:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4273, top5_acc: 0.7031, loss_cls: 2.3658, loss: 2.3658, grad_norm: 1.5839, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7729, loss_cls/aux0: 2.0285, loss/aux0: 2.0285 2020-10-19 14:01:50,775 - mmaction - INFO - Epoch [106][380/396] lr: 1.918e-01, eta: 1 day, 5:44:50, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4273, top5_acc: 0.7031, loss_cls: 2.3658, loss: 2.3658, grad_norm: 1.5849, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7742, loss_cls/aux0: 2.0151, loss/aux0: 2.0151 2020-10-19 14:06:49,211 - mmaction - INFO - Epoch [107][20/396] lr: 1.900e-01, eta: 1 day, 5:42:40, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7112, loss_cls: 2.2901, loss: 2.2901, grad_norm: 1.5338, top1_acc/aux0: 0.5395, top5_acc/aux0: 0.7834, loss_cls/aux0: 1.8839, loss/aux0: 1.8839 2020-10-19 14:06:50,178 - mmaction - INFO - Epoch [107][20/396] lr: 1.900e-01, eta: 1 day, 5:43:06, time: 0.926, data_time: 0.003, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7112, loss_cls: 2.2901, loss: 2.2901, grad_norm: 1.5407, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8879, loss/aux0: 1.8879 2020-10-19 14:07:26,473 - mmaction - INFO - Epoch [107][40/396] lr: 1.900e-01, eta: 1 day, 5:42:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6935, loss_cls: 2.3826, loss: 2.3826, grad_norm: 1.5870, top1_acc/aux0: 0.5188, top5_acc/aux0: 0.7620, loss_cls/aux0: 2.0121, loss/aux0: 2.0121 2020-10-19 14:07:27,449 - mmaction - INFO - Epoch [107][40/396] lr: 1.900e-01, eta: 1 day, 5:42:32, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4336, top5_acc: 0.6935, loss_cls: 2.3826, loss: 2.3826, grad_norm: 1.5918, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7576, loss_cls/aux0: 2.0224, loss/aux0: 2.0224 2020-10-19 14:08:03,885 - mmaction - INFO - Epoch [107][60/396] lr: 1.900e-01, eta: 1 day, 5:41:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6885, loss_cls: 2.4194, loss: 2.4194, grad_norm: 1.5627, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0006, loss/aux0: 2.0006 2020-10-19 14:08:04,867 - mmaction - INFO - Epoch [107][60/396] lr: 1.900e-01, eta: 1 day, 5:41:58, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6885, loss_cls: 2.4194, loss: 2.4194, grad_norm: 1.5709, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9982, loss/aux0: 1.9982 2020-10-19 14:08:41,279 - mmaction - INFO - Epoch [107][80/396] lr: 1.900e-01, eta: 1 day, 5:40:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.6940, loss_cls: 2.3552, loss: 2.3552, grad_norm: 1.5614, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9763, loss/aux0: 1.9763 2020-10-19 14:08:42,230 - mmaction - INFO - Epoch [107][80/396] lr: 1.900e-01, eta: 1 day, 5:41:24, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4365, top5_acc: 0.6940, loss_cls: 2.3552, loss: 2.3552, grad_norm: 1.5690, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9697, loss/aux0: 1.9697 2020-10-19 14:09:18,716 - mmaction - INFO - Epoch [107][100/396] lr: 1.900e-01, eta: 1 day, 5:40:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7141, loss_cls: 2.3109, loss: 2.3109, grad_norm: 1.5732, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9588, loss/aux0: 1.9588 2020-10-19 14:09:19,672 - mmaction - INFO - Epoch [107][100/396] lr: 1.900e-01, eta: 1 day, 5:40:50, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7141, loss_cls: 2.3109, loss: 2.3109, grad_norm: 1.5645, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9490, loss/aux0: 1.9490 2020-10-19 14:09:56,196 - mmaction - INFO - Epoch [107][120/396] lr: 1.900e-01, eta: 1 day, 5:39:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.7128, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.5221, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9436, loss/aux0: 1.9436 2020-10-19 14:09:57,164 - mmaction - INFO - Epoch [107][120/396] lr: 1.900e-01, eta: 1 day, 5:40:16, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4375, top5_acc: 0.7128, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.5198, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9459, loss/aux0: 1.9459 2020-10-19 14:10:33,832 - mmaction - INFO - Epoch [107][140/396] lr: 1.900e-01, eta: 1 day, 5:39:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6862, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.6084, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7724, loss_cls/aux0: 2.0034, loss/aux0: 2.0034 2020-10-19 14:10:34,783 - mmaction - INFO - Epoch [107][140/396] lr: 1.900e-01, eta: 1 day, 5:39:42, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4156, top5_acc: 0.6862, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.6030, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7721, loss_cls/aux0: 2.0078, loss/aux0: 2.0078 2020-10-19 14:11:11,321 - mmaction - INFO - Epoch [107][160/396] lr: 1.900e-01, eta: 1 day, 5:38:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.6945, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.5437, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9824, loss/aux0: 1.9824 2020-10-19 14:11:12,325 - mmaction - INFO - Epoch [107][160/396] lr: 1.900e-01, eta: 1 day, 5:39:09, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4451, top5_acc: 0.6945, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.5356, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9850, loss/aux0: 1.9850 2020-10-19 14:11:48,899 - mmaction - INFO - Epoch [107][180/396] lr: 1.900e-01, eta: 1 day, 5:38:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4414, top5_acc: 0.6956, loss_cls: 2.3447, loss: 2.3447, grad_norm: 1.5537, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7685, loss_cls/aux0: 1.9403, loss/aux0: 1.9403 2020-10-19 14:11:49,868 - mmaction - INFO - Epoch [107][180/396] lr: 1.900e-01, eta: 1 day, 5:38:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4414, top5_acc: 0.6956, loss_cls: 2.3447, loss: 2.3447, grad_norm: 1.5438, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7708, loss_cls/aux0: 1.9267, loss/aux0: 1.9267 2020-10-19 14:12:26,298 - mmaction - INFO - Epoch [107][200/396] lr: 1.900e-01, eta: 1 day, 5:37:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.6961, loss_cls: 2.3839, loss: 2.3839, grad_norm: 1.5567, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9303, loss/aux0: 1.9303 2020-10-19 14:12:27,276 - mmaction - INFO - Epoch [107][200/396] lr: 1.900e-01, eta: 1 day, 5:38:01, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4398, top5_acc: 0.6961, loss_cls: 2.3839, loss: 2.3839, grad_norm: 1.5536, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9438, loss/aux0: 1.9438 2020-10-19 14:13:03,800 - mmaction - INFO - Epoch [107][220/396] lr: 1.900e-01, eta: 1 day, 5:37:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6878, loss_cls: 2.4047, loss: 2.4047, grad_norm: 1.5810, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9431, loss/aux0: 1.9431 2020-10-19 14:13:04,751 - mmaction - INFO - Epoch [107][220/396] lr: 1.900e-01, eta: 1 day, 5:37:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4294, top5_acc: 0.6878, loss_cls: 2.4047, loss: 2.4047, grad_norm: 1.5829, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9418, loss/aux0: 1.9418 2020-10-19 14:13:41,252 - mmaction - INFO - Epoch [107][240/396] lr: 1.900e-01, eta: 1 day, 5:36:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6880, loss_cls: 2.4064, loss: 2.4064, grad_norm: 1.5388, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9508, loss/aux0: 1.9508 2020-10-19 14:13:42,221 - mmaction - INFO - Epoch [107][240/396] lr: 1.900e-01, eta: 1 day, 5:36:52, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4245, top5_acc: 0.6880, loss_cls: 2.4064, loss: 2.4064, grad_norm: 1.5373, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.9459, loss/aux0: 1.9459 2020-10-19 14:14:18,781 - mmaction - INFO - Epoch [107][260/396] lr: 1.900e-01, eta: 1 day, 5:35:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6932, loss_cls: 2.3939, loss: 2.3939, grad_norm: 1.5319, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9813, loss/aux0: 1.9813 2020-10-19 14:14:19,751 - mmaction - INFO - Epoch [107][260/396] lr: 1.900e-01, eta: 1 day, 5:36:18, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4310, top5_acc: 0.6932, loss_cls: 2.3939, loss: 2.3939, grad_norm: 1.5362, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9989, loss/aux0: 1.9989 2020-10-19 14:14:56,226 - mmaction - INFO - Epoch [107][280/396] lr: 1.900e-01, eta: 1 day, 5:35:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6979, loss_cls: 2.3781, loss: 2.3781, grad_norm: 1.5688, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9387, loss/aux0: 1.9387 2020-10-19 14:14:57,174 - mmaction - INFO - Epoch [107][280/396] lr: 1.900e-01, eta: 1 day, 5:35:44, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4286, top5_acc: 0.6979, loss_cls: 2.3781, loss: 2.3781, grad_norm: 1.5791, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9341, loss/aux0: 1.9341 2020-10-19 14:15:33,634 - mmaction - INFO - Epoch [107][300/396] lr: 1.900e-01, eta: 1 day, 5:34:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7102, loss_cls: 2.3029, loss: 2.3029, grad_norm: 1.5831, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9661, loss/aux0: 1.9661 2020-10-19 14:15:34,565 - mmaction - INFO - Epoch [107][300/396] lr: 1.900e-01, eta: 1 day, 5:35:10, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7102, loss_cls: 2.3029, loss: 2.3029, grad_norm: 1.5845, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9651, loss/aux0: 1.9651 2020-10-19 14:16:11,050 - mmaction - INFO - Epoch [107][320/396] lr: 1.900e-01, eta: 1 day, 5:34:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7055, loss_cls: 2.3591, loss: 2.3591, grad_norm: 1.5706, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0117, loss/aux0: 2.0117 2020-10-19 14:16:12,035 - mmaction - INFO - Epoch [107][320/396] lr: 1.900e-01, eta: 1 day, 5:34:36, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7055, loss_cls: 2.3591, loss: 2.3591, grad_norm: 1.5710, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7703, loss_cls/aux0: 2.0031, loss/aux0: 2.0031 2020-10-19 14:16:48,617 - mmaction - INFO - Epoch [107][340/396] lr: 1.900e-01, eta: 1 day, 5:33:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7003, loss_cls: 2.3532, loss: 2.3532, grad_norm: 1.5638, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9571, loss/aux0: 1.9571 2020-10-19 14:16:49,587 - mmaction - INFO - Epoch [107][340/396] lr: 1.900e-01, eta: 1 day, 5:34:02, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4323, top5_acc: 0.7003, loss_cls: 2.3532, loss: 2.3532, grad_norm: 1.5601, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9575, loss/aux0: 1.9575 2020-10-19 14:17:25,972 - mmaction - INFO - Epoch [107][360/396] lr: 1.900e-01, eta: 1 day, 5:33:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6982, loss_cls: 2.4206, loss: 2.4206, grad_norm: 1.5065, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7711, loss_cls/aux0: 2.0018, loss/aux0: 2.0018 2020-10-19 14:17:26,967 - mmaction - INFO - Epoch [107][360/396] lr: 1.900e-01, eta: 1 day, 5:33:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6982, loss_cls: 2.4206, loss: 2.4206, grad_norm: 1.4988, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7732, loss_cls/aux0: 2.0032, loss/aux0: 2.0032 2020-10-19 14:18:03,347 - mmaction - INFO - Epoch [107][380/396] lr: 1.900e-01, eta: 1 day, 5:32:27, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6924, loss_cls: 2.3744, loss: 2.3744, grad_norm: 1.5598, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9330, loss/aux0: 1.9330 2020-10-19 14:18:04,313 - mmaction - INFO - Epoch [107][380/396] lr: 1.900e-01, eta: 1 day, 5:32:53, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6924, loss_cls: 2.3744, loss: 2.3744, grad_norm: 1.5601, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9313, loss/aux0: 1.9313 2020-10-19 14:23:14,362 - mmaction - INFO - Epoch [108][20/396] lr: 1.882e-01, eta: 1 day, 5:30:44, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7125, loss_cls: 2.3061, loss: 2.3061, grad_norm: 1.5626, top1_acc/aux0: 0.5356, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9088, loss/aux0: 1.9088 2020-10-19 14:23:15,312 - mmaction - INFO - Epoch [108][20/396] lr: 1.882e-01, eta: 1 day, 5:31:10, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7125, loss_cls: 2.3061, loss: 2.3061, grad_norm: 1.5648, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9144, loss/aux0: 1.9144 2020-10-19 14:23:51,667 - mmaction - INFO - Epoch [108][40/396] lr: 1.882e-01, eta: 1 day, 5:30:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6984, loss_cls: 2.3894, loss: 2.3894, grad_norm: 1.6290, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9639, loss/aux0: 1.9639 2020-10-19 14:23:52,635 - mmaction - INFO - Epoch [108][40/396] lr: 1.882e-01, eta: 1 day, 5:30:36, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6984, loss_cls: 2.3894, loss: 2.3894, grad_norm: 1.6374, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9713, loss/aux0: 1.9713 2020-10-19 14:24:29,058 - mmaction - INFO - Epoch [108][60/396] lr: 1.882e-01, eta: 1 day, 5:29:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.6924, loss_cls: 2.3589, loss: 2.3589, grad_norm: 1.5257, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9654, loss/aux0: 1.9654 2020-10-19 14:24:30,020 - mmaction - INFO - Epoch [108][60/396] lr: 1.882e-01, eta: 1 day, 5:30:02, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4443, top5_acc: 0.6924, loss_cls: 2.3589, loss: 2.3589, grad_norm: 1.5187, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9518, loss/aux0: 1.9518 2020-10-19 14:25:06,564 - mmaction - INFO - Epoch [108][80/396] lr: 1.882e-01, eta: 1 day, 5:29:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7055, loss_cls: 2.3325, loss: 2.3325, grad_norm: 1.5621, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9259, loss/aux0: 1.9259 2020-10-19 14:25:07,529 - mmaction - INFO - Epoch [108][80/396] lr: 1.882e-01, eta: 1 day, 5:29:28, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7055, loss_cls: 2.3325, loss: 2.3325, grad_norm: 1.5524, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9229, loss/aux0: 1.9229 2020-10-19 14:25:44,000 - mmaction - INFO - Epoch [108][100/396] lr: 1.882e-01, eta: 1 day, 5:28:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.6961, loss_cls: 2.3582, loss: 2.3582, grad_norm: 1.5617, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9402, loss/aux0: 1.9402 2020-10-19 14:25:44,932 - mmaction - INFO - Epoch [108][100/396] lr: 1.882e-01, eta: 1 day, 5:28:53, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4398, top5_acc: 0.6961, loss_cls: 2.3582, loss: 2.3582, grad_norm: 1.5608, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9607, loss/aux0: 1.9607 2020-10-19 14:26:21,509 - mmaction - INFO - Epoch [108][120/396] lr: 1.882e-01, eta: 1 day, 5:27:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7049, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.5435, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9614, loss/aux0: 1.9614 2020-10-19 14:26:22,471 - mmaction - INFO - Epoch [108][120/396] lr: 1.882e-01, eta: 1 day, 5:28:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7049, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.5505, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9501, loss/aux0: 1.9501 2020-10-19 14:26:58,849 - mmaction - INFO - Epoch [108][140/396] lr: 1.882e-01, eta: 1 day, 5:27:19, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6779, loss_cls: 2.4526, loss: 2.4526, grad_norm: 1.5502, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9969, loss/aux0: 1.9969 2020-10-19 14:26:59,872 - mmaction - INFO - Epoch [108][140/396] lr: 1.882e-01, eta: 1 day, 5:27:45, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4141, top5_acc: 0.6779, loss_cls: 2.4526, loss: 2.4526, grad_norm: 1.5460, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7685, loss_cls/aux0: 2.0044, loss/aux0: 2.0044 2020-10-19 14:27:36,280 - mmaction - INFO - Epoch [108][160/396] lr: 1.882e-01, eta: 1 day, 5:26:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6961, loss_cls: 2.3832, loss: 2.3832, grad_norm: 1.5619, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7737, loss_cls/aux0: 2.0061, loss/aux0: 2.0061 2020-10-19 14:27:37,230 - mmaction - INFO - Epoch [108][160/396] lr: 1.882e-01, eta: 1 day, 5:27:11, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6961, loss_cls: 2.3832, loss: 2.3832, grad_norm: 1.5557, top1_acc/aux0: 0.5159, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9782, loss/aux0: 1.9782 2020-10-19 14:28:13,711 - mmaction - INFO - Epoch [108][180/396] lr: 1.882e-01, eta: 1 day, 5:26:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7083, loss_cls: 2.3269, loss: 2.3269, grad_norm: 1.5141, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8563, loss/aux0: 1.8563 2020-10-19 14:28:14,686 - mmaction - INFO - Epoch [108][180/396] lr: 1.882e-01, eta: 1 day, 5:26:37, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7083, loss_cls: 2.3269, loss: 2.3269, grad_norm: 1.5157, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8826, loss/aux0: 1.8826 2020-10-19 14:28:51,331 - mmaction - INFO - Epoch [108][200/396] lr: 1.882e-01, eta: 1 day, 5:25:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7005, loss_cls: 2.3459, loss: 2.3459, grad_norm: 1.5560, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9659, loss/aux0: 1.9659 2020-10-19 14:28:52,302 - mmaction - INFO - Epoch [108][200/396] lr: 1.882e-01, eta: 1 day, 5:26:03, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7005, loss_cls: 2.3459, loss: 2.3459, grad_norm: 1.5534, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9528, loss/aux0: 1.9528 2020-10-19 14:29:28,869 - mmaction - INFO - Epoch [108][220/396] lr: 1.882e-01, eta: 1 day, 5:25:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6953, loss_cls: 2.3534, loss: 2.3534, grad_norm: 1.5953, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9452, loss/aux0: 1.9452 2020-10-19 14:29:29,815 - mmaction - INFO - Epoch [108][220/396] lr: 1.882e-01, eta: 1 day, 5:25:29, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4370, top5_acc: 0.6953, loss_cls: 2.3534, loss: 2.3534, grad_norm: 1.5881, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9378, loss/aux0: 1.9378 2020-10-19 14:30:06,545 - mmaction - INFO - Epoch [108][240/396] lr: 1.882e-01, eta: 1 day, 5:24:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7156, loss_cls: 2.2747, loss: 2.2747, grad_norm: 1.6170, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.9389, loss/aux0: 1.9389 2020-10-19 14:30:07,480 - mmaction - INFO - Epoch [108][240/396] lr: 1.882e-01, eta: 1 day, 5:24:55, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7156, loss_cls: 2.2747, loss: 2.2747, grad_norm: 1.6236, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9542, loss/aux0: 1.9542 2020-10-19 14:30:44,007 - mmaction - INFO - Epoch [108][260/396] lr: 1.882e-01, eta: 1 day, 5:23:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6891, loss_cls: 2.4066, loss: 2.4066, grad_norm: 1.5620, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7727, loss_cls/aux0: 2.0000, loss/aux0: 2.0000 2020-10-19 14:30:44,950 - mmaction - INFO - Epoch [108][260/396] lr: 1.882e-01, eta: 1 day, 5:24:21, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4206, top5_acc: 0.6891, loss_cls: 2.4066, loss: 2.4066, grad_norm: 1.5633, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9944, loss/aux0: 1.9944 2020-10-19 14:31:21,361 - mmaction - INFO - Epoch [108][280/396] lr: 1.882e-01, eta: 1 day, 5:23:21, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6971, loss_cls: 2.4184, loss: 2.4184, grad_norm: 1.5919, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7687, loss_cls/aux0: 1.9826, loss/aux0: 1.9826 2020-10-19 14:31:22,336 - mmaction - INFO - Epoch [108][280/396] lr: 1.882e-01, eta: 1 day, 5:23:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4263, top5_acc: 0.6971, loss_cls: 2.4184, loss: 2.4184, grad_norm: 1.5847, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9835, loss/aux0: 1.9835 2020-10-19 14:31:58,741 - mmaction - INFO - Epoch [108][300/396] lr: 1.882e-01, eta: 1 day, 5:22:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6922, loss_cls: 2.4075, loss: 2.4075, grad_norm: 1.5542, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9567, loss/aux0: 1.9567 2020-10-19 14:31:59,691 - mmaction - INFO - Epoch [108][300/396] lr: 1.882e-01, eta: 1 day, 5:23:13, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4154, top5_acc: 0.6922, loss_cls: 2.4075, loss: 2.4075, grad_norm: 1.5553, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9529, loss/aux0: 1.9529 2020-10-19 14:32:36,256 - mmaction - INFO - Epoch [108][320/396] lr: 1.882e-01, eta: 1 day, 5:22:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6945, loss_cls: 2.4031, loss: 2.4031, grad_norm: 1.5204, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7628, loss_cls/aux0: 2.0193, loss/aux0: 2.0193 2020-10-19 14:32:37,188 - mmaction - INFO - Epoch [108][320/396] lr: 1.882e-01, eta: 1 day, 5:22:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4237, top5_acc: 0.6945, loss_cls: 2.4031, loss: 2.4031, grad_norm: 1.5145, top1_acc/aux0: 0.5089, top5_acc/aux0: 0.7609, loss_cls/aux0: 2.0203, loss/aux0: 2.0203 2020-10-19 14:33:13,701 - mmaction - INFO - Epoch [108][340/396] lr: 1.882e-01, eta: 1 day, 5:21:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6974, loss_cls: 2.3853, loss: 2.3853, grad_norm: 1.5922, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9581, loss/aux0: 1.9581 2020-10-19 14:33:14,668 - mmaction - INFO - Epoch [108][340/396] lr: 1.882e-01, eta: 1 day, 5:22:05, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4279, top5_acc: 0.6974, loss_cls: 2.3853, loss: 2.3853, grad_norm: 1.5836, top1_acc/aux0: 0.5128, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9610, loss/aux0: 1.9610 2020-10-19 14:33:51,163 - mmaction - INFO - Epoch [108][360/396] lr: 1.882e-01, eta: 1 day, 5:21:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6914, loss_cls: 2.3891, loss: 2.3891, grad_norm: 1.5323, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9566, loss/aux0: 1.9566 2020-10-19 14:33:52,131 - mmaction - INFO - Epoch [108][360/396] lr: 1.882e-01, eta: 1 day, 5:21:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4151, top5_acc: 0.6914, loss_cls: 2.3891, loss: 2.3891, grad_norm: 1.5309, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9508, loss/aux0: 1.9508 2020-10-19 14:34:28,698 - mmaction - INFO - Epoch [108][380/396] lr: 1.882e-01, eta: 1 day, 5:20:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6945, loss_cls: 2.3686, loss: 2.3686, grad_norm: 1.5663, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9324, loss/aux0: 1.9324 2020-10-19 14:34:29,632 - mmaction - INFO - Epoch [108][380/396] lr: 1.882e-01, eta: 1 day, 5:20:56, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6945, loss_cls: 2.3686, loss: 2.3686, grad_norm: 1.5583, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9235, loss/aux0: 1.9235 2020-10-19 14:39:19,990 - mmaction - INFO - Epoch [109][20/396] lr: 1.864e-01, eta: 1 day, 5:18:48, time: 0.925, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.7031, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.5761, top1_acc/aux0: 0.5121, top5_acc/aux0: 0.7700, loss_cls/aux0: 1.9654, loss/aux0: 1.9654 2020-10-19 14:39:20,908 - mmaction - INFO - Epoch [109][20/396] lr: 1.864e-01, eta: 1 day, 5:19:13, time: 0.922, data_time: 0.001, memory: 8466, top1_acc: 0.4326, top5_acc: 0.7031, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.5917, top1_acc/aux0: 0.5091, top5_acc/aux0: 0.7674, loss_cls/aux0: 1.9798, loss/aux0: 1.9798 2020-10-19 14:39:57,344 - mmaction - INFO - Epoch [109][40/396] lr: 1.864e-01, eta: 1 day, 5:18:14, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4367, top5_acc: 0.7003, loss_cls: 2.3568, loss: 2.3568, grad_norm: 1.5818, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9856, loss/aux0: 1.9856 2020-10-19 14:39:58,309 - mmaction - INFO - Epoch [109][40/396] lr: 1.864e-01, eta: 1 day, 5:18:39, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4367, top5_acc: 0.7003, loss_cls: 2.3568, loss: 2.3568, grad_norm: 1.5903, top1_acc/aux0: 0.5180, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9821, loss/aux0: 1.9821 2020-10-19 14:40:34,916 - mmaction - INFO - Epoch [109][60/396] lr: 1.864e-01, eta: 1 day, 5:17:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6961, loss_cls: 2.3751, loss: 2.3751, grad_norm: 1.5554, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9679, loss/aux0: 1.9679 2020-10-19 14:40:35,891 - mmaction - INFO - Epoch [109][60/396] lr: 1.864e-01, eta: 1 day, 5:18:05, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4221, top5_acc: 0.6961, loss_cls: 2.3751, loss: 2.3751, grad_norm: 1.5535, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9445, loss/aux0: 1.9445 2020-10-19 14:41:12,456 - mmaction - INFO - Epoch [109][80/396] lr: 1.864e-01, eta: 1 day, 5:17:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6995, loss_cls: 2.3369, loss: 2.3369, grad_norm: 1.5746, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9599, loss/aux0: 1.9599 2020-10-19 14:41:13,403 - mmaction - INFO - Epoch [109][80/396] lr: 1.864e-01, eta: 1 day, 5:17:31, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6995, loss_cls: 2.3369, loss: 2.3369, grad_norm: 1.5728, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9785, loss/aux0: 1.9785 2020-10-19 14:41:49,958 - mmaction - INFO - Epoch [109][100/396] lr: 1.864e-01, eta: 1 day, 5:16:31, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7018, loss_cls: 2.3518, loss: 2.3518, grad_norm: 1.5635, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9887, loss/aux0: 1.9887 2020-10-19 14:41:50,927 - mmaction - INFO - Epoch [109][100/396] lr: 1.864e-01, eta: 1 day, 5:16:57, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4349, top5_acc: 0.7018, loss_cls: 2.3518, loss: 2.3518, grad_norm: 1.5597, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9842, loss/aux0: 1.9842 2020-10-19 14:42:27,377 - mmaction - INFO - Epoch [109][120/396] lr: 1.864e-01, eta: 1 day, 5:15:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6924, loss_cls: 2.4058, loss: 2.4058, grad_norm: 1.5450, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9346, loss/aux0: 1.9346 2020-10-19 14:42:28,331 - mmaction - INFO - Epoch [109][120/396] lr: 1.864e-01, eta: 1 day, 5:16:23, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6924, loss_cls: 2.4058, loss: 2.4058, grad_norm: 1.5625, top1_acc/aux0: 0.5104, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9377, loss/aux0: 1.9377 2020-10-19 14:43:04,878 - mmaction - INFO - Epoch [109][140/396] lr: 1.864e-01, eta: 1 day, 5:15:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.6982, loss_cls: 2.3359, loss: 2.3359, grad_norm: 1.6240, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9631, loss/aux0: 1.9631 2020-10-19 14:43:05,839 - mmaction - INFO - Epoch [109][140/396] lr: 1.864e-01, eta: 1 day, 5:15:49, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4448, top5_acc: 0.6982, loss_cls: 2.3359, loss: 2.3359, grad_norm: 1.6164, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9505, loss/aux0: 1.9505 2020-10-19 14:43:42,436 - mmaction - INFO - Epoch [109][160/396] lr: 1.864e-01, eta: 1 day, 5:14:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6898, loss_cls: 2.4001, loss: 2.4001, grad_norm: 1.6009, top1_acc/aux0: 0.5120, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9833, loss/aux0: 1.9833 2020-10-19 14:43:43,402 - mmaction - INFO - Epoch [109][160/396] lr: 1.864e-01, eta: 1 day, 5:15:15, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4216, top5_acc: 0.6898, loss_cls: 2.4001, loss: 2.4001, grad_norm: 1.6113, top1_acc/aux0: 0.5062, top5_acc/aux0: 0.7674, loss_cls/aux0: 2.0071, loss/aux0: 2.0071 2020-10-19 14:44:19,869 - mmaction - INFO - Epoch [109][180/396] lr: 1.864e-01, eta: 1 day, 5:14:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.6984, loss_cls: 2.3600, loss: 2.3600, grad_norm: 1.5635, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9586, loss/aux0: 1.9586 2020-10-19 14:44:20,806 - mmaction - INFO - Epoch [109][180/396] lr: 1.864e-01, eta: 1 day, 5:14:41, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4396, top5_acc: 0.6984, loss_cls: 2.3600, loss: 2.3600, grad_norm: 1.5671, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9449, loss/aux0: 1.9449 2020-10-19 14:44:57,365 - mmaction - INFO - Epoch [109][200/396] lr: 1.864e-01, eta: 1 day, 5:13:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6964, loss_cls: 2.3440, loss: 2.3440, grad_norm: 1.5823, top1_acc/aux0: 0.5021, top5_acc/aux0: 0.7646, loss_cls/aux0: 2.0313, loss/aux0: 2.0313 2020-10-19 14:44:58,311 - mmaction - INFO - Epoch [109][200/396] lr: 1.864e-01, eta: 1 day, 5:14:07, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6964, loss_cls: 2.3440, loss: 2.3440, grad_norm: 1.5757, top1_acc/aux0: 0.5029, top5_acc/aux0: 0.7638, loss_cls/aux0: 2.0334, loss/aux0: 2.0334 2020-10-19 14:45:34,828 - mmaction - INFO - Epoch [109][220/396] lr: 1.864e-01, eta: 1 day, 5:13:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7013, loss_cls: 2.3243, loss: 2.3243, grad_norm: 1.5488, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9136, loss/aux0: 1.9136 2020-10-19 14:45:35,847 - mmaction - INFO - Epoch [109][220/396] lr: 1.864e-01, eta: 1 day, 5:13:33, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7013, loss_cls: 2.3243, loss: 2.3243, grad_norm: 1.5510, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.9100, loss/aux0: 1.9100 2020-10-19 14:46:12,467 - mmaction - INFO - Epoch [109][240/396] lr: 1.864e-01, eta: 1 day, 5:12:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6883, loss_cls: 2.3797, loss: 2.3797, grad_norm: 1.5430, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9491, loss/aux0: 1.9491 2020-10-19 14:46:13,430 - mmaction - INFO - Epoch [109][240/396] lr: 1.864e-01, eta: 1 day, 5:12:59, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4273, top5_acc: 0.6883, loss_cls: 2.3797, loss: 2.3797, grad_norm: 1.5371, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9385, loss/aux0: 1.9385 2020-10-19 14:46:49,844 - mmaction - INFO - Epoch [109][260/396] lr: 1.864e-01, eta: 1 day, 5:11:59, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6984, loss_cls: 2.3562, loss: 2.3562, grad_norm: 1.5858, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9268, loss/aux0: 1.9268 2020-10-19 14:46:50,816 - mmaction - INFO - Epoch [109][260/396] lr: 1.864e-01, eta: 1 day, 5:12:24, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4419, top5_acc: 0.6984, loss_cls: 2.3562, loss: 2.3562, grad_norm: 1.5846, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9424, loss/aux0: 1.9424 2020-10-19 14:47:27,284 - mmaction - INFO - Epoch [109][280/396] lr: 1.864e-01, eta: 1 day, 5:11:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.6953, loss_cls: 2.3482, loss: 2.3482, grad_norm: 1.5833, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.9167, loss/aux0: 1.9167 2020-10-19 14:47:28,215 - mmaction - INFO - Epoch [109][280/396] lr: 1.864e-01, eta: 1 day, 5:11:50, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4443, top5_acc: 0.6953, loss_cls: 2.3482, loss: 2.3482, grad_norm: 1.5909, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.9177, loss/aux0: 1.9177 2020-10-19 14:48:04,851 - mmaction - INFO - Epoch [109][300/396] lr: 1.864e-01, eta: 1 day, 5:10:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4354, top5_acc: 0.6958, loss_cls: 2.3728, loss: 2.3728, grad_norm: 1.5727, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9641, loss/aux0: 1.9641 2020-10-19 14:48:05,805 - mmaction - INFO - Epoch [109][300/396] lr: 1.864e-01, eta: 1 day, 5:11:16, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4354, top5_acc: 0.6958, loss_cls: 2.3728, loss: 2.3728, grad_norm: 1.5785, top1_acc/aux0: 0.5125, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9543, loss/aux0: 1.9543 2020-10-19 14:48:42,258 - mmaction - INFO - Epoch [109][320/396] lr: 1.864e-01, eta: 1 day, 5:10:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4312, top5_acc: 0.7003, loss_cls: 2.3672, loss: 2.3672, grad_norm: 1.5446, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9597, loss/aux0: 1.9597 2020-10-19 14:48:43,237 - mmaction - INFO - Epoch [109][320/396] lr: 1.864e-01, eta: 1 day, 5:10:42, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4312, top5_acc: 0.7003, loss_cls: 2.3672, loss: 2.3672, grad_norm: 1.5530, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9643, loss/aux0: 1.9643 2020-10-19 14:49:19,975 - mmaction - INFO - Epoch [109][340/396] lr: 1.864e-01, eta: 1 day, 5:09:43, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6833, loss_cls: 2.3978, loss: 2.3978, grad_norm: 1.5726, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9405, loss/aux0: 1.9405 2020-10-19 14:49:20,912 - mmaction - INFO - Epoch [109][340/396] lr: 1.864e-01, eta: 1 day, 5:10:08, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4240, top5_acc: 0.6833, loss_cls: 2.3978, loss: 2.3978, grad_norm: 1.5724, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9343, loss/aux0: 1.9343 2020-10-19 14:49:57,322 - mmaction - INFO - Epoch [109][360/396] lr: 1.864e-01, eta: 1 day, 5:09:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7115, loss_cls: 2.3357, loss: 2.3357, grad_norm: 1.6178, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9670, loss/aux0: 1.9670 2020-10-19 14:49:58,268 - mmaction - INFO - Epoch [109][360/396] lr: 1.864e-01, eta: 1 day, 5:09:34, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4333, top5_acc: 0.7115, loss_cls: 2.3357, loss: 2.3357, grad_norm: 1.6172, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7742, loss_cls/aux0: 1.9735, loss/aux0: 1.9735 2020-10-19 14:50:34,744 - mmaction - INFO - Epoch [109][380/396] lr: 1.864e-01, eta: 1 day, 5:08:35, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7016, loss_cls: 2.3392, loss: 2.3392, grad_norm: 1.5495, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9832, loss/aux0: 1.9832 2020-10-19 14:50:35,699 - mmaction - INFO - Epoch [109][380/396] lr: 1.864e-01, eta: 1 day, 5:09:00, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7016, loss_cls: 2.3392, loss: 2.3392, grad_norm: 1.5594, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9816, loss/aux0: 1.9816 2020-10-19 14:55:35,419 - mmaction - INFO - Epoch [110][20/396] lr: 1.847e-01, eta: 1 day, 5:06:53, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6971, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.5390, top1_acc/aux0: 0.5392, top5_acc/aux0: 0.7829, loss_cls/aux0: 1.9176, loss/aux0: 1.9176 2020-10-19 14:55:36,391 - mmaction - INFO - Epoch [110][20/396] lr: 1.847e-01, eta: 1 day, 5:07:18, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6971, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.5450, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9237, loss/aux0: 1.9237 2020-10-19 14:56:12,825 - mmaction - INFO - Epoch [110][40/396] lr: 1.847e-01, eta: 1 day, 5:06:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7049, loss_cls: 2.3152, loss: 2.3152, grad_norm: 1.5588, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9366, loss/aux0: 1.9366 2020-10-19 14:56:13,759 - mmaction - INFO - Epoch [110][40/396] lr: 1.847e-01, eta: 1 day, 5:06:43, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7049, loss_cls: 2.3152, loss: 2.3152, grad_norm: 1.5610, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9322, loss/aux0: 1.9322 2020-10-19 14:56:50,170 - mmaction - INFO - Epoch [110][60/396] lr: 1.847e-01, eta: 1 day, 5:05:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4341, top5_acc: 0.6917, loss_cls: 2.3744, loss: 2.3744, grad_norm: 1.5615, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9154, loss/aux0: 1.9154 2020-10-19 14:56:51,113 - mmaction - INFO - Epoch [110][60/396] lr: 1.847e-01, eta: 1 day, 5:06:09, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4341, top5_acc: 0.6917, loss_cls: 2.3744, loss: 2.3744, grad_norm: 1.5652, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.9088, loss/aux0: 1.9088 2020-10-19 14:57:27,539 - mmaction - INFO - Epoch [110][80/396] lr: 1.847e-01, eta: 1 day, 5:05:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4331, top5_acc: 0.7081, loss_cls: 2.3512, loss: 2.3512, grad_norm: 1.5975, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9353, loss/aux0: 1.9353 2020-10-19 14:57:28,481 - mmaction - INFO - Epoch [110][80/396] lr: 1.847e-01, eta: 1 day, 5:05:35, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4331, top5_acc: 0.7081, loss_cls: 2.3512, loss: 2.3512, grad_norm: 1.5915, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.9320, loss/aux0: 1.9320 2020-10-19 14:58:04,886 - mmaction - INFO - Epoch [110][100/396] lr: 1.847e-01, eta: 1 day, 5:04:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4417, top5_acc: 0.6966, loss_cls: 2.3559, loss: 2.3559, grad_norm: 1.5561, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9552, loss/aux0: 1.9552 2020-10-19 14:58:05,825 - mmaction - INFO - Epoch [110][100/396] lr: 1.847e-01, eta: 1 day, 5:05:01, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4417, top5_acc: 0.6966, loss_cls: 2.3559, loss: 2.3559, grad_norm: 1.5575, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9661, loss/aux0: 1.9661 2020-10-19 14:58:42,330 - mmaction - INFO - Epoch [110][120/396] lr: 1.847e-01, eta: 1 day, 5:04:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7010, loss_cls: 2.3439, loss: 2.3439, grad_norm: 1.5431, top1_acc/aux0: 0.5167, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9304, loss/aux0: 1.9304 2020-10-19 14:58:43,293 - mmaction - INFO - Epoch [110][120/396] lr: 1.847e-01, eta: 1 day, 5:04:27, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4365, top5_acc: 0.7010, loss_cls: 2.3439, loss: 2.3439, grad_norm: 1.5431, top1_acc/aux0: 0.5190, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9295, loss/aux0: 1.9295 2020-10-19 14:59:19,895 - mmaction - INFO - Epoch [110][140/396] lr: 1.847e-01, eta: 1 day, 5:03:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4393, top5_acc: 0.6951, loss_cls: 2.3671, loss: 2.3671, grad_norm: 1.5816, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9109, loss/aux0: 1.9109 2020-10-19 14:59:20,828 - mmaction - INFO - Epoch [110][140/396] lr: 1.847e-01, eta: 1 day, 5:03:53, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4393, top5_acc: 0.6951, loss_cls: 2.3671, loss: 2.3671, grad_norm: 1.5793, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9235, loss/aux0: 1.9235 2020-10-19 14:59:57,439 - mmaction - INFO - Epoch [110][160/396] lr: 1.847e-01, eta: 1 day, 5:02:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7133, loss_cls: 2.3109, loss: 2.3109, grad_norm: 1.6105, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9574, loss/aux0: 1.9574 2020-10-19 14:59:58,380 - mmaction - INFO - Epoch [110][160/396] lr: 1.847e-01, eta: 1 day, 5:03:19, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7133, loss_cls: 2.3109, loss: 2.3109, grad_norm: 1.6100, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9443, loss/aux0: 1.9443 2020-10-19 15:00:39,471 - mmaction - INFO - Epoch [110][180/396] lr: 1.847e-01, eta: 1 day, 5:02:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7047, loss_cls: 2.3335, loss: 2.3335, grad_norm: 1.5467, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9317, loss/aux0: 1.9317 2020-10-19 15:00:40,494 - mmaction - INFO - Epoch [110][180/396] lr: 1.847e-01, eta: 1 day, 5:02:45, time: 0.943, data_time: 0.008, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7047, loss_cls: 2.3335, loss: 2.3335, grad_norm: 1.5430, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9304, loss/aux0: 1.9304 2020-10-19 15:01:16,836 - mmaction - INFO - Epoch [110][200/396] lr: 1.847e-01, eta: 1 day, 5:01:45, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7049, loss_cls: 2.3055, loss: 2.3055, grad_norm: 1.5774, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9096, loss/aux0: 1.9096 2020-10-19 15:01:17,772 - mmaction - INFO - Epoch [110][200/396] lr: 1.847e-01, eta: 1 day, 5:02:10, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7049, loss_cls: 2.3055, loss: 2.3055, grad_norm: 1.5784, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9033, loss/aux0: 1.9033 2020-10-19 15:01:54,227 - mmaction - INFO - Epoch [110][220/396] lr: 1.847e-01, eta: 1 day, 5:01:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7008, loss_cls: 2.3225, loss: 2.3225, grad_norm: 1.5645, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9131, loss/aux0: 1.9131 2020-10-19 15:01:55,205 - mmaction - INFO - Epoch [110][220/396] lr: 1.847e-01, eta: 1 day, 5:01:36, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7008, loss_cls: 2.3225, loss: 2.3225, grad_norm: 1.5692, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9295, loss/aux0: 1.9295 2020-10-19 15:02:31,731 - mmaction - INFO - Epoch [110][240/396] lr: 1.847e-01, eta: 1 day, 5:00:37, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6943, loss_cls: 2.3703, loss: 2.3703, grad_norm: 1.5808, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9412, loss/aux0: 1.9412 2020-10-19 15:02:32,706 - mmaction - INFO - Epoch [110][240/396] lr: 1.847e-01, eta: 1 day, 5:01:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6943, loss_cls: 2.3703, loss: 2.3703, grad_norm: 1.5828, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9288, loss/aux0: 1.9288 2020-10-19 15:03:09,194 - mmaction - INFO - Epoch [110][260/396] lr: 1.847e-01, eta: 1 day, 5:00:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.6969, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.5814, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9119, loss/aux0: 1.9119 2020-10-19 15:03:10,120 - mmaction - INFO - Epoch [110][260/396] lr: 1.847e-01, eta: 1 day, 5:00:28, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.6969, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.5836, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9185, loss/aux0: 1.9185 2020-10-19 15:03:46,759 - mmaction - INFO - Epoch [110][280/396] lr: 1.847e-01, eta: 1 day, 4:59:29, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.7023, loss_cls: 2.3697, loss: 2.3697, grad_norm: 1.5871, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9458, loss/aux0: 1.9458 2020-10-19 15:03:47,718 - mmaction - INFO - Epoch [110][280/396] lr: 1.847e-01, eta: 1 day, 4:59:54, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4375, top5_acc: 0.7023, loss_cls: 2.3697, loss: 2.3697, grad_norm: 1.5911, top1_acc/aux0: 0.5214, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9448, loss/aux0: 1.9448 2020-10-19 15:04:24,303 - mmaction - INFO - Epoch [110][300/396] lr: 1.847e-01, eta: 1 day, 4:58:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6859, loss_cls: 2.4232, loss: 2.4232, grad_norm: 1.6218, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9691, loss/aux0: 1.9691 2020-10-19 15:04:25,287 - mmaction - INFO - Epoch [110][300/396] lr: 1.847e-01, eta: 1 day, 4:59:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4201, top5_acc: 0.6859, loss_cls: 2.4232, loss: 2.4232, grad_norm: 1.6146, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9663, loss/aux0: 1.9663 2020-10-19 15:05:01,914 - mmaction - INFO - Epoch [110][320/396] lr: 1.847e-01, eta: 1 day, 4:58:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6867, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.5734, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9454, loss/aux0: 1.9454 2020-10-19 15:05:02,862 - mmaction - INFO - Epoch [110][320/396] lr: 1.847e-01, eta: 1 day, 4:58:46, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4227, top5_acc: 0.6867, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.5682, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9393, loss/aux0: 1.9393 2020-10-19 15:05:39,396 - mmaction - INFO - Epoch [110][340/396] lr: 1.847e-01, eta: 1 day, 4:57:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6932, loss_cls: 2.3851, loss: 2.3851, grad_norm: 1.5716, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8963, loss/aux0: 1.8963 2020-10-19 15:05:40,335 - mmaction - INFO - Epoch [110][340/396] lr: 1.847e-01, eta: 1 day, 4:58:12, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4318, top5_acc: 0.6932, loss_cls: 2.3851, loss: 2.3851, grad_norm: 1.5696, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.9062, loss/aux0: 1.9062 2020-10-19 15:06:16,761 - mmaction - INFO - Epoch [110][360/396] lr: 1.847e-01, eta: 1 day, 4:57:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.6932, loss_cls: 2.3747, loss: 2.3747, grad_norm: 1.5616, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9770, loss/aux0: 1.9770 2020-10-19 15:06:17,690 - mmaction - INFO - Epoch [110][360/396] lr: 1.847e-01, eta: 1 day, 4:57:38, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4398, top5_acc: 0.6932, loss_cls: 2.3747, loss: 2.3747, grad_norm: 1.5697, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9728, loss/aux0: 1.9728 2020-10-19 15:06:54,274 - mmaction - INFO - Epoch [110][380/396] lr: 1.847e-01, eta: 1 day, 4:56:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7026, loss_cls: 2.3224, loss: 2.3224, grad_norm: 1.5927, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9085, loss/aux0: 1.9085 2020-10-19 15:06:55,249 - mmaction - INFO - Epoch [110][380/396] lr: 1.847e-01, eta: 1 day, 4:57:04, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7026, loss_cls: 2.3224, loss: 2.3224, grad_norm: 1.5837, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9044, loss/aux0: 1.9044 2020-10-19 15:11:58,250 - mmaction - INFO - Epoch [111][20/396] lr: 1.829e-01, eta: 1 day, 4:54:57, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7164, loss_cls: 2.2744, loss: 2.2744, grad_norm: 1.5723, top1_acc/aux0: 0.5200, top5_acc/aux0: 0.7697, loss_cls/aux0: 1.9896, loss/aux0: 1.9896 2020-10-19 15:11:59,249 - mmaction - INFO - Epoch [111][20/396] lr: 1.829e-01, eta: 1 day, 4:55:22, time: 0.929, data_time: 0.005, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7164, loss_cls: 2.2744, loss: 2.2744, grad_norm: 1.5744, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7703, loss_cls/aux0: 1.9837, loss/aux0: 1.9837 2020-10-19 15:12:35,486 - mmaction - INFO - Epoch [111][40/396] lr: 1.829e-01, eta: 1 day, 4:54:23, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6979, loss_cls: 2.3820, loss: 2.3820, grad_norm: 1.6138, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9545, loss/aux0: 1.9545 2020-10-19 15:12:36,466 - mmaction - INFO - Epoch [111][40/396] lr: 1.829e-01, eta: 1 day, 4:54:47, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4260, top5_acc: 0.6979, loss_cls: 2.3820, loss: 2.3820, grad_norm: 1.6129, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9595, loss/aux0: 1.9595 2020-10-19 15:13:12,959 - mmaction - INFO - Epoch [111][60/396] lr: 1.829e-01, eta: 1 day, 4:53:48, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7060, loss_cls: 2.3021, loss: 2.3021, grad_norm: 1.6177, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9296, loss/aux0: 1.9296 2020-10-19 15:13:13,930 - mmaction - INFO - Epoch [111][60/396] lr: 1.829e-01, eta: 1 day, 4:54:13, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7060, loss_cls: 2.3021, loss: 2.3021, grad_norm: 1.6276, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9372, loss/aux0: 1.9372 2020-10-19 15:13:50,358 - mmaction - INFO - Epoch [111][80/396] lr: 1.829e-01, eta: 1 day, 4:53:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4393, top5_acc: 0.7018, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.5880, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9176, loss/aux0: 1.9176 2020-10-19 15:13:51,314 - mmaction - INFO - Epoch [111][80/396] lr: 1.829e-01, eta: 1 day, 4:53:39, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4393, top5_acc: 0.7018, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.5921, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9279, loss/aux0: 1.9279 2020-10-19 15:14:27,737 - mmaction - INFO - Epoch [111][100/396] lr: 1.829e-01, eta: 1 day, 4:52:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7094, loss_cls: 2.2966, loss: 2.2966, grad_norm: 1.5503, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7648, loss_cls/aux0: 1.9887, loss/aux0: 1.9887 2020-10-19 15:14:28,705 - mmaction - INFO - Epoch [111][100/396] lr: 1.829e-01, eta: 1 day, 4:53:05, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7094, loss_cls: 2.2966, loss: 2.2966, grad_norm: 1.5517, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9697, loss/aux0: 1.9697 2020-10-19 15:15:05,347 - mmaction - INFO - Epoch [111][120/396] lr: 1.829e-01, eta: 1 day, 4:52:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7107, loss_cls: 2.3167, loss: 2.3167, grad_norm: 1.5982, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9299, loss/aux0: 1.9299 2020-10-19 15:15:06,321 - mmaction - INFO - Epoch [111][120/396] lr: 1.829e-01, eta: 1 day, 4:52:31, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7107, loss_cls: 2.3167, loss: 2.3167, grad_norm: 1.5970, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9259, loss/aux0: 1.9259 2020-10-19 15:15:42,800 - mmaction - INFO - Epoch [111][140/396] lr: 1.829e-01, eta: 1 day, 4:51:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6971, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.5953, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7656, loss_cls/aux0: 1.9607, loss/aux0: 1.9607 2020-10-19 15:15:43,720 - mmaction - INFO - Epoch [111][140/396] lr: 1.829e-01, eta: 1 day, 4:51:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6971, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.5854, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9568, loss/aux0: 1.9568 2020-10-19 15:16:20,209 - mmaction - INFO - Epoch [111][160/396] lr: 1.829e-01, eta: 1 day, 4:50:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7000, loss_cls: 2.3331, loss: 2.3331, grad_norm: 1.5995, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9554, loss/aux0: 1.9554 2020-10-19 15:16:21,193 - mmaction - INFO - Epoch [111][160/396] lr: 1.829e-01, eta: 1 day, 4:51:23, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7000, loss_cls: 2.3331, loss: 2.3331, grad_norm: 1.5892, top1_acc/aux0: 0.5156, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9576, loss/aux0: 1.9576 2020-10-19 15:16:57,788 - mmaction - INFO - Epoch [111][180/396] lr: 1.829e-01, eta: 1 day, 4:50:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6966, loss_cls: 2.3553, loss: 2.3553, grad_norm: 1.5862, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7667, loss_cls/aux0: 1.9768, loss/aux0: 1.9768 2020-10-19 15:16:58,725 - mmaction - INFO - Epoch [111][180/396] lr: 1.829e-01, eta: 1 day, 4:50:49, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6966, loss_cls: 2.3553, loss: 2.3553, grad_norm: 1.5770, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9790, loss/aux0: 1.9790 2020-10-19 15:17:35,327 - mmaction - INFO - Epoch [111][200/396] lr: 1.829e-01, eta: 1 day, 4:49:50, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7107, loss_cls: 2.3015, loss: 2.3015, grad_norm: 1.5811, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9458, loss/aux0: 1.9458 2020-10-19 15:17:36,274 - mmaction - INFO - Epoch [111][200/396] lr: 1.829e-01, eta: 1 day, 4:50:15, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4406, top5_acc: 0.7107, loss_cls: 2.3015, loss: 2.3015, grad_norm: 1.5772, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9471, loss/aux0: 1.9471 2020-10-19 15:18:12,804 - mmaction - INFO - Epoch [111][220/396] lr: 1.829e-01, eta: 1 day, 4:49:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7031, loss_cls: 2.3431, loss: 2.3431, grad_norm: 1.5743, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9332, loss/aux0: 1.9332 2020-10-19 15:18:13,759 - mmaction - INFO - Epoch [111][220/396] lr: 1.829e-01, eta: 1 day, 4:49:41, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7031, loss_cls: 2.3431, loss: 2.3431, grad_norm: 1.5730, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9313, loss/aux0: 1.9313 2020-10-19 15:18:50,252 - mmaction - INFO - Epoch [111][240/396] lr: 1.829e-01, eta: 1 day, 4:48:42, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4354, top5_acc: 0.7013, loss_cls: 2.3871, loss: 2.3871, grad_norm: 1.5703, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8876, loss/aux0: 1.8876 2020-10-19 15:18:51,189 - mmaction - INFO - Epoch [111][240/396] lr: 1.829e-01, eta: 1 day, 4:49:07, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4354, top5_acc: 0.7013, loss_cls: 2.3871, loss: 2.3871, grad_norm: 1.5709, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8934, loss/aux0: 1.8934 2020-10-19 15:19:27,636 - mmaction - INFO - Epoch [111][260/396] lr: 1.829e-01, eta: 1 day, 4:48:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6987, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.5643, top1_acc/aux0: 0.5164, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9788, loss/aux0: 1.9788 2020-10-19 15:19:28,592 - mmaction - INFO - Epoch [111][260/396] lr: 1.829e-01, eta: 1 day, 4:48:33, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6987, loss_cls: 2.3754, loss: 2.3754, grad_norm: 1.5664, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9904, loss/aux0: 1.9904 2020-10-19 15:20:05,200 - mmaction - INFO - Epoch [111][280/396] lr: 1.829e-01, eta: 1 day, 4:47:34, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6888, loss_cls: 2.4530, loss: 2.4530, grad_norm: 1.5926, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9485, loss/aux0: 1.9485 2020-10-19 15:20:06,163 - mmaction - INFO - Epoch [111][280/396] lr: 1.829e-01, eta: 1 day, 4:47:59, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4174, top5_acc: 0.6888, loss_cls: 2.4530, loss: 2.4530, grad_norm: 1.5882, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9342, loss/aux0: 1.9342 2020-10-19 15:20:42,651 - mmaction - INFO - Epoch [111][300/396] lr: 1.829e-01, eta: 1 day, 4:47:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6982, loss_cls: 2.3696, loss: 2.3696, grad_norm: 1.6033, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.9261, loss/aux0: 1.9261 2020-10-19 15:20:43,606 - mmaction - INFO - Epoch [111][300/396] lr: 1.829e-01, eta: 1 day, 4:47:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4378, top5_acc: 0.6982, loss_cls: 2.3696, loss: 2.3696, grad_norm: 1.6048, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.9168, loss/aux0: 1.9168 2020-10-19 15:21:20,150 - mmaction - INFO - Epoch [111][320/396] lr: 1.829e-01, eta: 1 day, 4:46:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6885, loss_cls: 2.3980, loss: 2.3980, grad_norm: 1.5087, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.9113, loss/aux0: 1.9113 2020-10-19 15:21:21,099 - mmaction - INFO - Epoch [111][320/396] lr: 1.829e-01, eta: 1 day, 4:46:51, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6885, loss_cls: 2.3980, loss: 2.3980, grad_norm: 1.5202, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.9178, loss/aux0: 1.9178 2020-10-19 15:21:57,705 - mmaction - INFO - Epoch [111][340/396] lr: 1.829e-01, eta: 1 day, 4:45:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4346, top5_acc: 0.6995, loss_cls: 2.3589, loss: 2.3589, grad_norm: 1.5494, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9618, loss/aux0: 1.9618 2020-10-19 15:21:58,669 - mmaction - INFO - Epoch [111][340/396] lr: 1.829e-01, eta: 1 day, 4:46:17, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4346, top5_acc: 0.6995, loss_cls: 2.3589, loss: 2.3589, grad_norm: 1.5581, top1_acc/aux0: 0.5086, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9667, loss/aux0: 1.9667 2020-10-19 15:22:35,205 - mmaction - INFO - Epoch [111][360/396] lr: 1.829e-01, eta: 1 day, 4:45:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6891, loss_cls: 2.3975, loss: 2.3975, grad_norm: 1.6101, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.9130, loss/aux0: 1.9130 2020-10-19 15:22:36,203 - mmaction - INFO - Epoch [111][360/396] lr: 1.829e-01, eta: 1 day, 4:45:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6891, loss_cls: 2.3975, loss: 2.3975, grad_norm: 1.6079, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.9060, loss/aux0: 1.9060 2020-10-19 15:23:12,765 - mmaction - INFO - Epoch [111][380/396] lr: 1.829e-01, eta: 1 day, 4:44:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.6883, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.5957, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.9172, loss/aux0: 1.9172 2020-10-19 15:23:13,737 - mmaction - INFO - Epoch [111][380/396] lr: 1.829e-01, eta: 1 day, 4:45:08, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4357, top5_acc: 0.6883, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.6034, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.9252, loss/aux0: 1.9252 2020-10-19 15:28:14,531 - mmaction - INFO - Epoch [112][20/396] lr: 1.811e-01, eta: 1 day, 4:43:03, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7151, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.5638, top1_acc/aux0: 0.5249, top5_acc/aux0: 0.7722, loss_cls/aux0: 1.9392, loss/aux0: 1.9392 2020-10-19 15:28:15,475 - mmaction - INFO - Epoch [112][20/396] lr: 1.811e-01, eta: 1 day, 4:43:28, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.4503, top5_acc: 0.7151, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.5653, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9395, loss/aux0: 1.9395 2020-10-19 15:28:51,845 - mmaction - INFO - Epoch [112][40/396] lr: 1.811e-01, eta: 1 day, 4:42:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7122, loss_cls: 2.3008, loss: 2.3008, grad_norm: 1.5909, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9386, loss/aux0: 1.9386 2020-10-19 15:28:52,801 - mmaction - INFO - Epoch [112][40/396] lr: 1.811e-01, eta: 1 day, 4:42:53, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7122, loss_cls: 2.3008, loss: 2.3008, grad_norm: 1.5948, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9503, loss/aux0: 1.9503 2020-10-19 15:29:29,375 - mmaction - INFO - Epoch [112][60/396] lr: 1.811e-01, eta: 1 day, 4:41:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7102, loss_cls: 2.2829, loss: 2.2829, grad_norm: 1.5922, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9149, loss/aux0: 1.9149 2020-10-19 15:29:30,305 - mmaction - INFO - Epoch [112][60/396] lr: 1.811e-01, eta: 1 day, 4:42:19, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7102, loss_cls: 2.2829, loss: 2.2829, grad_norm: 1.5900, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9014, loss/aux0: 1.9014 2020-10-19 15:30:06,661 - mmaction - INFO - Epoch [112][80/396] lr: 1.811e-01, eta: 1 day, 4:41:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7039, loss_cls: 2.3488, loss: 2.3488, grad_norm: 1.6253, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8811, loss/aux0: 1.8811 2020-10-19 15:30:07,655 - mmaction - INFO - Epoch [112][80/396] lr: 1.811e-01, eta: 1 day, 4:41:45, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.4380, top5_acc: 0.7039, loss_cls: 2.3488, loss: 2.3488, grad_norm: 1.6250, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8800, loss/aux0: 1.8800 2020-10-19 15:30:44,174 - mmaction - INFO - Epoch [112][100/396] lr: 1.811e-01, eta: 1 day, 4:40:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6940, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.5684, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9265, loss/aux0: 1.9265 2020-10-19 15:30:45,114 - mmaction - INFO - Epoch [112][100/396] lr: 1.811e-01, eta: 1 day, 4:41:11, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4344, top5_acc: 0.6940, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.5701, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9100, loss/aux0: 1.9100 2020-10-19 15:31:21,626 - mmaction - INFO - Epoch [112][120/396] lr: 1.811e-01, eta: 1 day, 4:40:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7099, loss_cls: 2.3576, loss: 2.3576, grad_norm: 1.6275, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.9014, loss/aux0: 1.9014 2020-10-19 15:31:22,589 - mmaction - INFO - Epoch [112][120/396] lr: 1.811e-01, eta: 1 day, 4:40:36, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4411, top5_acc: 0.7099, loss_cls: 2.3576, loss: 2.3576, grad_norm: 1.6285, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9226, loss/aux0: 1.9226 2020-10-19 15:31:59,218 - mmaction - INFO - Epoch [112][140/396] lr: 1.811e-01, eta: 1 day, 4:39:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7174, loss_cls: 2.2861, loss: 2.2861, grad_norm: 1.5857, top1_acc/aux0: 0.5099, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9829, loss/aux0: 1.9829 2020-10-19 15:32:00,149 - mmaction - INFO - Epoch [112][140/396] lr: 1.811e-01, eta: 1 day, 4:40:02, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7174, loss_cls: 2.2861, loss: 2.2861, grad_norm: 1.5881, top1_acc/aux0: 0.5096, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9803, loss/aux0: 1.9803 2020-10-19 15:32:36,699 - mmaction - INFO - Epoch [112][160/396] lr: 1.811e-01, eta: 1 day, 4:39:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4315, top5_acc: 0.7016, loss_cls: 2.3472, loss: 2.3472, grad_norm: 1.6170, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9631, loss/aux0: 1.9631 2020-10-19 15:32:37,677 - mmaction - INFO - Epoch [112][160/396] lr: 1.811e-01, eta: 1 day, 4:39:28, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4315, top5_acc: 0.7016, loss_cls: 2.3472, loss: 2.3472, grad_norm: 1.6172, top1_acc/aux0: 0.5133, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.9604, loss/aux0: 1.9604 2020-10-19 15:33:14,473 - mmaction - INFO - Epoch [112][180/396] lr: 1.811e-01, eta: 1 day, 4:38:30, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6977, loss_cls: 2.3474, loss: 2.3474, grad_norm: 1.6118, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.9103, loss/aux0: 1.9103 2020-10-19 15:33:15,434 - mmaction - INFO - Epoch [112][180/396] lr: 1.811e-01, eta: 1 day, 4:38:54, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6977, loss_cls: 2.3474, loss: 2.3474, grad_norm: 1.6205, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9262, loss/aux0: 1.9262 2020-10-19 15:33:51,857 - mmaction - INFO - Epoch [112][200/396] lr: 1.811e-01, eta: 1 day, 4:37:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4221, top5_acc: 0.7026, loss_cls: 2.3662, loss: 2.3662, grad_norm: 1.6278, top1_acc/aux0: 0.5117, top5_acc/aux0: 0.7688, loss_cls/aux0: 2.0051, loss/aux0: 2.0051 2020-10-19 15:33:52,820 - mmaction - INFO - Epoch [112][200/396] lr: 1.811e-01, eta: 1 day, 4:38:20, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4221, top5_acc: 0.7026, loss_cls: 2.3662, loss: 2.3662, grad_norm: 1.6288, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.0005, loss/aux0: 2.0005 2020-10-19 15:34:29,366 - mmaction - INFO - Epoch [112][220/396] lr: 1.811e-01, eta: 1 day, 4:37:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4445, top5_acc: 0.7031, loss_cls: 2.3342, loss: 2.3342, grad_norm: 1.6103, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9760, loss/aux0: 1.9760 2020-10-19 15:34:30,334 - mmaction - INFO - Epoch [112][220/396] lr: 1.811e-01, eta: 1 day, 4:37:46, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4445, top5_acc: 0.7031, loss_cls: 2.3342, loss: 2.3342, grad_norm: 1.6120, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9709, loss/aux0: 1.9709 2020-10-19 15:35:06,933 - mmaction - INFO - Epoch [112][240/396] lr: 1.811e-01, eta: 1 day, 4:36:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7096, loss_cls: 2.3295, loss: 2.3295, grad_norm: 1.5996, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.9176, loss/aux0: 1.9176 2020-10-19 15:35:07,928 - mmaction - INFO - Epoch [112][240/396] lr: 1.811e-01, eta: 1 day, 4:37:12, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7096, loss_cls: 2.3295, loss: 2.3295, grad_norm: 1.5994, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.9176, loss/aux0: 1.9176 2020-10-19 15:35:44,545 - mmaction - INFO - Epoch [112][260/396] lr: 1.811e-01, eta: 1 day, 4:36:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7049, loss_cls: 2.3486, loss: 2.3486, grad_norm: 1.5849, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9548, loss/aux0: 1.9548 2020-10-19 15:35:45,507 - mmaction - INFO - Epoch [112][260/396] lr: 1.811e-01, eta: 1 day, 4:36:37, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4339, top5_acc: 0.7049, loss_cls: 2.3486, loss: 2.3486, grad_norm: 1.5760, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9563, loss/aux0: 1.9563 2020-10-19 15:36:21,967 - mmaction - INFO - Epoch [112][280/396] lr: 1.811e-01, eta: 1 day, 4:35:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7078, loss_cls: 2.3298, loss: 2.3298, grad_norm: 1.5823, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.9143, loss/aux0: 1.9143 2020-10-19 15:36:22,926 - mmaction - INFO - Epoch [112][280/396] lr: 1.811e-01, eta: 1 day, 4:36:03, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7078, loss_cls: 2.3298, loss: 2.3298, grad_norm: 1.5831, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.9048, loss/aux0: 1.9048 2020-10-19 15:36:59,387 - mmaction - INFO - Epoch [112][300/396] lr: 1.811e-01, eta: 1 day, 4:35:05, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4258, top5_acc: 0.7010, loss_cls: 2.3575, loss: 2.3575, grad_norm: 1.5691, top1_acc/aux0: 0.5234, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9353, loss/aux0: 1.9353 2020-10-19 15:37:00,326 - mmaction - INFO - Epoch [112][300/396] lr: 1.811e-01, eta: 1 day, 4:35:29, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4258, top5_acc: 0.7010, loss_cls: 2.3575, loss: 2.3575, grad_norm: 1.5645, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9408, loss/aux0: 1.9408 2020-10-19 15:37:36,978 - mmaction - INFO - Epoch [112][320/396] lr: 1.811e-01, eta: 1 day, 4:34:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7029, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.5865, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9041, loss/aux0: 1.9041 2020-10-19 15:37:37,975 - mmaction - INFO - Epoch [112][320/396] lr: 1.811e-01, eta: 1 day, 4:34:55, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7029, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.5881, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9002, loss/aux0: 1.9002 2020-10-19 15:38:14,650 - mmaction - INFO - Epoch [112][340/396] lr: 1.811e-01, eta: 1 day, 4:33:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6940, loss_cls: 2.3938, loss: 2.3938, grad_norm: 1.5900, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9104, loss/aux0: 1.9104 2020-10-19 15:38:15,602 - mmaction - INFO - Epoch [112][340/396] lr: 1.811e-01, eta: 1 day, 4:34:21, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6940, loss_cls: 2.3938, loss: 2.3938, grad_norm: 1.5988, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9090, loss/aux0: 1.9090 2020-10-19 15:38:51,992 - mmaction - INFO - Epoch [112][360/396] lr: 1.811e-01, eta: 1 day, 4:33:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4326, top5_acc: 0.7016, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.6137, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9295, loss/aux0: 1.9295 2020-10-19 15:38:52,945 - mmaction - INFO - Epoch [112][360/396] lr: 1.811e-01, eta: 1 day, 4:33:46, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4326, top5_acc: 0.7016, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.6159, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9369, loss/aux0: 1.9369 2020-10-19 15:39:29,696 - mmaction - INFO - Epoch [112][380/396] lr: 1.811e-01, eta: 1 day, 4:32:48, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6948, loss_cls: 2.3610, loss: 2.3610, grad_norm: 1.6000, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9539, loss/aux0: 1.9539 2020-10-19 15:39:30,637 - mmaction - INFO - Epoch [112][380/396] lr: 1.811e-01, eta: 1 day, 4:33:12, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4305, top5_acc: 0.6948, loss_cls: 2.3610, loss: 2.3610, grad_norm: 1.5991, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9550, loss/aux0: 1.9550 2020-10-19 15:40:04,311 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-10-19 15:41:47,885 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 15:41:48,005 - mmaction - INFO - top1_acc 0.5397 top5_acc 0.7956 2020-10-19 15:41:48,005 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 15:41:48,024 - mmaction - INFO - mean_acc 0.5397 2020-10-19 15:41:48,024 - mmaction - INFO - Now best checkpoint is epoch_112.pth 2020-10-19 15:41:48,030 - mmaction - INFO - Epoch(val) [112][396] top1_acc: 0.5397, top5_acc: 0.7956, mean_class_accuracy: 0.5397 2020-10-19 15:46:06,882 - mmaction - INFO - Epoch [113][20/396] lr: 1.793e-01, eta: 1 day, 4:31:08, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6924, loss_cls: 2.3601, loss: 2.3601, grad_norm: 1.5651, top1_acc/aux0: 0.5230, top5_acc/aux0: 0.7730, loss_cls/aux0: 1.9665, loss/aux0: 1.9665 2020-10-19 15:46:07,821 - mmaction - INFO - Epoch [113][20/396] lr: 1.793e-01, eta: 1 day, 4:31:32, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6924, loss_cls: 2.3601, loss: 2.3601, grad_norm: 1.5603, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7750, loss_cls/aux0: 1.9540, loss/aux0: 1.9540 2020-10-19 15:46:44,375 - mmaction - INFO - Epoch [113][40/396] lr: 1.793e-01, eta: 1 day, 4:30:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6971, loss_cls: 2.3381, loss: 2.3381, grad_norm: 1.5792, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.9011, loss/aux0: 1.9011 2020-10-19 15:46:45,341 - mmaction - INFO - Epoch [113][40/396] lr: 1.793e-01, eta: 1 day, 4:30:58, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6971, loss_cls: 2.3381, loss: 2.3381, grad_norm: 1.5843, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9119, loss/aux0: 1.9119 2020-10-19 15:47:21,789 - mmaction - INFO - Epoch [113][60/396] lr: 1.793e-01, eta: 1 day, 4:30:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6917, loss_cls: 2.3667, loss: 2.3667, grad_norm: 1.5730, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9403, loss/aux0: 1.9403 2020-10-19 15:47:22,757 - mmaction - INFO - Epoch [113][60/396] lr: 1.793e-01, eta: 1 day, 4:30:23, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4391, top5_acc: 0.6917, loss_cls: 2.3667, loss: 2.3667, grad_norm: 1.5691, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9457, loss/aux0: 1.9457 2020-10-19 15:47:59,191 - mmaction - INFO - Epoch [113][80/396] lr: 1.793e-01, eta: 1 day, 4:29:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7047, loss_cls: 2.3069, loss: 2.3069, grad_norm: 1.6192, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7651, loss_cls/aux0: 1.9608, loss/aux0: 1.9608 2020-10-19 15:48:00,175 - mmaction - INFO - Epoch [113][80/396] lr: 1.793e-01, eta: 1 day, 4:29:49, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7047, loss_cls: 2.3069, loss: 2.3069, grad_norm: 1.6328, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9597, loss/aux0: 1.9597 2020-10-19 15:48:36,490 - mmaction - INFO - Epoch [113][100/396] lr: 1.793e-01, eta: 1 day, 4:28:51, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4299, top5_acc: 0.6836, loss_cls: 2.4084, loss: 2.4084, grad_norm: 1.6006, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9800, loss/aux0: 1.9800 2020-10-19 15:48:37,461 - mmaction - INFO - Epoch [113][100/396] lr: 1.793e-01, eta: 1 day, 4:29:15, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4299, top5_acc: 0.6836, loss_cls: 2.4084, loss: 2.4084, grad_norm: 1.5937, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9656, loss/aux0: 1.9656 2020-10-19 15:49:14,140 - mmaction - INFO - Epoch [113][120/396] lr: 1.793e-01, eta: 1 day, 4:28:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7138, loss_cls: 2.2920, loss: 2.2920, grad_norm: 1.5962, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7716, loss_cls/aux0: 1.9178, loss/aux0: 1.9178 2020-10-19 15:49:15,073 - mmaction - INFO - Epoch [113][120/396] lr: 1.793e-01, eta: 1 day, 4:28:41, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7138, loss_cls: 2.2920, loss: 2.2920, grad_norm: 1.5993, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7719, loss_cls/aux0: 1.9202, loss/aux0: 1.9202 2020-10-19 15:49:51,623 - mmaction - INFO - Epoch [113][140/396] lr: 1.793e-01, eta: 1 day, 4:27:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7008, loss_cls: 2.3352, loss: 2.3352, grad_norm: 1.5955, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9111, loss/aux0: 1.9111 2020-10-19 15:49:52,589 - mmaction - INFO - Epoch [113][140/396] lr: 1.793e-01, eta: 1 day, 4:28:07, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7008, loss_cls: 2.3352, loss: 2.3352, grad_norm: 1.5963, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9191, loss/aux0: 1.9191 2020-10-19 15:50:29,125 - mmaction - INFO - Epoch [113][160/396] lr: 1.793e-01, eta: 1 day, 4:27:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7081, loss_cls: 2.3320, loss: 2.3320, grad_norm: 1.5617, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9358, loss/aux0: 1.9358 2020-10-19 15:50:30,072 - mmaction - INFO - Epoch [113][160/396] lr: 1.793e-01, eta: 1 day, 4:27:33, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7081, loss_cls: 2.3320, loss: 2.3320, grad_norm: 1.5624, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7745, loss_cls/aux0: 1.9264, loss/aux0: 1.9264 2020-10-19 15:51:06,702 - mmaction - INFO - Epoch [113][180/396] lr: 1.793e-01, eta: 1 day, 4:26:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7096, loss_cls: 2.2749, loss: 2.2749, grad_norm: 1.6014, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9091, loss/aux0: 1.9091 2020-10-19 15:51:07,667 - mmaction - INFO - Epoch [113][180/396] lr: 1.793e-01, eta: 1 day, 4:26:58, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7096, loss_cls: 2.2749, loss: 2.2749, grad_norm: 1.5996, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9168, loss/aux0: 1.9168 2020-10-19 15:51:44,299 - mmaction - INFO - Epoch [113][200/396] lr: 1.793e-01, eta: 1 day, 4:26:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.7026, loss_cls: 2.3689, loss: 2.3689, grad_norm: 1.6259, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9440, loss/aux0: 1.9440 2020-10-19 15:51:45,256 - mmaction - INFO - Epoch [113][200/396] lr: 1.793e-01, eta: 1 day, 4:26:25, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4372, top5_acc: 0.7026, loss_cls: 2.3689, loss: 2.3689, grad_norm: 1.6274, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9568, loss/aux0: 1.9568 2020-10-19 15:52:21,818 - mmaction - INFO - Epoch [113][220/396] lr: 1.793e-01, eta: 1 day, 4:25:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6948, loss_cls: 2.3902, loss: 2.3902, grad_norm: 1.5729, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9307, loss/aux0: 1.9307 2020-10-19 15:52:22,779 - mmaction - INFO - Epoch [113][220/396] lr: 1.793e-01, eta: 1 day, 4:25:50, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4247, top5_acc: 0.6948, loss_cls: 2.3902, loss: 2.3902, grad_norm: 1.5736, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.9156, loss/aux0: 1.9156 2020-10-19 15:52:59,328 - mmaction - INFO - Epoch [113][240/396] lr: 1.793e-01, eta: 1 day, 4:24:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7115, loss_cls: 2.3185, loss: 2.3185, grad_norm: 1.5815, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9547, loss/aux0: 1.9547 2020-10-19 15:53:00,271 - mmaction - INFO - Epoch [113][240/396] lr: 1.793e-01, eta: 1 day, 4:25:16, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7115, loss_cls: 2.3185, loss: 2.3185, grad_norm: 1.5878, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9546, loss/aux0: 1.9546 2020-10-19 15:53:37,144 - mmaction - INFO - Epoch [113][260/396] lr: 1.793e-01, eta: 1 day, 4:24:18, time: 0.950, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7068, loss_cls: 2.3499, loss: 2.3499, grad_norm: 1.5755, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.9091, loss/aux0: 1.9091 2020-10-19 15:53:38,125 - mmaction - INFO - Epoch [113][260/396] lr: 1.793e-01, eta: 1 day, 4:24:43, time: 0.952, data_time: 0.001, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7068, loss_cls: 2.3499, loss: 2.3499, grad_norm: 1.5835, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9208, loss/aux0: 1.9208 2020-10-19 15:54:14,889 - mmaction - INFO - Epoch [113][280/396] lr: 1.793e-01, eta: 1 day, 4:23:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7005, loss_cls: 2.3293, loss: 2.3293, grad_norm: 1.5830, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.7693, loss_cls/aux0: 1.9653, loss/aux0: 1.9653 2020-10-19 15:54:15,836 - mmaction - INFO - Epoch [113][280/396] lr: 1.793e-01, eta: 1 day, 4:24:09, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7005, loss_cls: 2.3293, loss: 2.3293, grad_norm: 1.5811, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9407, loss/aux0: 1.9407 2020-10-19 15:54:52,362 - mmaction - INFO - Epoch [113][300/396] lr: 1.793e-01, eta: 1 day, 4:23:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7005, loss_cls: 2.3204, loss: 2.3204, grad_norm: 1.6106, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8700, loss/aux0: 1.8700 2020-10-19 15:54:53,324 - mmaction - INFO - Epoch [113][300/396] lr: 1.793e-01, eta: 1 day, 4:23:35, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7005, loss_cls: 2.3204, loss: 2.3204, grad_norm: 1.6221, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9030, loss/aux0: 1.9030 2020-10-19 15:55:29,918 - mmaction - INFO - Epoch [113][320/396] lr: 1.793e-01, eta: 1 day, 4:22:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6935, loss_cls: 2.3876, loss: 2.3876, grad_norm: 1.5558, top1_acc/aux0: 0.5122, top5_acc/aux0: 0.7661, loss_cls/aux0: 2.0016, loss/aux0: 2.0016 2020-10-19 15:55:30,891 - mmaction - INFO - Epoch [113][320/396] lr: 1.793e-01, eta: 1 day, 4:23:01, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4339, top5_acc: 0.6935, loss_cls: 2.3876, loss: 2.3876, grad_norm: 1.5546, top1_acc/aux0: 0.5141, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9835, loss/aux0: 1.9835 2020-10-19 15:56:07,572 - mmaction - INFO - Epoch [113][340/396] lr: 1.793e-01, eta: 1 day, 4:22:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4333, top5_acc: 0.6990, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.5545, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9117, loss/aux0: 1.9117 2020-10-19 15:56:08,544 - mmaction - INFO - Epoch [113][340/396] lr: 1.793e-01, eta: 1 day, 4:22:26, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4333, top5_acc: 0.6990, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.5547, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.9044, loss/aux0: 1.9044 2020-10-19 15:56:45,035 - mmaction - INFO - Epoch [113][360/396] lr: 1.793e-01, eta: 1 day, 4:21:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6914, loss_cls: 2.3856, loss: 2.3856, grad_norm: 1.5726, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9026, loss/aux0: 1.9026 2020-10-19 15:56:45,970 - mmaction - INFO - Epoch [113][360/396] lr: 1.793e-01, eta: 1 day, 4:21:52, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4271, top5_acc: 0.6914, loss_cls: 2.3856, loss: 2.3856, grad_norm: 1.5852, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9265, loss/aux0: 1.9265 2020-10-19 15:57:22,574 - mmaction - INFO - Epoch [113][380/396] lr: 1.793e-01, eta: 1 day, 4:20:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6940, loss_cls: 2.3745, loss: 2.3745, grad_norm: 1.6126, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.8885, loss/aux0: 1.8885 2020-10-19 15:57:23,525 - mmaction - INFO - Epoch [113][380/396] lr: 1.793e-01, eta: 1 day, 4:21:18, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4362, top5_acc: 0.6940, loss_cls: 2.3745, loss: 2.3745, grad_norm: 1.6082, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.8804, loss/aux0: 1.8804 2020-10-19 16:02:14,213 - mmaction - INFO - Epoch [114][20/396] lr: 1.775e-01, eta: 1 day, 4:19:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7078, loss_cls: 2.2951, loss: 2.2951, grad_norm: 1.6047, top1_acc/aux0: 0.5269, top5_acc/aux0: 0.7848, loss_cls/aux0: 1.9279, loss/aux0: 1.9279 2020-10-19 16:02:15,152 - mmaction - INFO - Epoch [114][20/396] lr: 1.775e-01, eta: 1 day, 4:19:38, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7078, loss_cls: 2.2951, loss: 2.2951, grad_norm: 1.6043, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9293, loss/aux0: 1.9293 2020-10-19 16:02:51,428 - mmaction - INFO - Epoch [114][40/396] lr: 1.775e-01, eta: 1 day, 4:18:40, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7115, loss_cls: 2.3246, loss: 2.3246, grad_norm: 1.5665, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8871, loss/aux0: 1.8871 2020-10-19 16:02:52,409 - mmaction - INFO - Epoch [114][40/396] lr: 1.775e-01, eta: 1 day, 4:19:04, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7115, loss_cls: 2.3246, loss: 2.3246, grad_norm: 1.5648, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8722, loss/aux0: 1.8722 2020-10-19 16:03:29,144 - mmaction - INFO - Epoch [114][60/396] lr: 1.775e-01, eta: 1 day, 4:18:06, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7109, loss_cls: 2.3235, loss: 2.3235, grad_norm: 1.6120, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8840, loss/aux0: 1.8840 2020-10-19 16:03:30,089 - mmaction - INFO - Epoch [114][60/396] lr: 1.775e-01, eta: 1 day, 4:18:30, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7109, loss_cls: 2.3235, loss: 2.3235, grad_norm: 1.6136, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8907, loss/aux0: 1.8907 2020-10-19 16:04:06,438 - mmaction - INFO - Epoch [114][80/396] lr: 1.775e-01, eta: 1 day, 4:17:32, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7109, loss_cls: 2.3066, loss: 2.3066, grad_norm: 1.6446, top1_acc/aux0: 0.5229, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9742, loss/aux0: 1.9742 2020-10-19 16:04:07,405 - mmaction - INFO - Epoch [114][80/396] lr: 1.775e-01, eta: 1 day, 4:17:56, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7109, loss_cls: 2.3066, loss: 2.3066, grad_norm: 1.6434, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9655, loss/aux0: 1.9655 2020-10-19 16:04:43,979 - mmaction - INFO - Epoch [114][100/396] lr: 1.775e-01, eta: 1 day, 4:16:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7013, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.5764, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9366, loss/aux0: 1.9366 2020-10-19 16:04:44,932 - mmaction - INFO - Epoch [114][100/396] lr: 1.775e-01, eta: 1 day, 4:17:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7013, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.5785, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9491, loss/aux0: 1.9491 2020-10-19 16:05:21,522 - mmaction - INFO - Epoch [114][120/396] lr: 1.775e-01, eta: 1 day, 4:16:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7060, loss_cls: 2.3121, loss: 2.3121, grad_norm: 1.6507, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.9264, loss/aux0: 1.9264 2020-10-19 16:05:22,463 - mmaction - INFO - Epoch [114][120/396] lr: 1.775e-01, eta: 1 day, 4:16:47, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4385, top5_acc: 0.7060, loss_cls: 2.3121, loss: 2.3121, grad_norm: 1.6556, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.9344, loss/aux0: 1.9344 2020-10-19 16:05:59,003 - mmaction - INFO - Epoch [114][140/396] lr: 1.775e-01, eta: 1 day, 4:15:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.6995, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.5910, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7669, loss_cls/aux0: 1.9718, loss/aux0: 1.9718 2020-10-19 16:05:59,968 - mmaction - INFO - Epoch [114][140/396] lr: 1.775e-01, eta: 1 day, 4:16:13, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4453, top5_acc: 0.6995, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.5827, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7695, loss_cls/aux0: 1.9541, loss/aux0: 1.9541 2020-10-19 16:06:36,599 - mmaction - INFO - Epoch [114][160/396] lr: 1.775e-01, eta: 1 day, 4:15:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7151, loss_cls: 2.2871, loss: 2.2871, grad_norm: 1.5592, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8981, loss/aux0: 1.8981 2020-10-19 16:06:37,569 - mmaction - INFO - Epoch [114][160/396] lr: 1.775e-01, eta: 1 day, 4:15:39, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7151, loss_cls: 2.2871, loss: 2.2871, grad_norm: 1.5696, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9135, loss/aux0: 1.9135 2020-10-19 16:07:13,942 - mmaction - INFO - Epoch [114][180/396] lr: 1.775e-01, eta: 1 day, 4:14:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7063, loss_cls: 2.3185, loss: 2.3185, grad_norm: 1.5623, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9643, loss/aux0: 1.9643 2020-10-19 16:07:14,888 - mmaction - INFO - Epoch [114][180/396] lr: 1.775e-01, eta: 1 day, 4:15:04, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7063, loss_cls: 2.3185, loss: 2.3185, grad_norm: 1.5665, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9555, loss/aux0: 1.9555 2020-10-19 16:07:51,631 - mmaction - INFO - Epoch [114][200/396] lr: 1.775e-01, eta: 1 day, 4:14:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4516, top5_acc: 0.7021, loss_cls: 2.3111, loss: 2.3111, grad_norm: 1.6038, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8806, loss/aux0: 1.8806 2020-10-19 16:07:52,593 - mmaction - INFO - Epoch [114][200/396] lr: 1.775e-01, eta: 1 day, 4:14:30, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4516, top5_acc: 0.7021, loss_cls: 2.3111, loss: 2.3111, grad_norm: 1.5986, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8874, loss/aux0: 1.8874 2020-10-19 16:08:29,177 - mmaction - INFO - Epoch [114][220/396] lr: 1.775e-01, eta: 1 day, 4:13:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7042, loss_cls: 2.3157, loss: 2.3157, grad_norm: 1.5671, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9162, loss/aux0: 1.9162 2020-10-19 16:08:30,130 - mmaction - INFO - Epoch [114][220/396] lr: 1.775e-01, eta: 1 day, 4:13:56, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4396, top5_acc: 0.7042, loss_cls: 2.3157, loss: 2.3157, grad_norm: 1.5713, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9153, loss/aux0: 1.9153 2020-10-19 16:09:06,725 - mmaction - INFO - Epoch [114][240/396] lr: 1.775e-01, eta: 1 day, 4:12:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7148, loss_cls: 2.2682, loss: 2.2682, grad_norm: 1.5792, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8904, loss/aux0: 1.8904 2020-10-19 16:09:07,688 - mmaction - INFO - Epoch [114][240/396] lr: 1.775e-01, eta: 1 day, 4:13:22, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7148, loss_cls: 2.2682, loss: 2.2682, grad_norm: 1.5862, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9077, loss/aux0: 1.9077 2020-10-19 16:09:44,254 - mmaction - INFO - Epoch [114][260/396] lr: 1.775e-01, eta: 1 day, 4:12:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6917, loss_cls: 2.4090, loss: 2.4090, grad_norm: 1.6010, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9168, loss/aux0: 1.9168 2020-10-19 16:09:45,180 - mmaction - INFO - Epoch [114][260/396] lr: 1.775e-01, eta: 1 day, 4:12:48, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4297, top5_acc: 0.6917, loss_cls: 2.4090, loss: 2.4090, grad_norm: 1.6006, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.8922, loss/aux0: 1.8922 2020-10-19 16:10:21,728 - mmaction - INFO - Epoch [114][280/396] lr: 1.775e-01, eta: 1 day, 4:11:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6885, loss_cls: 2.3840, loss: 2.3840, grad_norm: 1.6217, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8721, loss/aux0: 1.8721 2020-10-19 16:10:22,699 - mmaction - INFO - Epoch [114][280/396] lr: 1.775e-01, eta: 1 day, 4:12:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6885, loss_cls: 2.3840, loss: 2.3840, grad_norm: 1.6140, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8829, loss/aux0: 1.8829 2020-10-19 16:10:59,159 - mmaction - INFO - Epoch [114][300/396] lr: 1.775e-01, eta: 1 day, 4:11:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4312, top5_acc: 0.6971, loss_cls: 2.3484, loss: 2.3484, grad_norm: 1.6144, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7760, loss_cls/aux0: 1.9490, loss/aux0: 1.9490 2020-10-19 16:11:00,119 - mmaction - INFO - Epoch [114][300/396] lr: 1.775e-01, eta: 1 day, 4:11:40, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4312, top5_acc: 0.6971, loss_cls: 2.3484, loss: 2.3484, grad_norm: 1.6141, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9464, loss/aux0: 1.9464 2020-10-19 16:11:36,700 - mmaction - INFO - Epoch [114][320/396] lr: 1.775e-01, eta: 1 day, 4:10:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7044, loss_cls: 2.3388, loss: 2.3388, grad_norm: 1.5961, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9433, loss/aux0: 1.9433 2020-10-19 16:11:37,751 - mmaction - INFO - Epoch [114][320/396] lr: 1.775e-01, eta: 1 day, 4:11:05, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7044, loss_cls: 2.3388, loss: 2.3388, grad_norm: 1.6033, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9436, loss/aux0: 1.9436 2020-10-19 16:12:14,243 - mmaction - INFO - Epoch [114][340/396] lr: 1.775e-01, eta: 1 day, 4:10:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7091, loss_cls: 2.2778, loss: 2.2778, grad_norm: 1.6101, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9061, loss/aux0: 1.9061 2020-10-19 16:12:15,191 - mmaction - INFO - Epoch [114][340/396] lr: 1.775e-01, eta: 1 day, 4:10:31, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7091, loss_cls: 2.2778, loss: 2.2778, grad_norm: 1.6182, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9018, loss/aux0: 1.9018 2020-10-19 16:12:51,663 - mmaction - INFO - Epoch [114][360/396] lr: 1.775e-01, eta: 1 day, 4:09:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7008, loss_cls: 2.3438, loss: 2.3438, grad_norm: 1.5885, top1_acc/aux0: 0.5148, top5_acc/aux0: 0.7680, loss_cls/aux0: 1.9825, loss/aux0: 1.9825 2020-10-19 16:12:52,625 - mmaction - INFO - Epoch [114][360/396] lr: 1.775e-01, eta: 1 day, 4:09:57, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4458, top5_acc: 0.7008, loss_cls: 2.3438, loss: 2.3438, grad_norm: 1.5970, top1_acc/aux0: 0.5182, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9783, loss/aux0: 1.9783 2020-10-19 16:13:29,215 - mmaction - INFO - Epoch [114][380/396] lr: 1.775e-01, eta: 1 day, 4:08:59, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6995, loss_cls: 2.3273, loss: 2.3273, grad_norm: 1.6156, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7729, loss_cls/aux0: 1.9263, loss/aux0: 1.9263 2020-10-19 16:13:30,160 - mmaction - INFO - Epoch [114][380/396] lr: 1.775e-01, eta: 1 day, 4:09:23, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4409, top5_acc: 0.6995, loss_cls: 2.3273, loss: 2.3273, grad_norm: 1.6246, top1_acc/aux0: 0.5237, top5_acc/aux0: 0.7714, loss_cls/aux0: 1.9325, loss/aux0: 1.9325 2020-10-19 16:18:18,165 - mmaction - INFO - Epoch [115][20/396] lr: 1.756e-01, eta: 1 day, 4:07:20, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7182, loss_cls: 2.2608, loss: 2.2608, grad_norm: 1.5725, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7848, loss_cls/aux0: 1.8957, loss/aux0: 1.8957 2020-10-19 16:18:19,099 - mmaction - INFO - Epoch [115][20/396] lr: 1.756e-01, eta: 1 day, 4:07:44, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7182, loss_cls: 2.2608, loss: 2.2608, grad_norm: 1.5824, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9098, loss/aux0: 1.9098 2020-10-19 16:18:55,556 - mmaction - INFO - Epoch [115][40/396] lr: 1.756e-01, eta: 1 day, 4:06:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7117, loss_cls: 2.2895, loss: 2.2895, grad_norm: 1.6100, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9098, loss/aux0: 1.9098 2020-10-19 16:18:56,502 - mmaction - INFO - Epoch [115][40/396] lr: 1.756e-01, eta: 1 day, 4:07:09, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7117, loss_cls: 2.2895, loss: 2.2895, grad_norm: 1.6143, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7812, loss_cls/aux0: 1.9051, loss/aux0: 1.9051 2020-10-19 16:19:32,945 - mmaction - INFO - Epoch [115][60/396] lr: 1.756e-01, eta: 1 day, 4:06:12, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6940, loss_cls: 2.3615, loss: 2.3615, grad_norm: 1.5630, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9296, loss/aux0: 1.9296 2020-10-19 16:19:33,893 - mmaction - INFO - Epoch [115][60/396] lr: 1.756e-01, eta: 1 day, 4:06:35, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.4307, top5_acc: 0.6940, loss_cls: 2.3615, loss: 2.3615, grad_norm: 1.5610, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9218, loss/aux0: 1.9218 2020-10-19 16:20:10,249 - mmaction - INFO - Epoch [115][80/396] lr: 1.756e-01, eta: 1 day, 4:05:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4388, top5_acc: 0.7016, loss_cls: 2.3440, loss: 2.3440, grad_norm: 1.6024, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9428, loss/aux0: 1.9428 2020-10-19 16:20:11,222 - mmaction - INFO - Epoch [115][80/396] lr: 1.756e-01, eta: 1 day, 4:06:00, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4388, top5_acc: 0.7016, loss_cls: 2.3440, loss: 2.3440, grad_norm: 1.6008, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9405, loss/aux0: 1.9405 2020-10-19 16:20:47,758 - mmaction - INFO - Epoch [115][100/396] lr: 1.756e-01, eta: 1 day, 4:05:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4411, top5_acc: 0.6997, loss_cls: 2.3384, loss: 2.3384, grad_norm: 1.5845, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7698, loss_cls/aux0: 1.9529, loss/aux0: 1.9529 2020-10-19 16:20:48,728 - mmaction - INFO - Epoch [115][100/396] lr: 1.756e-01, eta: 1 day, 4:05:26, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4411, top5_acc: 0.6997, loss_cls: 2.3384, loss: 2.3384, grad_norm: 1.5892, top1_acc/aux0: 0.5219, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9498, loss/aux0: 1.9498 2020-10-19 16:21:25,078 - mmaction - INFO - Epoch [115][120/396] lr: 1.756e-01, eta: 1 day, 4:04:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4445, top5_acc: 0.7081, loss_cls: 2.3373, loss: 2.3373, grad_norm: 1.5899, top1_acc/aux0: 0.5250, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8916, loss/aux0: 1.8916 2020-10-19 16:21:26,042 - mmaction - INFO - Epoch [115][120/396] lr: 1.756e-01, eta: 1 day, 4:04:52, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4445, top5_acc: 0.7081, loss_cls: 2.3373, loss: 2.3373, grad_norm: 1.5951, top1_acc/aux0: 0.5253, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9059, loss/aux0: 1.9059 2020-10-19 16:22:02,642 - mmaction - INFO - Epoch [115][140/396] lr: 1.756e-01, eta: 1 day, 4:03:54, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4273, top5_acc: 0.7057, loss_cls: 2.3489, loss: 2.3489, grad_norm: 1.5893, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8875, loss/aux0: 1.8875 2020-10-19 16:22:03,597 - mmaction - INFO - Epoch [115][140/396] lr: 1.756e-01, eta: 1 day, 4:04:18, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4273, top5_acc: 0.7057, loss_cls: 2.3489, loss: 2.3489, grad_norm: 1.5921, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8711, loss/aux0: 1.8711 2020-10-19 16:22:40,241 - mmaction - INFO - Epoch [115][160/396] lr: 1.756e-01, eta: 1 day, 4:03:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7057, loss_cls: 2.3186, loss: 2.3186, grad_norm: 1.5911, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8875, loss/aux0: 1.8875 2020-10-19 16:22:41,243 - mmaction - INFO - Epoch [115][160/396] lr: 1.756e-01, eta: 1 day, 4:03:44, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7057, loss_cls: 2.3186, loss: 2.3186, grad_norm: 1.5903, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8888, loss/aux0: 1.8888 2020-10-19 16:23:17,870 - mmaction - INFO - Epoch [115][180/396] lr: 1.756e-01, eta: 1 day, 4:02:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.6893, loss_cls: 2.3523, loss: 2.3523, grad_norm: 1.6108, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9183, loss/aux0: 1.9183 2020-10-19 16:23:18,802 - mmaction - INFO - Epoch [115][180/396] lr: 1.756e-01, eta: 1 day, 4:03:10, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4448, top5_acc: 0.6893, loss_cls: 2.3523, loss: 2.3523, grad_norm: 1.6028, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9233, loss/aux0: 1.9233 2020-10-19 16:23:55,369 - mmaction - INFO - Epoch [115][200/396] lr: 1.756e-01, eta: 1 day, 4:02:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7112, loss_cls: 2.3105, loss: 2.3105, grad_norm: 1.5892, top1_acc/aux0: 0.5187, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9671, loss/aux0: 1.9671 2020-10-19 16:23:56,332 - mmaction - INFO - Epoch [115][200/396] lr: 1.756e-01, eta: 1 day, 4:02:35, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7112, loss_cls: 2.3105, loss: 2.3105, grad_norm: 1.5846, top1_acc/aux0: 0.5154, top5_acc/aux0: 0.7721, loss_cls/aux0: 1.9796, loss/aux0: 1.9796 2020-10-19 16:24:32,726 - mmaction - INFO - Epoch [115][220/396] lr: 1.756e-01, eta: 1 day, 4:01:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7057, loss_cls: 2.3297, loss: 2.3297, grad_norm: 1.5984, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9271, loss/aux0: 1.9271 2020-10-19 16:24:33,650 - mmaction - INFO - Epoch [115][220/396] lr: 1.756e-01, eta: 1 day, 4:02:01, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7057, loss_cls: 2.3297, loss: 2.3297, grad_norm: 1.5922, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9141, loss/aux0: 1.9141 2020-10-19 16:25:10,097 - mmaction - INFO - Epoch [115][240/396] lr: 1.756e-01, eta: 1 day, 4:01:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7062, loss_cls: 2.3098, loss: 2.3098, grad_norm: 1.5981, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7747, loss_cls/aux0: 1.9167, loss/aux0: 1.9167 2020-10-19 16:25:11,120 - mmaction - INFO - Epoch [115][240/396] lr: 1.756e-01, eta: 1 day, 4:01:27, time: 0.941, data_time: 0.007, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7062, loss_cls: 2.3098, loss: 2.3098, grad_norm: 1.6137, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9167, loss/aux0: 1.9167 2020-10-19 16:25:47,646 - mmaction - INFO - Epoch [115][260/396] lr: 1.756e-01, eta: 1 day, 4:00:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.6997, loss_cls: 2.3713, loss: 2.3713, grad_norm: 1.6323, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9183, loss/aux0: 1.9183 2020-10-19 16:25:48,625 - mmaction - INFO - Epoch [115][260/396] lr: 1.756e-01, eta: 1 day, 4:00:52, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4352, top5_acc: 0.6997, loss_cls: 2.3713, loss: 2.3713, grad_norm: 1.6326, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9235, loss/aux0: 1.9235 2020-10-19 16:26:24,960 - mmaction - INFO - Epoch [115][280/396] lr: 1.756e-01, eta: 1 day, 3:59:55, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7003, loss_cls: 2.3361, loss: 2.3361, grad_norm: 1.5984, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.8902, loss/aux0: 1.8902 2020-10-19 16:26:25,917 - mmaction - INFO - Epoch [115][280/396] lr: 1.756e-01, eta: 1 day, 4:00:18, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7003, loss_cls: 2.3361, loss: 2.3361, grad_norm: 1.6088, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9020, loss/aux0: 1.9020 2020-10-19 16:27:02,518 - mmaction - INFO - Epoch [115][300/396] lr: 1.756e-01, eta: 1 day, 3:59:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6971, loss_cls: 2.3607, loss: 2.3607, grad_norm: 1.5935, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8812, loss/aux0: 1.8812 2020-10-19 16:27:03,494 - mmaction - INFO - Epoch [115][300/396] lr: 1.756e-01, eta: 1 day, 3:59:44, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4289, top5_acc: 0.6971, loss_cls: 2.3607, loss: 2.3607, grad_norm: 1.6009, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8631, loss/aux0: 1.8631 2020-10-19 16:27:40,114 - mmaction - INFO - Epoch [115][320/396] lr: 1.756e-01, eta: 1 day, 3:58:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7076, loss_cls: 2.3225, loss: 2.3225, grad_norm: 1.5698, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9070, loss/aux0: 1.9070 2020-10-19 16:27:41,072 - mmaction - INFO - Epoch [115][320/396] lr: 1.756e-01, eta: 1 day, 3:59:09, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4536, top5_acc: 0.7076, loss_cls: 2.3225, loss: 2.3225, grad_norm: 1.5781, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9104, loss/aux0: 1.9104 2020-10-19 16:28:17,512 - mmaction - INFO - Epoch [115][340/396] lr: 1.756e-01, eta: 1 day, 3:58:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7036, loss_cls: 2.3521, loss: 2.3521, grad_norm: 1.6352, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9319, loss/aux0: 1.9319 2020-10-19 16:28:18,457 - mmaction - INFO - Epoch [115][340/396] lr: 1.756e-01, eta: 1 day, 3:58:35, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4424, top5_acc: 0.7036, loss_cls: 2.3521, loss: 2.3521, grad_norm: 1.6380, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7727, loss_cls/aux0: 1.9363, loss/aux0: 1.9363 2020-10-19 16:28:55,004 - mmaction - INFO - Epoch [115][360/396] lr: 1.756e-01, eta: 1 day, 3:57:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7112, loss_cls: 2.3223, loss: 2.3223, grad_norm: 1.5317, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7690, loss_cls/aux0: 1.9483, loss/aux0: 1.9483 2020-10-19 16:28:55,955 - mmaction - INFO - Epoch [115][360/396] lr: 1.756e-01, eta: 1 day, 3:58:01, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4414, top5_acc: 0.7112, loss_cls: 2.3223, loss: 2.3223, grad_norm: 1.5333, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9270, loss/aux0: 1.9270 2020-10-19 16:29:32,598 - mmaction - INFO - Epoch [115][380/396] lr: 1.756e-01, eta: 1 day, 3:57:04, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7122, loss_cls: 2.2992, loss: 2.2992, grad_norm: 1.6137, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9029, loss/aux0: 1.9029 2020-10-19 16:29:33,565 - mmaction - INFO - Epoch [115][380/396] lr: 1.756e-01, eta: 1 day, 3:57:27, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7122, loss_cls: 2.2992, loss: 2.2992, grad_norm: 1.6115, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9161, loss/aux0: 1.9161 2020-10-19 16:34:24,737 - mmaction - INFO - Epoch [116][20/396] lr: 1.738e-01, eta: 1 day, 3:55:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7232, loss_cls: 2.2954, loss: 2.2954, grad_norm: 1.6145, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7749, loss_cls/aux0: 1.9450, loss/aux0: 1.9450 2020-10-19 16:34:25,689 - mmaction - INFO - Epoch [116][20/396] lr: 1.738e-01, eta: 1 day, 3:55:48, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7232, loss_cls: 2.2954, loss: 2.2954, grad_norm: 1.6083, top1_acc/aux0: 0.5185, top5_acc/aux0: 0.7740, loss_cls/aux0: 1.9472, loss/aux0: 1.9472 2020-10-19 16:35:02,141 - mmaction - INFO - Epoch [116][40/396] lr: 1.738e-01, eta: 1 day, 3:54:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7133, loss_cls: 2.2866, loss: 2.2866, grad_norm: 1.6132, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.8908, loss/aux0: 1.8908 2020-10-19 16:35:03,091 - mmaction - INFO - Epoch [116][40/396] lr: 1.738e-01, eta: 1 day, 3:55:14, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7133, loss_cls: 2.2866, loss: 2.2866, grad_norm: 1.6218, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8891, loss/aux0: 1.8891 2020-10-19 16:35:39,589 - mmaction - INFO - Epoch [116][60/396] lr: 1.738e-01, eta: 1 day, 3:54:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7086, loss_cls: 2.2948, loss: 2.2948, grad_norm: 1.5990, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7758, loss_cls/aux0: 1.9664, loss/aux0: 1.9664 2020-10-19 16:35:40,551 - mmaction - INFO - Epoch [116][60/396] lr: 1.738e-01, eta: 1 day, 3:54:40, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7086, loss_cls: 2.2948, loss: 2.2948, grad_norm: 1.5988, top1_acc/aux0: 0.5224, top5_acc/aux0: 0.7768, loss_cls/aux0: 1.9559, loss/aux0: 1.9559 2020-10-19 16:36:17,246 - mmaction - INFO - Epoch [116][80/396] lr: 1.738e-01, eta: 1 day, 3:53:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4576, top5_acc: 0.7141, loss_cls: 2.3018, loss: 2.3018, grad_norm: 1.6330, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8495, loss/aux0: 1.8495 2020-10-19 16:36:18,224 - mmaction - INFO - Epoch [116][80/396] lr: 1.738e-01, eta: 1 day, 3:54:05, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4576, top5_acc: 0.7141, loss_cls: 2.3018, loss: 2.3018, grad_norm: 1.6420, top1_acc/aux0: 0.5258, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8565, loss/aux0: 1.8565 2020-10-19 16:36:54,599 - mmaction - INFO - Epoch [116][100/396] lr: 1.738e-01, eta: 1 day, 3:53:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4482, top5_acc: 0.6974, loss_cls: 2.3156, loss: 2.3156, grad_norm: 1.6069, top1_acc/aux0: 0.5221, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9137, loss/aux0: 1.9137 2020-10-19 16:36:55,618 - mmaction - INFO - Epoch [116][100/396] lr: 1.738e-01, eta: 1 day, 3:53:31, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4482, top5_acc: 0.6974, loss_cls: 2.3156, loss: 2.3156, grad_norm: 1.6013, top1_acc/aux0: 0.5208, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9258, loss/aux0: 1.9258 2020-10-19 16:37:32,159 - mmaction - INFO - Epoch [116][120/396] lr: 1.738e-01, eta: 1 day, 3:52:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7112, loss_cls: 2.3060, loss: 2.3060, grad_norm: 1.5911, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.9006, loss/aux0: 1.9006 2020-10-19 16:37:33,124 - mmaction - INFO - Epoch [116][120/396] lr: 1.738e-01, eta: 1 day, 3:52:57, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7112, loss_cls: 2.3060, loss: 2.3060, grad_norm: 1.5909, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8873, loss/aux0: 1.8873 2020-10-19 16:38:09,675 - mmaction - INFO - Epoch [116][140/396] lr: 1.738e-01, eta: 1 day, 3:52:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6914, loss_cls: 2.3922, loss: 2.3922, grad_norm: 1.6234, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9586, loss/aux0: 1.9586 2020-10-19 16:38:10,631 - mmaction - INFO - Epoch [116][140/396] lr: 1.738e-01, eta: 1 day, 3:52:23, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4313, top5_acc: 0.6914, loss_cls: 2.3922, loss: 2.3922, grad_norm: 1.6148, top1_acc/aux0: 0.5216, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9668, loss/aux0: 1.9668 2020-10-19 16:38:47,299 - mmaction - INFO - Epoch [116][160/396] lr: 1.738e-01, eta: 1 day, 3:51:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7091, loss_cls: 2.3104, loss: 2.3104, grad_norm: 1.6377, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.9106, loss/aux0: 1.9106 2020-10-19 16:38:48,246 - mmaction - INFO - Epoch [116][160/396] lr: 1.738e-01, eta: 1 day, 3:51:48, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7091, loss_cls: 2.3104, loss: 2.3104, grad_norm: 1.6363, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.9045, loss/aux0: 1.9045 2020-10-19 16:39:24,775 - mmaction - INFO - Epoch [116][180/396] lr: 1.738e-01, eta: 1 day, 3:50:51, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7062, loss_cls: 2.3071, loss: 2.3071, grad_norm: 1.6135, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9174, loss/aux0: 1.9174 2020-10-19 16:39:25,760 - mmaction - INFO - Epoch [116][180/396] lr: 1.738e-01, eta: 1 day, 3:51:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7062, loss_cls: 2.3071, loss: 2.3071, grad_norm: 1.6116, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.9126, loss/aux0: 1.9126 2020-10-19 16:40:02,255 - mmaction - INFO - Epoch [116][200/396] lr: 1.738e-01, eta: 1 day, 3:50:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7073, loss_cls: 2.3465, loss: 2.3465, grad_norm: 1.6281, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8560, loss/aux0: 1.8560 2020-10-19 16:40:03,264 - mmaction - INFO - Epoch [116][200/396] lr: 1.738e-01, eta: 1 day, 3:50:40, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4307, top5_acc: 0.7073, loss_cls: 2.3465, loss: 2.3465, grad_norm: 1.6305, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8500, loss/aux0: 1.8500 2020-10-19 16:40:39,853 - mmaction - INFO - Epoch [116][220/396] lr: 1.738e-01, eta: 1 day, 3:49:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7081, loss_cls: 2.3331, loss: 2.3331, grad_norm: 1.6157, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8412, loss/aux0: 1.8412 2020-10-19 16:40:40,817 - mmaction - INFO - Epoch [116][220/396] lr: 1.738e-01, eta: 1 day, 3:50:06, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4419, top5_acc: 0.7081, loss_cls: 2.3331, loss: 2.3331, grad_norm: 1.6191, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8432, loss/aux0: 1.8432 2020-10-19 16:41:17,482 - mmaction - INFO - Epoch [116][240/396] lr: 1.738e-01, eta: 1 day, 3:49:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7122, loss_cls: 2.2871, loss: 2.2871, grad_norm: 1.6151, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8667, loss/aux0: 1.8667 2020-10-19 16:41:18,408 - mmaction - INFO - Epoch [116][240/396] lr: 1.738e-01, eta: 1 day, 3:49:31, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4401, top5_acc: 0.7122, loss_cls: 2.2871, loss: 2.2871, grad_norm: 1.6138, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8757, loss/aux0: 1.8757 2020-10-19 16:41:54,980 - mmaction - INFO - Epoch [116][260/396] lr: 1.738e-01, eta: 1 day, 3:48:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7057, loss_cls: 2.2927, loss: 2.2927, grad_norm: 1.5865, top1_acc/aux0: 0.5146, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9570, loss/aux0: 1.9570 2020-10-19 16:41:55,923 - mmaction - INFO - Epoch [116][260/396] lr: 1.738e-01, eta: 1 day, 3:48:57, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7057, loss_cls: 2.2927, loss: 2.2927, grad_norm: 1.5893, top1_acc/aux0: 0.5161, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9628, loss/aux0: 1.9628 2020-10-19 16:42:32,467 - mmaction - INFO - Epoch [116][280/396] lr: 1.738e-01, eta: 1 day, 3:48:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6922, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.6346, top1_acc/aux0: 0.5211, top5_acc/aux0: 0.7753, loss_cls/aux0: 1.9636, loss/aux0: 1.9636 2020-10-19 16:42:33,431 - mmaction - INFO - Epoch [116][280/396] lr: 1.738e-01, eta: 1 day, 3:48:23, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4281, top5_acc: 0.6922, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.6303, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7779, loss_cls/aux0: 1.9560, loss/aux0: 1.9560 2020-10-19 16:43:10,064 - mmaction - INFO - Epoch [116][300/396] lr: 1.738e-01, eta: 1 day, 3:47:26, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7091, loss_cls: 2.2938, loss: 2.2938, grad_norm: 1.5847, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8912, loss/aux0: 1.8912 2020-10-19 16:43:11,037 - mmaction - INFO - Epoch [116][300/396] lr: 1.738e-01, eta: 1 day, 3:47:48, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7091, loss_cls: 2.2938, loss: 2.2938, grad_norm: 1.5839, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8830, loss/aux0: 1.8830 2020-10-19 16:43:47,647 - mmaction - INFO - Epoch [116][320/396] lr: 1.738e-01, eta: 1 day, 3:46:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7016, loss_cls: 2.3418, loss: 2.3418, grad_norm: 1.6242, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.9027, loss/aux0: 1.9027 2020-10-19 16:43:48,614 - mmaction - INFO - Epoch [116][320/396] lr: 1.738e-01, eta: 1 day, 3:47:14, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4352, top5_acc: 0.7016, loss_cls: 2.3418, loss: 2.3418, grad_norm: 1.6210, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.9041, loss/aux0: 1.9041 2020-10-19 16:44:25,238 - mmaction - INFO - Epoch [116][340/396] lr: 1.738e-01, eta: 1 day, 3:46:17, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7047, loss_cls: 2.3533, loss: 2.3533, grad_norm: 1.6072, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8715, loss/aux0: 1.8715 2020-10-19 16:44:26,209 - mmaction - INFO - Epoch [116][340/396] lr: 1.738e-01, eta: 1 day, 3:46:40, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4383, top5_acc: 0.7047, loss_cls: 2.3533, loss: 2.3533, grad_norm: 1.6032, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8770, loss/aux0: 1.8770 2020-10-19 16:45:02,733 - mmaction - INFO - Epoch [116][360/396] lr: 1.738e-01, eta: 1 day, 3:45:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7104, loss_cls: 2.2481, loss: 2.2481, grad_norm: 1.6037, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8669, loss/aux0: 1.8669 2020-10-19 16:45:03,706 - mmaction - INFO - Epoch [116][360/396] lr: 1.738e-01, eta: 1 day, 3:46:06, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7104, loss_cls: 2.2481, loss: 2.2481, grad_norm: 1.6053, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8844, loss/aux0: 1.8844 2020-10-19 16:45:40,247 - mmaction - INFO - Epoch [116][380/396] lr: 1.738e-01, eta: 1 day, 3:45:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7010, loss_cls: 2.3737, loss: 2.3737, grad_norm: 1.6118, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9504, loss/aux0: 1.9504 2020-10-19 16:45:41,214 - mmaction - INFO - Epoch [116][380/396] lr: 1.738e-01, eta: 1 day, 3:45:32, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4320, top5_acc: 0.7010, loss_cls: 2.3737, loss: 2.3737, grad_norm: 1.6171, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.9446, loss/aux0: 1.9446 2020-10-19 16:50:08,996 - mmaction - INFO - Epoch [117][20/396] lr: 1.720e-01, eta: 1 day, 3:43:31, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7172, loss_cls: 2.2613, loss: 2.2613, grad_norm: 1.6014, top1_acc/aux0: 0.5285, top5_acc/aux0: 0.7766, loss_cls/aux0: 1.9372, loss/aux0: 1.9372 2020-10-19 16:50:09,941 - mmaction - INFO - Epoch [117][20/396] lr: 1.720e-01, eta: 1 day, 3:43:53, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.4573, top5_acc: 0.7172, loss_cls: 2.2613, loss: 2.2613, grad_norm: 1.5925, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7771, loss_cls/aux0: 1.9308, loss/aux0: 1.9308 2020-10-19 16:50:46,491 - mmaction - INFO - Epoch [117][40/396] lr: 1.720e-01, eta: 1 day, 3:42:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7185, loss_cls: 2.2848, loss: 2.2848, grad_norm: 1.6506, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8970, loss/aux0: 1.8970 2020-10-19 16:50:47,457 - mmaction - INFO - Epoch [117][40/396] lr: 1.720e-01, eta: 1 day, 3:43:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4469, top5_acc: 0.7185, loss_cls: 2.2848, loss: 2.2848, grad_norm: 1.6479, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9092, loss/aux0: 1.9092 2020-10-19 16:51:23,962 - mmaction - INFO - Epoch [117][60/396] lr: 1.720e-01, eta: 1 day, 3:42:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7099, loss_cls: 2.3021, loss: 2.3021, grad_norm: 1.6097, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9213, loss/aux0: 1.9213 2020-10-19 16:51:24,913 - mmaction - INFO - Epoch [117][60/396] lr: 1.720e-01, eta: 1 day, 3:42:45, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7099, loss_cls: 2.3021, loss: 2.3021, grad_norm: 1.6091, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9233, loss/aux0: 1.9233 2020-10-19 16:52:01,457 - mmaction - INFO - Epoch [117][80/396] lr: 1.720e-01, eta: 1 day, 3:41:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4471, top5_acc: 0.6992, loss_cls: 2.3155, loss: 2.3155, grad_norm: 1.6306, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9430, loss/aux0: 1.9430 2020-10-19 16:52:02,402 - mmaction - INFO - Epoch [117][80/396] lr: 1.720e-01, eta: 1 day, 3:42:10, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4471, top5_acc: 0.6992, loss_cls: 2.3155, loss: 2.3155, grad_norm: 1.6278, top1_acc/aux0: 0.5271, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9342, loss/aux0: 1.9342 2020-10-19 16:52:38,664 - mmaction - INFO - Epoch [117][100/396] lr: 1.720e-01, eta: 1 day, 3:41:14, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7156, loss_cls: 2.2584, loss: 2.2584, grad_norm: 1.5520, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8614, loss/aux0: 1.8614 2020-10-19 16:52:39,610 - mmaction - INFO - Epoch [117][100/396] lr: 1.720e-01, eta: 1 day, 3:41:36, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7156, loss_cls: 2.2584, loss: 2.2584, grad_norm: 1.5473, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8541, loss/aux0: 1.8541 2020-10-19 16:53:16,265 - mmaction - INFO - Epoch [117][120/396] lr: 1.720e-01, eta: 1 day, 3:40:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6917, loss_cls: 2.4051, loss: 2.4051, grad_norm: 1.6093, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8718, loss/aux0: 1.8718 2020-10-19 16:53:17,225 - mmaction - INFO - Epoch [117][120/396] lr: 1.720e-01, eta: 1 day, 3:41:02, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4328, top5_acc: 0.6917, loss_cls: 2.4051, loss: 2.4051, grad_norm: 1.6042, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8817, loss/aux0: 1.8817 2020-10-19 16:53:53,785 - mmaction - INFO - Epoch [117][140/396] lr: 1.720e-01, eta: 1 day, 3:40:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.6992, loss_cls: 2.3436, loss: 2.3436, grad_norm: 1.6174, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9071, loss/aux0: 1.9071 2020-10-19 16:53:54,755 - mmaction - INFO - Epoch [117][140/396] lr: 1.720e-01, eta: 1 day, 3:40:28, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4396, top5_acc: 0.6992, loss_cls: 2.3436, loss: 2.3436, grad_norm: 1.6257, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9154, loss/aux0: 1.9154 2020-10-19 16:54:31,338 - mmaction - INFO - Epoch [117][160/396] lr: 1.720e-01, eta: 1 day, 3:39:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7224, loss_cls: 2.2272, loss: 2.2272, grad_norm: 1.6221, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9059, loss/aux0: 1.9059 2020-10-19 16:54:32,278 - mmaction - INFO - Epoch [117][160/396] lr: 1.720e-01, eta: 1 day, 3:39:53, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7224, loss_cls: 2.2272, loss: 2.2272, grad_norm: 1.6165, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8942, loss/aux0: 1.8942 2020-10-19 16:55:08,906 - mmaction - INFO - Epoch [117][180/396] lr: 1.720e-01, eta: 1 day, 3:38:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4487, top5_acc: 0.7070, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.6236, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9003, loss/aux0: 1.9003 2020-10-19 16:55:09,872 - mmaction - INFO - Epoch [117][180/396] lr: 1.720e-01, eta: 1 day, 3:39:19, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4487, top5_acc: 0.7070, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.6162, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8900, loss/aux0: 1.8900 2020-10-19 16:55:46,485 - mmaction - INFO - Epoch [117][200/396] lr: 1.720e-01, eta: 1 day, 3:38:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7143, loss_cls: 2.3085, loss: 2.3085, grad_norm: 1.6293, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8626, loss/aux0: 1.8626 2020-10-19 16:55:47,445 - mmaction - INFO - Epoch [117][200/396] lr: 1.720e-01, eta: 1 day, 3:38:45, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7143, loss_cls: 2.3085, loss: 2.3085, grad_norm: 1.6224, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8666, loss/aux0: 1.8666 2020-10-19 16:56:24,056 - mmaction - INFO - Epoch [117][220/396] lr: 1.720e-01, eta: 1 day, 3:37:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7086, loss_cls: 2.3312, loss: 2.3312, grad_norm: 1.6554, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9076, loss/aux0: 1.9076 2020-10-19 16:56:25,014 - mmaction - INFO - Epoch [117][220/396] lr: 1.720e-01, eta: 1 day, 3:38:11, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4409, top5_acc: 0.7086, loss_cls: 2.3312, loss: 2.3312, grad_norm: 1.6630, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9070, loss/aux0: 1.9070 2020-10-19 16:57:01,436 - mmaction - INFO - Epoch [117][240/396] lr: 1.720e-01, eta: 1 day, 3:37:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4336, top5_acc: 0.7133, loss_cls: 2.3199, loss: 2.3199, grad_norm: 1.6390, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8748, loss/aux0: 1.8748 2020-10-19 16:57:02,403 - mmaction - INFO - Epoch [117][240/396] lr: 1.720e-01, eta: 1 day, 3:37:36, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4336, top5_acc: 0.7133, loss_cls: 2.3199, loss: 2.3199, grad_norm: 1.6293, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8619, loss/aux0: 1.8619 2020-10-19 16:57:38,926 - mmaction - INFO - Epoch [117][260/396] lr: 1.720e-01, eta: 1 day, 3:36:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7034, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.6070, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7786, loss_cls/aux0: 1.9274, loss/aux0: 1.9274 2020-10-19 16:57:39,891 - mmaction - INFO - Epoch [117][260/396] lr: 1.720e-01, eta: 1 day, 3:37:02, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7034, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.6101, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7734, loss_cls/aux0: 1.9545, loss/aux0: 1.9545 2020-10-19 16:58:16,591 - mmaction - INFO - Epoch [117][280/396] lr: 1.720e-01, eta: 1 day, 3:36:05, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4299, top5_acc: 0.6977, loss_cls: 2.3645, loss: 2.3645, grad_norm: 1.6325, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8804, loss/aux0: 1.8804 2020-10-19 16:58:17,565 - mmaction - INFO - Epoch [117][280/396] lr: 1.720e-01, eta: 1 day, 3:36:28, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4299, top5_acc: 0.6977, loss_cls: 2.3645, loss: 2.3645, grad_norm: 1.6395, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8870, loss/aux0: 1.8870 2020-10-19 16:58:54,175 - mmaction - INFO - Epoch [117][300/396] lr: 1.720e-01, eta: 1 day, 3:35:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7060, loss_cls: 2.3393, loss: 2.3393, grad_norm: 1.5751, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7763, loss_cls/aux0: 1.9199, loss/aux0: 1.9199 2020-10-19 16:58:55,143 - mmaction - INFO - Epoch [117][300/396] lr: 1.720e-01, eta: 1 day, 3:35:54, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7060, loss_cls: 2.3393, loss: 2.3393, grad_norm: 1.5810, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9063, loss/aux0: 1.9063 2020-10-19 16:59:31,874 - mmaction - INFO - Epoch [117][320/396] lr: 1.720e-01, eta: 1 day, 3:34:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7148, loss_cls: 2.2720, loss: 2.2720, grad_norm: 1.5712, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8809, loss/aux0: 1.8809 2020-10-19 16:59:32,847 - mmaction - INFO - Epoch [117][320/396] lr: 1.720e-01, eta: 1 day, 3:35:20, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7148, loss_cls: 2.2720, loss: 2.2720, grad_norm: 1.5702, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.8717, loss/aux0: 1.8717 2020-10-19 17:00:09,585 - mmaction - INFO - Epoch [117][340/396] lr: 1.720e-01, eta: 1 day, 3:34:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7104, loss_cls: 2.3136, loss: 2.3136, grad_norm: 1.5887, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8947, loss/aux0: 1.8947 2020-10-19 17:00:10,548 - mmaction - INFO - Epoch [117][340/396] lr: 1.720e-01, eta: 1 day, 3:34:46, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7104, loss_cls: 2.3136, loss: 2.3136, grad_norm: 1.5868, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9043, loss/aux0: 1.9043 2020-10-19 17:00:47,064 - mmaction - INFO - Epoch [117][360/396] lr: 1.720e-01, eta: 1 day, 3:33:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4440, top5_acc: 0.6956, loss_cls: 2.3378, loss: 2.3378, grad_norm: 1.5969, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7755, loss_cls/aux0: 1.9211, loss/aux0: 1.9211 2020-10-19 17:00:48,016 - mmaction - INFO - Epoch [117][360/396] lr: 1.720e-01, eta: 1 day, 3:34:11, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4440, top5_acc: 0.6956, loss_cls: 2.3378, loss: 2.3378, grad_norm: 1.5938, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7732, loss_cls/aux0: 1.9308, loss/aux0: 1.9308 2020-10-19 17:01:24,523 - mmaction - INFO - Epoch [117][380/396] lr: 1.720e-01, eta: 1 day, 3:33:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6984, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.6451, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8803, loss/aux0: 1.8803 2020-10-19 17:01:25,470 - mmaction - INFO - Epoch [117][380/396] lr: 1.720e-01, eta: 1 day, 3:33:37, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6984, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.6326, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8748, loss/aux0: 1.8748 2020-10-19 17:05:51,989 - mmaction - INFO - Epoch [118][20/396] lr: 1.702e-01, eta: 1 day, 3:31:37, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7065, loss_cls: 2.3162, loss: 2.3162, grad_norm: 1.6387, top1_acc/aux0: 0.5304, top5_acc/aux0: 0.7840, loss_cls/aux0: 1.8981, loss/aux0: 1.8981 2020-10-19 17:05:52,956 - mmaction - INFO - Epoch [118][20/396] lr: 1.702e-01, eta: 1 day, 3:31:59, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4357, top5_acc: 0.7065, loss_cls: 2.3162, loss: 2.3162, grad_norm: 1.6386, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8927, loss/aux0: 1.8927 2020-10-19 17:06:29,409 - mmaction - INFO - Epoch [118][40/396] lr: 1.702e-01, eta: 1 day, 3:31:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4388, top5_acc: 0.7102, loss_cls: 2.3349, loss: 2.3349, grad_norm: 1.6017, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7706, loss_cls/aux0: 1.9135, loss/aux0: 1.9135 2020-10-19 17:06:30,344 - mmaction - INFO - Epoch [118][40/396] lr: 1.702e-01, eta: 1 day, 3:31:25, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4388, top5_acc: 0.7102, loss_cls: 2.3349, loss: 2.3349, grad_norm: 1.5965, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9155, loss/aux0: 1.9155 2020-10-19 17:07:06,850 - mmaction - INFO - Epoch [118][60/396] lr: 1.702e-01, eta: 1 day, 3:30:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7060, loss_cls: 2.2984, loss: 2.2984, grad_norm: 1.6614, top1_acc/aux0: 0.5195, top5_acc/aux0: 0.7688, loss_cls/aux0: 1.9449, loss/aux0: 1.9449 2020-10-19 17:07:07,803 - mmaction - INFO - Epoch [118][60/396] lr: 1.702e-01, eta: 1 day, 3:30:51, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7060, loss_cls: 2.2984, loss: 2.2984, grad_norm: 1.6538, top1_acc/aux0: 0.5169, top5_acc/aux0: 0.7672, loss_cls/aux0: 1.9563, loss/aux0: 1.9563 2020-10-19 17:07:44,458 - mmaction - INFO - Epoch [118][80/396] lr: 1.702e-01, eta: 1 day, 3:29:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7120, loss_cls: 2.2987, loss: 2.2987, grad_norm: 1.6305, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.9421, loss/aux0: 1.9421 2020-10-19 17:07:45,399 - mmaction - INFO - Epoch [118][80/396] lr: 1.702e-01, eta: 1 day, 3:30:16, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4362, top5_acc: 0.7120, loss_cls: 2.2987, loss: 2.2987, grad_norm: 1.6353, top1_acc/aux0: 0.5130, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9307, loss/aux0: 1.9307 2020-10-19 17:08:21,940 - mmaction - INFO - Epoch [118][100/396] lr: 1.702e-01, eta: 1 day, 3:29:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7138, loss_cls: 2.2605, loss: 2.2605, grad_norm: 1.6459, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8860, loss/aux0: 1.8860 2020-10-19 17:08:22,894 - mmaction - INFO - Epoch [118][100/396] lr: 1.702e-01, eta: 1 day, 3:29:42, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4432, top5_acc: 0.7138, loss_cls: 2.2605, loss: 2.2605, grad_norm: 1.6462, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8980, loss/aux0: 1.8980 2020-10-19 17:08:59,524 - mmaction - INFO - Epoch [118][120/396] lr: 1.702e-01, eta: 1 day, 3:28:46, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4445, top5_acc: 0.7034, loss_cls: 2.3116, loss: 2.3116, grad_norm: 1.6348, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9163, loss/aux0: 1.9163 2020-10-19 17:09:00,482 - mmaction - INFO - Epoch [118][120/396] lr: 1.702e-01, eta: 1 day, 3:29:08, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4445, top5_acc: 0.7034, loss_cls: 2.3116, loss: 2.3116, grad_norm: 1.6367, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9039, loss/aux0: 1.9039 2020-10-19 17:09:37,114 - mmaction - INFO - Epoch [118][140/396] lr: 1.702e-01, eta: 1 day, 3:28:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7055, loss_cls: 2.2990, loss: 2.2990, grad_norm: 1.6378, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9140, loss/aux0: 1.9140 2020-10-19 17:09:38,078 - mmaction - INFO - Epoch [118][140/396] lr: 1.702e-01, eta: 1 day, 3:28:34, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7055, loss_cls: 2.2990, loss: 2.2990, grad_norm: 1.6418, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9175, loss/aux0: 1.9175 2020-10-19 17:10:14,725 - mmaction - INFO - Epoch [118][160/396] lr: 1.702e-01, eta: 1 day, 3:27:38, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7120, loss_cls: 2.2876, loss: 2.2876, grad_norm: 1.6148, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8504, loss/aux0: 1.8504 2020-10-19 17:10:15,749 - mmaction - INFO - Epoch [118][160/396] lr: 1.702e-01, eta: 1 day, 3:28:00, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7120, loss_cls: 2.2876, loss: 2.2876, grad_norm: 1.6180, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8512, loss/aux0: 1.8512 2020-10-19 17:10:52,321 - mmaction - INFO - Epoch [118][180/396] lr: 1.702e-01, eta: 1 day, 3:27:04, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7044, loss_cls: 2.3252, loss: 2.3252, grad_norm: 1.6178, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8836, loss/aux0: 1.8836 2020-10-19 17:10:53,245 - mmaction - INFO - Epoch [118][180/396] lr: 1.702e-01, eta: 1 day, 3:27:26, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7044, loss_cls: 2.3252, loss: 2.3252, grad_norm: 1.6155, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8785, loss/aux0: 1.8785 2020-10-19 17:11:29,846 - mmaction - INFO - Epoch [118][200/396] lr: 1.702e-01, eta: 1 day, 3:26:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7057, loss_cls: 2.3075, loss: 2.3075, grad_norm: 1.6501, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9057, loss/aux0: 1.9057 2020-10-19 17:11:30,809 - mmaction - INFO - Epoch [118][200/396] lr: 1.702e-01, eta: 1 day, 3:26:51, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7057, loss_cls: 2.3075, loss: 2.3075, grad_norm: 1.6482, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.9127, loss/aux0: 1.9127 2020-10-19 17:12:07,328 - mmaction - INFO - Epoch [118][220/396] lr: 1.702e-01, eta: 1 day, 3:25:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7021, loss_cls: 2.3205, loss: 2.3205, grad_norm: 1.6060, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8284, loss/aux0: 1.8284 2020-10-19 17:12:08,289 - mmaction - INFO - Epoch [118][220/396] lr: 1.702e-01, eta: 1 day, 3:26:17, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7021, loss_cls: 2.3205, loss: 2.3205, grad_norm: 1.6128, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8296, loss/aux0: 1.8296 2020-10-19 17:12:44,765 - mmaction - INFO - Epoch [118][240/396] lr: 1.702e-01, eta: 1 day, 3:25:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7063, loss_cls: 2.3022, loss: 2.3022, grad_norm: 1.6044, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8601, loss/aux0: 1.8601 2020-10-19 17:12:45,725 - mmaction - INFO - Epoch [118][240/396] lr: 1.702e-01, eta: 1 day, 3:25:42, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7063, loss_cls: 2.3022, loss: 2.3022, grad_norm: 1.6033, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8461, loss/aux0: 1.8461 2020-10-19 17:13:22,350 - mmaction - INFO - Epoch [118][260/396] lr: 1.702e-01, eta: 1 day, 3:24:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7073, loss_cls: 2.2953, loss: 2.2953, grad_norm: 1.6357, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8988, loss/aux0: 1.8988 2020-10-19 17:13:23,322 - mmaction - INFO - Epoch [118][260/396] lr: 1.702e-01, eta: 1 day, 3:25:08, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7073, loss_cls: 2.2953, loss: 2.2953, grad_norm: 1.6298, top1_acc/aux0: 0.5245, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.9121, loss/aux0: 1.9121 2020-10-19 17:13:59,859 - mmaction - INFO - Epoch [118][280/396] lr: 1.702e-01, eta: 1 day, 3:24:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7128, loss_cls: 2.3087, loss: 2.3087, grad_norm: 1.6682, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8966, loss/aux0: 1.8966 2020-10-19 17:14:00,815 - mmaction - INFO - Epoch [118][280/396] lr: 1.702e-01, eta: 1 day, 3:24:34, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4448, top5_acc: 0.7128, loss_cls: 2.3087, loss: 2.3087, grad_norm: 1.6603, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8905, loss/aux0: 1.8905 2020-10-19 17:14:37,370 - mmaction - INFO - Epoch [118][300/396] lr: 1.702e-01, eta: 1 day, 3:23:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4344, top5_acc: 0.7029, loss_cls: 2.3270, loss: 2.3270, grad_norm: 1.6222, top1_acc/aux0: 0.5206, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9593, loss/aux0: 1.9593 2020-10-19 17:14:38,396 - mmaction - INFO - Epoch [118][300/396] lr: 1.702e-01, eta: 1 day, 3:24:00, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4344, top5_acc: 0.7029, loss_cls: 2.3270, loss: 2.3270, grad_norm: 1.6184, top1_acc/aux0: 0.5227, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9605, loss/aux0: 1.9605 2020-10-19 17:15:15,009 - mmaction - INFO - Epoch [118][320/396] lr: 1.702e-01, eta: 1 day, 3:23:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4396, top5_acc: 0.6997, loss_cls: 2.3529, loss: 2.3529, grad_norm: 1.6315, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8663, loss/aux0: 1.8663 2020-10-19 17:15:15,949 - mmaction - INFO - Epoch [118][320/396] lr: 1.702e-01, eta: 1 day, 3:23:26, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4396, top5_acc: 0.6997, loss_cls: 2.3529, loss: 2.3529, grad_norm: 1.6303, top1_acc/aux0: 0.5292, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8703, loss/aux0: 1.8703 2020-10-19 17:15:52,320 - mmaction - INFO - Epoch [118][340/396] lr: 1.702e-01, eta: 1 day, 3:22:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7099, loss_cls: 2.3125, loss: 2.3125, grad_norm: 1.6513, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.9235, loss/aux0: 1.9235 2020-10-19 17:15:53,261 - mmaction - INFO - Epoch [118][340/396] lr: 1.702e-01, eta: 1 day, 3:22:51, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4505, top5_acc: 0.7099, loss_cls: 2.3125, loss: 2.3125, grad_norm: 1.6453, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.9143, loss/aux0: 1.9143 2020-10-19 17:16:29,824 - mmaction - INFO - Epoch [118][360/396] lr: 1.702e-01, eta: 1 day, 3:21:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6966, loss_cls: 2.3504, loss: 2.3504, grad_norm: 1.5893, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8772, loss/aux0: 1.8772 2020-10-19 17:16:30,774 - mmaction - INFO - Epoch [118][360/396] lr: 1.702e-01, eta: 1 day, 3:22:17, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4401, top5_acc: 0.6966, loss_cls: 2.3504, loss: 2.3504, grad_norm: 1.5926, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8806, loss/aux0: 1.8806 2020-10-19 17:17:07,445 - mmaction - INFO - Epoch [118][380/396] lr: 1.702e-01, eta: 1 day, 3:21:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7187, loss_cls: 2.2438, loss: 2.2438, grad_norm: 1.6667, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9268, loss/aux0: 1.9268 2020-10-19 17:17:08,391 - mmaction - INFO - Epoch [118][380/396] lr: 1.702e-01, eta: 1 day, 3:21:43, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7187, loss_cls: 2.2438, loss: 2.2438, grad_norm: 1.6550, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.9207, loss/aux0: 1.9207 2020-10-19 17:21:39,134 - mmaction - INFO - Epoch [119][20/396] lr: 1.684e-01, eta: 1 day, 3:19:44, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7042, loss_cls: 2.3244, loss: 2.3244, grad_norm: 1.6484, top1_acc/aux0: 0.5387, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8981, loss/aux0: 1.8981 2020-10-19 17:21:40,102 - mmaction - INFO - Epoch [119][20/396] lr: 1.684e-01, eta: 1 day, 3:20:05, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7042, loss_cls: 2.3244, loss: 2.3244, grad_norm: 1.6417, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8989, loss/aux0: 1.8989 2020-10-19 17:22:16,472 - mmaction - INFO - Epoch [119][40/396] lr: 1.684e-01, eta: 1 day, 3:19:09, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4432, top5_acc: 0.6984, loss_cls: 2.3101, loss: 2.3101, grad_norm: 1.6182, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8617, loss/aux0: 1.8617 2020-10-19 17:22:17,401 - mmaction - INFO - Epoch [119][40/396] lr: 1.684e-01, eta: 1 day, 3:19:31, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4432, top5_acc: 0.6984, loss_cls: 2.3101, loss: 2.3101, grad_norm: 1.6143, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8612, loss/aux0: 1.8612 2020-10-19 17:22:53,884 - mmaction - INFO - Epoch [119][60/396] lr: 1.684e-01, eta: 1 day, 3:18:34, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7078, loss_cls: 2.2772, loss: 2.2772, grad_norm: 1.6334, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.9069, loss/aux0: 1.9069 2020-10-19 17:22:54,845 - mmaction - INFO - Epoch [119][60/396] lr: 1.684e-01, eta: 1 day, 3:18:56, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4391, top5_acc: 0.7078, loss_cls: 2.2772, loss: 2.2772, grad_norm: 1.6388, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.9024, loss/aux0: 1.9024 2020-10-19 17:23:31,435 - mmaction - INFO - Epoch [119][80/396] lr: 1.684e-01, eta: 1 day, 3:18:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7057, loss_cls: 2.2713, loss: 2.2713, grad_norm: 1.6646, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.9009, loss/aux0: 1.9009 2020-10-19 17:23:32,373 - mmaction - INFO - Epoch [119][80/396] lr: 1.684e-01, eta: 1 day, 3:18:22, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7057, loss_cls: 2.2713, loss: 2.2713, grad_norm: 1.6704, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.9142, loss/aux0: 1.9142 2020-10-19 17:24:08,681 - mmaction - INFO - Epoch [119][100/396] lr: 1.684e-01, eta: 1 day, 3:17:26, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.7094, loss_cls: 2.3448, loss: 2.3448, grad_norm: 1.6037, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.8976, loss/aux0: 1.8976 2020-10-19 17:24:09,706 - mmaction - INFO - Epoch [119][100/396] lr: 1.684e-01, eta: 1 day, 3:17:48, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4372, top5_acc: 0.7094, loss_cls: 2.3448, loss: 2.3448, grad_norm: 1.6014, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8787, loss/aux0: 1.8787 2020-10-19 17:24:46,207 - mmaction - INFO - Epoch [119][120/396] lr: 1.684e-01, eta: 1 day, 3:16:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7081, loss_cls: 2.2906, loss: 2.2906, grad_norm: 1.6467, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.8077, loss/aux0: 1.8077 2020-10-19 17:24:47,174 - mmaction - INFO - Epoch [119][120/396] lr: 1.684e-01, eta: 1 day, 3:17:13, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7081, loss_cls: 2.2906, loss: 2.2906, grad_norm: 1.6473, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8171, loss/aux0: 1.8171 2020-10-19 17:25:23,669 - mmaction - INFO - Epoch [119][140/396] lr: 1.684e-01, eta: 1 day, 3:16:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7115, loss_cls: 2.2900, loss: 2.2900, grad_norm: 1.6181, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8747, loss/aux0: 1.8747 2020-10-19 17:25:24,623 - mmaction - INFO - Epoch [119][140/396] lr: 1.684e-01, eta: 1 day, 3:16:39, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4464, top5_acc: 0.7115, loss_cls: 2.2900, loss: 2.2900, grad_norm: 1.6224, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8794, loss/aux0: 1.8794 2020-10-19 17:26:01,220 - mmaction - INFO - Epoch [119][160/396] lr: 1.684e-01, eta: 1 day, 3:15:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4521, top5_acc: 0.7089, loss_cls: 2.3077, loss: 2.3077, grad_norm: 1.6581, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8919, loss/aux0: 1.8919 2020-10-19 17:26:02,180 - mmaction - INFO - Epoch [119][160/396] lr: 1.684e-01, eta: 1 day, 3:16:05, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4521, top5_acc: 0.7089, loss_cls: 2.3077, loss: 2.3077, grad_norm: 1.6628, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8922, loss/aux0: 1.8922 2020-10-19 17:26:38,901 - mmaction - INFO - Epoch [119][180/396] lr: 1.684e-01, eta: 1 day, 3:15:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7172, loss_cls: 2.2648, loss: 2.2648, grad_norm: 1.6385, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8716, loss/aux0: 1.8716 2020-10-19 17:26:39,862 - mmaction - INFO - Epoch [119][180/396] lr: 1.684e-01, eta: 1 day, 3:15:30, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7172, loss_cls: 2.2648, loss: 2.2648, grad_norm: 1.6369, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8724, loss/aux0: 1.8724 2020-10-19 17:27:16,449 - mmaction - INFO - Epoch [119][200/396] lr: 1.684e-01, eta: 1 day, 3:14:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6971, loss_cls: 2.3717, loss: 2.3717, grad_norm: 1.6272, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7797, loss_cls/aux0: 1.9193, loss/aux0: 1.9193 2020-10-19 17:27:17,405 - mmaction - INFO - Epoch [119][200/396] lr: 1.684e-01, eta: 1 day, 3:14:56, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4372, top5_acc: 0.6971, loss_cls: 2.3717, loss: 2.3717, grad_norm: 1.6245, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9204, loss/aux0: 1.9204 2020-10-19 17:27:54,126 - mmaction - INFO - Epoch [119][220/396] lr: 1.684e-01, eta: 1 day, 3:14:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7174, loss_cls: 2.2747, loss: 2.2747, grad_norm: 1.6485, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8984, loss/aux0: 1.8984 2020-10-19 17:27:55,078 - mmaction - INFO - Epoch [119][220/396] lr: 1.684e-01, eta: 1 day, 3:14:22, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7174, loss_cls: 2.2747, loss: 2.2747, grad_norm: 1.6513, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8908, loss/aux0: 1.8908 2020-10-19 17:28:31,568 - mmaction - INFO - Epoch [119][240/396] lr: 1.684e-01, eta: 1 day, 3:13:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7211, loss_cls: 2.2649, loss: 2.2649, grad_norm: 1.6261, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8784, loss/aux0: 1.8784 2020-10-19 17:28:32,572 - mmaction - INFO - Epoch [119][240/396] lr: 1.684e-01, eta: 1 day, 3:13:48, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7211, loss_cls: 2.2649, loss: 2.2649, grad_norm: 1.6290, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8695, loss/aux0: 1.8695 2020-10-19 17:29:09,094 - mmaction - INFO - Epoch [119][260/396] lr: 1.684e-01, eta: 1 day, 3:12:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7044, loss_cls: 2.3317, loss: 2.3317, grad_norm: 1.6204, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9213, loss/aux0: 1.9213 2020-10-19 17:29:10,062 - mmaction - INFO - Epoch [119][260/396] lr: 1.684e-01, eta: 1 day, 3:13:13, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7044, loss_cls: 2.3317, loss: 2.3317, grad_norm: 1.6154, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9315, loss/aux0: 1.9315 2020-10-19 17:29:46,684 - mmaction - INFO - Epoch [119][280/396] lr: 1.684e-01, eta: 1 day, 3:12:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7016, loss_cls: 2.3364, loss: 2.3364, grad_norm: 1.6056, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8939, loss/aux0: 1.8939 2020-10-19 17:29:47,659 - mmaction - INFO - Epoch [119][280/396] lr: 1.684e-01, eta: 1 day, 3:12:39, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4456, top5_acc: 0.7016, loss_cls: 2.3364, loss: 2.3364, grad_norm: 1.6154, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.9060, loss/aux0: 1.9060 2020-10-19 17:30:24,263 - mmaction - INFO - Epoch [119][300/396] lr: 1.684e-01, eta: 1 day, 3:11:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7117, loss_cls: 2.2872, loss: 2.2872, grad_norm: 1.6226, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8875, loss/aux0: 1.8875 2020-10-19 17:30:25,183 - mmaction - INFO - Epoch [119][300/396] lr: 1.684e-01, eta: 1 day, 3:12:05, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7117, loss_cls: 2.2872, loss: 2.2872, grad_norm: 1.6297, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8809, loss/aux0: 1.8809 2020-10-19 17:31:01,767 - mmaction - INFO - Epoch [119][320/396] lr: 1.684e-01, eta: 1 day, 3:11:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7138, loss_cls: 2.2810, loss: 2.2810, grad_norm: 1.6131, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.9070, loss/aux0: 1.9070 2020-10-19 17:31:02,725 - mmaction - INFO - Epoch [119][320/396] lr: 1.684e-01, eta: 1 day, 3:11:31, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7138, loss_cls: 2.2810, loss: 2.2810, grad_norm: 1.6165, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.9015, loss/aux0: 1.9015 2020-10-19 17:31:39,311 - mmaction - INFO - Epoch [119][340/396] lr: 1.684e-01, eta: 1 day, 3:10:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7187, loss_cls: 2.2886, loss: 2.2886, grad_norm: 1.6364, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8669, loss/aux0: 1.8669 2020-10-19 17:31:40,305 - mmaction - INFO - Epoch [119][340/396] lr: 1.684e-01, eta: 1 day, 3:10:56, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7187, loss_cls: 2.2886, loss: 2.2886, grad_norm: 1.6293, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8648, loss/aux0: 1.8648 2020-10-19 17:32:16,720 - mmaction - INFO - Epoch [119][360/396] lr: 1.684e-01, eta: 1 day, 3:10:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.6958, loss_cls: 2.3480, loss: 2.3480, grad_norm: 1.6093, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8575, loss/aux0: 1.8575 2020-10-19 17:32:17,662 - mmaction - INFO - Epoch [119][360/396] lr: 1.684e-01, eta: 1 day, 3:10:22, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4453, top5_acc: 0.6958, loss_cls: 2.3480, loss: 2.3480, grad_norm: 1.6060, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8580, loss/aux0: 1.8580 2020-10-19 17:32:54,283 - mmaction - INFO - Epoch [119][380/396] lr: 1.684e-01, eta: 1 day, 3:09:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7023, loss_cls: 2.3423, loss: 2.3423, grad_norm: 1.6471, top1_acc/aux0: 0.5198, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9402, loss/aux0: 1.9402 2020-10-19 17:32:55,240 - mmaction - INFO - Epoch [119][380/396] lr: 1.684e-01, eta: 1 day, 3:09:48, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7023, loss_cls: 2.3423, loss: 2.3423, grad_norm: 1.6549, top1_acc/aux0: 0.5174, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9424, loss/aux0: 1.9424 2020-10-19 17:37:23,002 - mmaction - INFO - Epoch [120][20/396] lr: 1.665e-01, eta: 1 day, 3:07:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4591, top5_acc: 0.7159, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.6140, top1_acc/aux0: 0.5230, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9086, loss/aux0: 1.9086 2020-10-19 17:37:23,936 - mmaction - INFO - Epoch [120][20/396] lr: 1.665e-01, eta: 1 day, 3:08:11, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4591, top5_acc: 0.7159, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.6198, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9105, loss/aux0: 1.9105 2020-10-19 17:38:00,368 - mmaction - INFO - Epoch [120][40/396] lr: 1.665e-01, eta: 1 day, 3:07:15, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7151, loss_cls: 2.2943, loss: 2.2943, grad_norm: 1.6318, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8438, loss/aux0: 1.8438 2020-10-19 17:38:01,313 - mmaction - INFO - Epoch [120][40/396] lr: 1.665e-01, eta: 1 day, 3:07:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7151, loss_cls: 2.2943, loss: 2.2943, grad_norm: 1.6270, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8381, loss/aux0: 1.8381 2020-10-19 17:38:37,554 - mmaction - INFO - Epoch [120][60/396] lr: 1.665e-01, eta: 1 day, 3:06:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7135, loss_cls: 2.2800, loss: 2.2800, grad_norm: 1.6150, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7701, loss_cls/aux0: 1.9159, loss/aux0: 1.9159 2020-10-19 17:38:38,520 - mmaction - INFO - Epoch [120][60/396] lr: 1.665e-01, eta: 1 day, 3:07:02, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4563, top5_acc: 0.7135, loss_cls: 2.2800, loss: 2.2800, grad_norm: 1.6057, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7737, loss_cls/aux0: 1.9074, loss/aux0: 1.9074 2020-10-19 17:39:15,103 - mmaction - INFO - Epoch [120][80/396] lr: 1.665e-01, eta: 1 day, 3:06:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4510, top5_acc: 0.6987, loss_cls: 2.3282, loss: 2.3282, grad_norm: 1.6351, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8825, loss/aux0: 1.8825 2020-10-19 17:39:16,068 - mmaction - INFO - Epoch [120][80/396] lr: 1.665e-01, eta: 1 day, 3:06:28, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4510, top5_acc: 0.6987, loss_cls: 2.3282, loss: 2.3282, grad_norm: 1.6430, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8892, loss/aux0: 1.8892 2020-10-19 17:39:52,403 - mmaction - INFO - Epoch [120][100/396] lr: 1.665e-01, eta: 1 day, 3:05:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7081, loss_cls: 2.2811, loss: 2.2811, grad_norm: 1.6546, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9222, loss/aux0: 1.9222 2020-10-19 17:39:53,371 - mmaction - INFO - Epoch [120][100/396] lr: 1.665e-01, eta: 1 day, 3:05:53, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7081, loss_cls: 2.2811, loss: 2.2811, grad_norm: 1.6483, top1_acc/aux0: 0.5284, top5_acc/aux0: 0.7776, loss_cls/aux0: 1.9210, loss/aux0: 1.9210 2020-10-19 17:40:29,942 - mmaction - INFO - Epoch [120][120/396] lr: 1.665e-01, eta: 1 day, 3:04:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7151, loss_cls: 2.2770, loss: 2.2770, grad_norm: 1.6476, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8535, loss/aux0: 1.8535 2020-10-19 17:40:30,880 - mmaction - INFO - Epoch [120][120/396] lr: 1.665e-01, eta: 1 day, 3:05:19, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7151, loss_cls: 2.2770, loss: 2.2770, grad_norm: 1.6511, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8652, loss/aux0: 1.8652 2020-10-19 17:41:07,371 - mmaction - INFO - Epoch [120][140/396] lr: 1.665e-01, eta: 1 day, 3:04:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6940, loss_cls: 2.3526, loss: 2.3526, grad_norm: 1.6714, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8782, loss/aux0: 1.8782 2020-10-19 17:41:08,351 - mmaction - INFO - Epoch [120][140/396] lr: 1.665e-01, eta: 1 day, 3:04:44, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4375, top5_acc: 0.6940, loss_cls: 2.3526, loss: 2.3526, grad_norm: 1.6762, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8698, loss/aux0: 1.8698 2020-10-19 17:41:44,895 - mmaction - INFO - Epoch [120][160/396] lr: 1.665e-01, eta: 1 day, 3:03:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7203, loss_cls: 2.2695, loss: 2.2695, grad_norm: 1.6643, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8639, loss/aux0: 1.8639 2020-10-19 17:41:45,868 - mmaction - INFO - Epoch [120][160/396] lr: 1.665e-01, eta: 1 day, 3:04:10, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7203, loss_cls: 2.2695, loss: 2.2695, grad_norm: 1.6809, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8644, loss/aux0: 1.8644 2020-10-19 17:42:22,447 - mmaction - INFO - Epoch [120][180/396] lr: 1.665e-01, eta: 1 day, 3:03:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7078, loss_cls: 2.3103, loss: 2.3103, grad_norm: 1.6675, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8849, loss/aux0: 1.8849 2020-10-19 17:42:23,405 - mmaction - INFO - Epoch [120][180/396] lr: 1.665e-01, eta: 1 day, 3:03:36, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7078, loss_cls: 2.3103, loss: 2.3103, grad_norm: 1.6845, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8862, loss/aux0: 1.8862 2020-10-19 17:43:00,089 - mmaction - INFO - Epoch [120][200/396] lr: 1.665e-01, eta: 1 day, 3:02:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7049, loss_cls: 2.2958, loss: 2.2958, grad_norm: 1.6439, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9118, loss/aux0: 1.9118 2020-10-19 17:43:01,005 - mmaction - INFO - Epoch [120][200/396] lr: 1.665e-01, eta: 1 day, 3:03:02, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7049, loss_cls: 2.2958, loss: 2.2958, grad_norm: 1.6415, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9214, loss/aux0: 1.9214 2020-10-19 17:43:37,557 - mmaction - INFO - Epoch [120][220/396] lr: 1.665e-01, eta: 1 day, 3:02:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7315, loss_cls: 2.2227, loss: 2.2227, grad_norm: 1.5856, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8436, loss/aux0: 1.8436 2020-10-19 17:43:38,511 - mmaction - INFO - Epoch [120][220/396] lr: 1.665e-01, eta: 1 day, 3:02:27, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7315, loss_cls: 2.2227, loss: 2.2227, grad_norm: 1.5908, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8355, loss/aux0: 1.8355 2020-10-19 17:44:14,944 - mmaction - INFO - Epoch [120][240/396] lr: 1.665e-01, eta: 1 day, 3:01:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7159, loss_cls: 2.2713, loss: 2.2713, grad_norm: 1.6370, top1_acc/aux0: 0.5193, top5_acc/aux0: 0.7781, loss_cls/aux0: 1.9496, loss/aux0: 1.9496 2020-10-19 17:44:15,904 - mmaction - INFO - Epoch [120][240/396] lr: 1.665e-01, eta: 1 day, 3:01:53, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7159, loss_cls: 2.2713, loss: 2.2713, grad_norm: 1.6432, top1_acc/aux0: 0.5201, top5_acc/aux0: 0.7802, loss_cls/aux0: 1.9434, loss/aux0: 1.9434 2020-10-19 17:44:52,560 - mmaction - INFO - Epoch [120][260/396] lr: 1.665e-01, eta: 1 day, 3:00:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7135, loss_cls: 2.2425, loss: 2.2425, grad_norm: 1.6368, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8281, loss/aux0: 1.8281 2020-10-19 17:44:53,525 - mmaction - INFO - Epoch [120][260/396] lr: 1.665e-01, eta: 1 day, 3:01:18, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7135, loss_cls: 2.2425, loss: 2.2425, grad_norm: 1.6340, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8273, loss/aux0: 1.8273 2020-10-19 17:45:30,132 - mmaction - INFO - Epoch [120][280/396] lr: 1.665e-01, eta: 1 day, 3:00:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7174, loss_cls: 2.2720, loss: 2.2720, grad_norm: 1.6175, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8787, loss/aux0: 1.8787 2020-10-19 17:45:31,113 - mmaction - INFO - Epoch [120][280/396] lr: 1.665e-01, eta: 1 day, 3:00:44, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7174, loss_cls: 2.2720, loss: 2.2720, grad_norm: 1.6197, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8859, loss/aux0: 1.8859 2020-10-19 17:46:07,705 - mmaction - INFO - Epoch [120][300/396] lr: 1.665e-01, eta: 1 day, 2:59:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4487, top5_acc: 0.7198, loss_cls: 2.2886, loss: 2.2886, grad_norm: 1.6298, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9407, loss/aux0: 1.9407 2020-10-19 17:46:08,669 - mmaction - INFO - Epoch [120][300/396] lr: 1.665e-01, eta: 1 day, 3:00:10, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4487, top5_acc: 0.7198, loss_cls: 2.2886, loss: 2.2886, grad_norm: 1.6305, top1_acc/aux0: 0.5276, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9475, loss/aux0: 1.9475 2020-10-19 17:46:45,161 - mmaction - INFO - Epoch [120][320/396] lr: 1.665e-01, eta: 1 day, 2:59:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6995, loss_cls: 2.3341, loss: 2.3341, grad_norm: 1.6661, top1_acc/aux0: 0.5320, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9090, loss/aux0: 1.9090 2020-10-19 17:46:46,122 - mmaction - INFO - Epoch [120][320/396] lr: 1.665e-01, eta: 1 day, 2:59:35, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4302, top5_acc: 0.6995, loss_cls: 2.3341, loss: 2.3341, grad_norm: 1.6691, top1_acc/aux0: 0.5331, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8969, loss/aux0: 1.8969 2020-10-19 17:47:22,761 - mmaction - INFO - Epoch [120][340/396] lr: 1.665e-01, eta: 1 day, 2:58:40, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7016, loss_cls: 2.3038, loss: 2.3038, grad_norm: 1.6009, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7810, loss_cls/aux0: 1.8437, loss/aux0: 1.8437 2020-10-19 17:47:23,733 - mmaction - INFO - Epoch [120][340/396] lr: 1.665e-01, eta: 1 day, 2:59:01, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7016, loss_cls: 2.3038, loss: 2.3038, grad_norm: 1.6051, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.8582, loss/aux0: 1.8582 2020-10-19 17:48:00,258 - mmaction - INFO - Epoch [120][360/396] lr: 1.665e-01, eta: 1 day, 2:58:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7068, loss_cls: 2.3203, loss: 2.3203, grad_norm: 1.6057, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8790, loss/aux0: 1.8790 2020-10-19 17:48:01,227 - mmaction - INFO - Epoch [120][360/396] lr: 1.665e-01, eta: 1 day, 2:58:27, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7068, loss_cls: 2.3203, loss: 2.3203, grad_norm: 1.6071, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8648, loss/aux0: 1.8648 2020-10-19 17:48:37,693 - mmaction - INFO - Epoch [120][380/396] lr: 1.665e-01, eta: 1 day, 2:57:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6997, loss_cls: 2.3464, loss: 2.3464, grad_norm: 1.6462, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8723, loss/aux0: 1.8723 2020-10-19 17:48:38,633 - mmaction - INFO - Epoch [120][380/396] lr: 1.665e-01, eta: 1 day, 2:57:52, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4323, top5_acc: 0.6997, loss_cls: 2.3464, loss: 2.3464, grad_norm: 1.6381, top1_acc/aux0: 0.5391, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8671, loss/aux0: 1.8671 2020-10-19 17:49:09,857 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-10-19 17:50:51,288 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 17:50:51,408 - mmaction - INFO - top1_acc 0.5188 top5_acc 0.7861 2020-10-19 17:50:51,408 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 17:50:51,443 - mmaction - INFO - mean_acc 0.5199 2020-10-19 17:50:51,446 - mmaction - INFO - Epoch(val) [120][396] top1_acc: 0.5188, top5_acc: 0.7861, mean_class_accuracy: 0.5199 2020-10-19 17:55:06,109 - mmaction - INFO - Epoch [121][20/396] lr: 1.647e-01, eta: 1 day, 2:55:55, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7161, loss_cls: 2.2597, loss: 2.2597, grad_norm: 1.5883, top1_acc/aux0: 0.5543, top5_acc/aux0: 0.7988, loss_cls/aux0: 1.8216, loss/aux0: 1.8216 2020-10-19 17:55:07,069 - mmaction - INFO - Epoch [121][20/396] lr: 1.647e-01, eta: 1 day, 2:56:16, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4490, top5_acc: 0.7161, loss_cls: 2.2597, loss: 2.2597, grad_norm: 1.5840, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8208, loss/aux0: 1.8208 2020-10-19 17:55:43,387 - mmaction - INFO - Epoch [121][40/396] lr: 1.647e-01, eta: 1 day, 2:55:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7148, loss_cls: 2.2987, loss: 2.2987, grad_norm: 1.6558, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.9097, loss/aux0: 1.9097 2020-10-19 17:55:44,299 - mmaction - INFO - Epoch [121][40/396] lr: 1.647e-01, eta: 1 day, 2:55:42, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4510, top5_acc: 0.7148, loss_cls: 2.2987, loss: 2.2987, grad_norm: 1.6481, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.9090, loss/aux0: 1.9090 2020-10-19 17:56:20,778 - mmaction - INFO - Epoch [121][60/396] lr: 1.647e-01, eta: 1 day, 2:54:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7279, loss_cls: 2.2200, loss: 2.2200, grad_norm: 1.6484, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.9017, loss/aux0: 1.9017 2020-10-19 17:56:21,739 - mmaction - INFO - Epoch [121][60/396] lr: 1.647e-01, eta: 1 day, 2:55:07, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7279, loss_cls: 2.2200, loss: 2.2200, grad_norm: 1.6537, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8992, loss/aux0: 1.8992 2020-10-19 17:56:58,421 - mmaction - INFO - Epoch [121][80/396] lr: 1.647e-01, eta: 1 day, 2:54:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7122, loss_cls: 2.2399, loss: 2.2399, grad_norm: 1.6632, top1_acc/aux0: 0.5263, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8932, loss/aux0: 1.8932 2020-10-19 17:56:59,361 - mmaction - INFO - Epoch [121][80/396] lr: 1.647e-01, eta: 1 day, 2:54:33, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7122, loss_cls: 2.2399, loss: 2.2399, grad_norm: 1.6633, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.9005, loss/aux0: 1.9005 2020-10-19 17:57:35,526 - mmaction - INFO - Epoch [121][100/396] lr: 1.647e-01, eta: 1 day, 2:53:38, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7070, loss_cls: 2.3012, loss: 2.3012, grad_norm: 1.6575, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7818, loss_cls/aux0: 1.9213, loss/aux0: 1.9213 2020-10-19 17:57:36,486 - mmaction - INFO - Epoch [121][100/396] lr: 1.647e-01, eta: 1 day, 2:53:59, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7070, loss_cls: 2.3012, loss: 2.3012, grad_norm: 1.6561, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9149, loss/aux0: 1.9149 2020-10-19 17:58:13,084 - mmaction - INFO - Epoch [121][120/396] lr: 1.647e-01, eta: 1 day, 2:53:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7086, loss_cls: 2.2683, loss: 2.2683, grad_norm: 1.6373, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8864, loss/aux0: 1.8864 2020-10-19 17:58:14,048 - mmaction - INFO - Epoch [121][120/396] lr: 1.647e-01, eta: 1 day, 2:53:24, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7086, loss_cls: 2.2683, loss: 2.2683, grad_norm: 1.6390, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8900, loss/aux0: 1.8900 2020-10-19 17:58:50,667 - mmaction - INFO - Epoch [121][140/396] lr: 1.647e-01, eta: 1 day, 2:52:29, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7135, loss_cls: 2.2903, loss: 2.2903, grad_norm: 1.6712, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8567, loss/aux0: 1.8567 2020-10-19 17:58:51,626 - mmaction - INFO - Epoch [121][140/396] lr: 1.647e-01, eta: 1 day, 2:52:50, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7135, loss_cls: 2.2903, loss: 2.2903, grad_norm: 1.6737, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8604, loss/aux0: 1.8604 2020-10-19 17:59:28,181 - mmaction - INFO - Epoch [121][160/396] lr: 1.647e-01, eta: 1 day, 2:51:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4437, top5_acc: 0.7128, loss_cls: 2.3073, loss: 2.3073, grad_norm: 1.6141, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8921, loss/aux0: 1.8921 2020-10-19 17:59:29,138 - mmaction - INFO - Epoch [121][160/396] lr: 1.647e-01, eta: 1 day, 2:52:16, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4437, top5_acc: 0.7128, loss_cls: 2.3073, loss: 2.3073, grad_norm: 1.6253, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8991, loss/aux0: 1.8991 2020-10-19 18:00:11,590 - mmaction - INFO - Epoch [121][180/396] lr: 1.647e-01, eta: 1 day, 2:51:27, time: 1.227, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7161, loss_cls: 2.2707, loss: 2.2707, grad_norm: 1.6696, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8911, loss/aux0: 1.8911 2020-10-19 18:00:12,732 - mmaction - INFO - Epoch [121][180/396] lr: 1.647e-01, eta: 1 day, 2:51:55, time: 1.240, data_time: 0.016, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7161, loss_cls: 2.2707, loss: 2.2707, grad_norm: 1.6618, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8820, loss/aux0: 1.8820 2020-10-19 18:00:49,437 - mmaction - INFO - Epoch [121][200/396] lr: 1.647e-01, eta: 1 day, 2:50:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7125, loss_cls: 2.2827, loss: 2.2827, grad_norm: 1.6420, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8709, loss/aux0: 1.8709 2020-10-19 18:00:50,399 - mmaction - INFO - Epoch [121][200/396] lr: 1.647e-01, eta: 1 day, 2:51:20, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7125, loss_cls: 2.2827, loss: 2.2827, grad_norm: 1.6389, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8794, loss/aux0: 1.8794 2020-10-19 18:01:27,103 - mmaction - INFO - Epoch [121][220/396] lr: 1.647e-01, eta: 1 day, 2:50:25, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4440, top5_acc: 0.7109, loss_cls: 2.3139, loss: 2.3139, grad_norm: 1.6019, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9299, loss/aux0: 1.9299 2020-10-19 18:01:28,071 - mmaction - INFO - Epoch [121][220/396] lr: 1.647e-01, eta: 1 day, 2:50:46, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4440, top5_acc: 0.7109, loss_cls: 2.3139, loss: 2.3139, grad_norm: 1.6027, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9232, loss/aux0: 1.9232 2020-10-19 18:02:04,521 - mmaction - INFO - Epoch [121][240/396] lr: 1.647e-01, eta: 1 day, 2:49:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7023, loss_cls: 2.3186, loss: 2.3186, grad_norm: 1.6262, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8517, loss/aux0: 1.8517 2020-10-19 18:02:05,475 - mmaction - INFO - Epoch [121][240/396] lr: 1.647e-01, eta: 1 day, 2:50:12, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7023, loss_cls: 2.3186, loss: 2.3186, grad_norm: 1.6229, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8540, loss/aux0: 1.8540 2020-10-19 18:02:42,237 - mmaction - INFO - Epoch [121][260/396] lr: 1.647e-01, eta: 1 day, 2:49:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7292, loss_cls: 2.1994, loss: 2.1994, grad_norm: 1.6435, top1_acc/aux0: 0.5247, top5_acc/aux0: 0.7724, loss_cls/aux0: 1.9490, loss/aux0: 1.9490 2020-10-19 18:02:43,196 - mmaction - INFO - Epoch [121][260/396] lr: 1.647e-01, eta: 1 day, 2:49:37, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7292, loss_cls: 2.1994, loss: 2.1994, grad_norm: 1.6398, top1_acc/aux0: 0.5232, top5_acc/aux0: 0.7711, loss_cls/aux0: 1.9473, loss/aux0: 1.9473 2020-10-19 18:03:19,884 - mmaction - INFO - Epoch [121][280/396] lr: 1.647e-01, eta: 1 day, 2:48:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7177, loss_cls: 2.2878, loss: 2.2878, grad_norm: 1.6640, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.8979, loss/aux0: 1.8979 2020-10-19 18:03:20,848 - mmaction - INFO - Epoch [121][280/396] lr: 1.647e-01, eta: 1 day, 2:49:03, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.4453, top5_acc: 0.7177, loss_cls: 2.2878, loss: 2.2878, grad_norm: 1.6730, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.9001, loss/aux0: 1.9001 2020-10-19 18:03:57,443 - mmaction - INFO - Epoch [121][300/396] lr: 1.647e-01, eta: 1 day, 2:48:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7010, loss_cls: 2.3282, loss: 2.3282, grad_norm: 1.6631, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8762, loss/aux0: 1.8762 2020-10-19 18:03:58,390 - mmaction - INFO - Epoch [121][300/396] lr: 1.647e-01, eta: 1 day, 2:48:29, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7010, loss_cls: 2.3282, loss: 2.3282, grad_norm: 1.6565, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8680, loss/aux0: 1.8680 2020-10-19 18:04:34,945 - mmaction - INFO - Epoch [121][320/396] lr: 1.647e-01, eta: 1 day, 2:47:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7151, loss_cls: 2.2374, loss: 2.2374, grad_norm: 1.6259, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8701, loss/aux0: 1.8701 2020-10-19 18:04:35,916 - mmaction - INFO - Epoch [121][320/396] lr: 1.647e-01, eta: 1 day, 2:47:55, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7151, loss_cls: 2.2374, loss: 2.2374, grad_norm: 1.6330, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8745, loss/aux0: 1.8745 2020-10-19 18:05:12,534 - mmaction - INFO - Epoch [121][340/396] lr: 1.647e-01, eta: 1 day, 2:46:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4471, top5_acc: 0.6951, loss_cls: 2.3322, loss: 2.3322, grad_norm: 1.6383, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7799, loss_cls/aux0: 1.9215, loss/aux0: 1.9215 2020-10-19 18:05:13,549 - mmaction - INFO - Epoch [121][340/396] lr: 1.647e-01, eta: 1 day, 2:47:21, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4471, top5_acc: 0.6951, loss_cls: 2.3322, loss: 2.3322, grad_norm: 1.6352, top1_acc/aux0: 0.5273, top5_acc/aux0: 0.7805, loss_cls/aux0: 1.9193, loss/aux0: 1.9193 2020-10-19 18:05:50,145 - mmaction - INFO - Epoch [121][360/396] lr: 1.647e-01, eta: 1 day, 2:46:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7102, loss_cls: 2.2994, loss: 2.2994, grad_norm: 1.6520, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8411, loss/aux0: 1.8411 2020-10-19 18:05:51,108 - mmaction - INFO - Epoch [121][360/396] lr: 1.647e-01, eta: 1 day, 2:46:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7102, loss_cls: 2.2994, loss: 2.2994, grad_norm: 1.6434, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8328, loss/aux0: 1.8328 2020-10-19 18:06:27,700 - mmaction - INFO - Epoch [121][380/396] lr: 1.647e-01, eta: 1 day, 2:45:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7047, loss_cls: 2.2883, loss: 2.2883, grad_norm: 1.6400, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8504, loss/aux0: 1.8504 2020-10-19 18:06:28,663 - mmaction - INFO - Epoch [121][380/396] lr: 1.647e-01, eta: 1 day, 2:46:12, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4495, top5_acc: 0.7047, loss_cls: 2.2883, loss: 2.2883, grad_norm: 1.6491, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8491, loss/aux0: 1.8491 2020-10-19 18:11:14,036 - mmaction - INFO - Epoch [122][20/396] lr: 1.629e-01, eta: 1 day, 2:44:15, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7284, loss_cls: 2.2149, loss: 2.2149, grad_norm: 1.6296, top1_acc/aux0: 0.5233, top5_acc/aux0: 0.7895, loss_cls/aux0: 1.8982, loss/aux0: 1.8982 2020-10-19 18:11:14,992 - mmaction - INFO - Epoch [122][20/396] lr: 1.629e-01, eta: 1 day, 2:44:36, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7284, loss_cls: 2.2149, loss: 2.2149, grad_norm: 1.6249, top1_acc/aux0: 0.5242, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8909, loss/aux0: 1.8909 2020-10-19 18:11:51,445 - mmaction - INFO - Epoch [122][40/396] lr: 1.629e-01, eta: 1 day, 2:43:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7167, loss_cls: 2.2552, loss: 2.2552, grad_norm: 1.6656, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8787, loss/aux0: 1.8787 2020-10-19 18:11:52,411 - mmaction - INFO - Epoch [122][40/396] lr: 1.629e-01, eta: 1 day, 2:44:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7167, loss_cls: 2.2552, loss: 2.2552, grad_norm: 1.6659, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8702, loss/aux0: 1.8702 2020-10-19 18:12:28,838 - mmaction - INFO - Epoch [122][60/396] lr: 1.629e-01, eta: 1 day, 2:43:06, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7195, loss_cls: 2.2703, loss: 2.2703, grad_norm: 1.6240, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8965, loss/aux0: 1.8965 2020-10-19 18:12:29,796 - mmaction - INFO - Epoch [122][60/396] lr: 1.629e-01, eta: 1 day, 2:43:27, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7195, loss_cls: 2.2703, loss: 2.2703, grad_norm: 1.6269, top1_acc/aux0: 0.5344, top5_acc/aux0: 0.7831, loss_cls/aux0: 1.9129, loss/aux0: 1.9129 2020-10-19 18:13:06,320 - mmaction - INFO - Epoch [122][80/396] lr: 1.629e-01, eta: 1 day, 2:42:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7073, loss_cls: 2.2850, loss: 2.2850, grad_norm: 1.6290, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8887, loss/aux0: 1.8887 2020-10-19 18:13:07,281 - mmaction - INFO - Epoch [122][80/396] lr: 1.629e-01, eta: 1 day, 2:42:53, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7073, loss_cls: 2.2850, loss: 2.2850, grad_norm: 1.6248, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8858, loss/aux0: 1.8858 2020-10-19 18:13:43,734 - mmaction - INFO - Epoch [122][100/396] lr: 1.629e-01, eta: 1 day, 2:41:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7057, loss_cls: 2.2953, loss: 2.2953, grad_norm: 1.6489, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8560, loss/aux0: 1.8560 2020-10-19 18:13:44,682 - mmaction - INFO - Epoch [122][100/396] lr: 1.629e-01, eta: 1 day, 2:42:18, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7057, loss_cls: 2.2953, loss: 2.2953, grad_norm: 1.6457, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8485, loss/aux0: 1.8485 2020-10-19 18:14:21,274 - mmaction - INFO - Epoch [122][120/396] lr: 1.629e-01, eta: 1 day, 2:41:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4448, top5_acc: 0.6958, loss_cls: 2.3153, loss: 2.3153, grad_norm: 1.6231, top1_acc/aux0: 0.5359, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8741, loss/aux0: 1.8741 2020-10-19 18:14:22,223 - mmaction - INFO - Epoch [122][120/396] lr: 1.629e-01, eta: 1 day, 2:41:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4448, top5_acc: 0.6958, loss_cls: 2.3153, loss: 2.3153, grad_norm: 1.6121, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8648, loss/aux0: 1.8648 2020-10-19 18:14:58,751 - mmaction - INFO - Epoch [122][140/396] lr: 1.629e-01, eta: 1 day, 2:40:48, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4576, top5_acc: 0.7182, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.6196, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8895, loss/aux0: 1.8895 2020-10-19 18:14:59,729 - mmaction - INFO - Epoch [122][140/396] lr: 1.629e-01, eta: 1 day, 2:41:09, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4576, top5_acc: 0.7182, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.6272, top1_acc/aux0: 0.5294, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9117, loss/aux0: 1.9117 2020-10-19 18:15:36,204 - mmaction - INFO - Epoch [122][160/396] lr: 1.629e-01, eta: 1 day, 2:40:14, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7172, loss_cls: 2.2738, loss: 2.2738, grad_norm: 1.6184, top1_acc/aux0: 0.5255, top5_acc/aux0: 0.7773, loss_cls/aux0: 1.9055, loss/aux0: 1.9055 2020-10-19 18:15:37,164 - mmaction - INFO - Epoch [122][160/396] lr: 1.629e-01, eta: 1 day, 2:40:35, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7172, loss_cls: 2.2738, loss: 2.2738, grad_norm: 1.6253, top1_acc/aux0: 0.5268, top5_acc/aux0: 0.7807, loss_cls/aux0: 1.8982, loss/aux0: 1.8982 2020-10-19 18:16:13,677 - mmaction - INFO - Epoch [122][180/396] lr: 1.629e-01, eta: 1 day, 2:39:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4581, top5_acc: 0.7063, loss_cls: 2.3033, loss: 2.3033, grad_norm: 1.6578, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8773, loss/aux0: 1.8773 2020-10-19 18:16:14,628 - mmaction - INFO - Epoch [122][180/396] lr: 1.629e-01, eta: 1 day, 2:40:00, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4581, top5_acc: 0.7063, loss_cls: 2.3033, loss: 2.3033, grad_norm: 1.6641, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.8871, loss/aux0: 1.8871 2020-10-19 18:16:51,332 - mmaction - INFO - Epoch [122][200/396] lr: 1.629e-01, eta: 1 day, 2:39:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7042, loss_cls: 2.3116, loss: 2.3116, grad_norm: 1.6425, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8477, loss/aux0: 1.8477 2020-10-19 18:16:52,303 - mmaction - INFO - Epoch [122][200/396] lr: 1.629e-01, eta: 1 day, 2:39:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7042, loss_cls: 2.3116, loss: 2.3116, grad_norm: 1.6512, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8487, loss/aux0: 1.8487 2020-10-19 18:17:28,819 - mmaction - INFO - Epoch [122][220/396] lr: 1.629e-01, eta: 1 day, 2:38:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4581, top5_acc: 0.7102, loss_cls: 2.2402, loss: 2.2402, grad_norm: 1.6462, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8636, loss/aux0: 1.8636 2020-10-19 18:17:29,780 - mmaction - INFO - Epoch [122][220/396] lr: 1.629e-01, eta: 1 day, 2:38:51, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4581, top5_acc: 0.7102, loss_cls: 2.2402, loss: 2.2402, grad_norm: 1.6501, top1_acc/aux0: 0.5370, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8617, loss/aux0: 1.8617 2020-10-19 18:18:06,387 - mmaction - INFO - Epoch [122][240/396] lr: 1.629e-01, eta: 1 day, 2:37:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7188, loss_cls: 2.2311, loss: 2.2311, grad_norm: 1.6457, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.9023, loss/aux0: 1.9023 2020-10-19 18:18:07,362 - mmaction - INFO - Epoch [122][240/396] lr: 1.629e-01, eta: 1 day, 2:38:17, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7188, loss_cls: 2.2311, loss: 2.2311, grad_norm: 1.6509, top1_acc/aux0: 0.5346, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8887, loss/aux0: 1.8887 2020-10-19 18:18:44,067 - mmaction - INFO - Epoch [122][260/396] lr: 1.629e-01, eta: 1 day, 2:37:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7109, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.6524, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8771, loss/aux0: 1.8771 2020-10-19 18:18:45,011 - mmaction - INFO - Epoch [122][260/396] lr: 1.629e-01, eta: 1 day, 2:37:43, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4443, top5_acc: 0.7109, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.6578, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8907, loss/aux0: 1.8907 2020-10-19 18:19:21,876 - mmaction - INFO - Epoch [122][280/396] lr: 1.629e-01, eta: 1 day, 2:36:48, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7180, loss_cls: 2.2376, loss: 2.2376, grad_norm: 1.6337, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8418, loss/aux0: 1.8418 2020-10-19 18:19:22,821 - mmaction - INFO - Epoch [122][280/396] lr: 1.629e-01, eta: 1 day, 2:37:09, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7180, loss_cls: 2.2376, loss: 2.2376, grad_norm: 1.6298, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8355, loss/aux0: 1.8355 2020-10-19 18:19:59,359 - mmaction - INFO - Epoch [122][300/396] lr: 1.629e-01, eta: 1 day, 2:36:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7021, loss_cls: 2.3061, loss: 2.3061, grad_norm: 1.6629, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8754, loss/aux0: 1.8754 2020-10-19 18:20:00,324 - mmaction - INFO - Epoch [122][300/396] lr: 1.629e-01, eta: 1 day, 2:36:34, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4435, top5_acc: 0.7021, loss_cls: 2.3061, loss: 2.3061, grad_norm: 1.6621, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8813, loss/aux0: 1.8813 2020-10-19 18:20:36,943 - mmaction - INFO - Epoch [122][320/396] lr: 1.629e-01, eta: 1 day, 2:35:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7099, loss_cls: 2.2638, loss: 2.2638, grad_norm: 1.6138, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8066, loss/aux0: 1.8066 2020-10-19 18:20:37,910 - mmaction - INFO - Epoch [122][320/396] lr: 1.629e-01, eta: 1 day, 2:36:00, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4565, top5_acc: 0.7099, loss_cls: 2.2638, loss: 2.2638, grad_norm: 1.6238, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7926, loss/aux0: 1.7926 2020-10-19 18:21:14,364 - mmaction - INFO - Epoch [122][340/396] lr: 1.629e-01, eta: 1 day, 2:35:05, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7070, loss_cls: 2.3209, loss: 2.3209, grad_norm: 1.6740, top1_acc/aux0: 0.5289, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8835, loss/aux0: 1.8835 2020-10-19 18:21:15,323 - mmaction - INFO - Epoch [122][340/396] lr: 1.629e-01, eta: 1 day, 2:35:25, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7070, loss_cls: 2.3209, loss: 2.3209, grad_norm: 1.6570, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8797, loss/aux0: 1.8797 2020-10-19 18:21:51,924 - mmaction - INFO - Epoch [122][360/396] lr: 1.629e-01, eta: 1 day, 2:34:30, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7203, loss_cls: 2.2256, loss: 2.2256, grad_norm: 1.6411, top1_acc/aux0: 0.5383, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8582, loss/aux0: 1.8582 2020-10-19 18:21:52,922 - mmaction - INFO - Epoch [122][360/396] lr: 1.629e-01, eta: 1 day, 2:34:51, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7203, loss_cls: 2.2256, loss: 2.2256, grad_norm: 1.6431, top1_acc/aux0: 0.5378, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8699, loss/aux0: 1.8699 2020-10-19 18:22:29,565 - mmaction - INFO - Epoch [122][380/396] lr: 1.629e-01, eta: 1 day, 2:33:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7120, loss_cls: 2.3054, loss: 2.3054, grad_norm: 1.6383, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8672, loss/aux0: 1.8672 2020-10-19 18:22:30,544 - mmaction - INFO - Epoch [122][380/396] lr: 1.629e-01, eta: 1 day, 2:34:17, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4422, top5_acc: 0.7120, loss_cls: 2.3054, loss: 2.3054, grad_norm: 1.6325, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8623, loss/aux0: 1.8623 2020-10-19 18:27:01,573 - mmaction - INFO - Epoch [123][20/396] lr: 1.610e-01, eta: 1 day, 2:32:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4458, top5_acc: 0.6997, loss_cls: 2.3181, loss: 2.3181, grad_norm: 1.6415, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7834, loss_cls/aux0: 1.8803, loss/aux0: 1.8803 2020-10-19 18:27:02,515 - mmaction - INFO - Epoch [123][20/396] lr: 1.610e-01, eta: 1 day, 2:32:42, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4458, top5_acc: 0.6997, loss_cls: 2.3181, loss: 2.3181, grad_norm: 1.6495, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7815, loss_cls/aux0: 1.8919, loss/aux0: 1.8919 2020-10-19 18:27:38,886 - mmaction - INFO - Epoch [123][40/396] lr: 1.610e-01, eta: 1 day, 2:31:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7255, loss_cls: 2.2113, loss: 2.2113, grad_norm: 1.6798, top1_acc/aux0: 0.5362, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8808, loss/aux0: 1.8808 2020-10-19 18:27:39,855 - mmaction - INFO - Epoch [123][40/396] lr: 1.610e-01, eta: 1 day, 2:32:07, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7255, loss_cls: 2.2113, loss: 2.2113, grad_norm: 1.6888, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8830, loss/aux0: 1.8830 2020-10-19 18:28:16,399 - mmaction - INFO - Epoch [123][60/396] lr: 1.610e-01, eta: 1 day, 2:31:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7167, loss_cls: 2.2562, loss: 2.2562, grad_norm: 1.6522, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8800, loss/aux0: 1.8800 2020-10-19 18:28:17,342 - mmaction - INFO - Epoch [123][60/396] lr: 1.610e-01, eta: 1 day, 2:31:33, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7167, loss_cls: 2.2562, loss: 2.2562, grad_norm: 1.6473, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8647, loss/aux0: 1.8647 2020-10-19 18:28:53,820 - mmaction - INFO - Epoch [123][80/396] lr: 1.610e-01, eta: 1 day, 2:30:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7188, loss_cls: 2.2501, loss: 2.2501, grad_norm: 1.6969, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.8330, loss/aux0: 1.8330 2020-10-19 18:28:54,735 - mmaction - INFO - Epoch [123][80/396] lr: 1.610e-01, eta: 1 day, 2:30:58, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7188, loss_cls: 2.2501, loss: 2.2501, grad_norm: 1.6832, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8333, loss/aux0: 1.8333 2020-10-19 18:29:31,220 - mmaction - INFO - Epoch [123][100/396] lr: 1.610e-01, eta: 1 day, 2:30:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7237, loss_cls: 2.2501, loss: 2.2501, grad_norm: 1.6367, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8164, loss/aux0: 1.8164 2020-10-19 18:29:32,215 - mmaction - INFO - Epoch [123][100/396] lr: 1.610e-01, eta: 1 day, 2:30:24, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7237, loss_cls: 2.2501, loss: 2.2501, grad_norm: 1.6334, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.8147, loss/aux0: 1.8147 2020-10-19 18:30:08,664 - mmaction - INFO - Epoch [123][120/396] lr: 1.610e-01, eta: 1 day, 2:29:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7161, loss_cls: 2.2699, loss: 2.2699, grad_norm: 1.6521, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8832, loss/aux0: 1.8832 2020-10-19 18:30:09,613 - mmaction - INFO - Epoch [123][120/396] lr: 1.610e-01, eta: 1 day, 2:29:49, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7161, loss_cls: 2.2699, loss: 2.2699, grad_norm: 1.6477, top1_acc/aux0: 0.5315, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8908, loss/aux0: 1.8908 2020-10-19 18:30:46,184 - mmaction - INFO - Epoch [123][140/396] lr: 1.610e-01, eta: 1 day, 2:28:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7086, loss_cls: 2.2968, loss: 2.2968, grad_norm: 1.6471, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8482, loss/aux0: 1.8482 2020-10-19 18:30:47,144 - mmaction - INFO - Epoch [123][140/396] lr: 1.610e-01, eta: 1 day, 2:29:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7086, loss_cls: 2.2968, loss: 2.2968, grad_norm: 1.6521, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8497, loss/aux0: 1.8497 2020-10-19 18:31:23,552 - mmaction - INFO - Epoch [123][160/396] lr: 1.610e-01, eta: 1 day, 2:28:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4516, top5_acc: 0.7096, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.6573, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8461, loss/aux0: 1.8461 2020-10-19 18:31:24,527 - mmaction - INFO - Epoch [123][160/396] lr: 1.610e-01, eta: 1 day, 2:28:40, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4516, top5_acc: 0.7096, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.6621, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8362, loss/aux0: 1.8362 2020-10-19 18:32:00,899 - mmaction - INFO - Epoch [123][180/396] lr: 1.610e-01, eta: 1 day, 2:27:45, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7125, loss_cls: 2.2627, loss: 2.2627, grad_norm: 1.6796, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8193, loss/aux0: 1.8193 2020-10-19 18:32:01,866 - mmaction - INFO - Epoch [123][180/396] lr: 1.610e-01, eta: 1 day, 2:28:06, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7125, loss_cls: 2.2627, loss: 2.2627, grad_norm: 1.6742, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8106, loss/aux0: 1.8106 2020-10-19 18:32:38,502 - mmaction - INFO - Epoch [123][200/396] lr: 1.610e-01, eta: 1 day, 2:27:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4430, top5_acc: 0.6982, loss_cls: 2.3369, loss: 2.3369, grad_norm: 1.6527, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8998, loss/aux0: 1.8998 2020-10-19 18:32:39,462 - mmaction - INFO - Epoch [123][200/396] lr: 1.610e-01, eta: 1 day, 2:27:31, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4430, top5_acc: 0.6982, loss_cls: 2.3369, loss: 2.3369, grad_norm: 1.6333, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8964, loss/aux0: 1.8964 2020-10-19 18:33:16,139 - mmaction - INFO - Epoch [123][220/396] lr: 1.610e-01, eta: 1 day, 2:26:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.6971, loss_cls: 2.3230, loss: 2.3230, grad_norm: 1.6781, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8679, loss/aux0: 1.8679 2020-10-19 18:33:17,092 - mmaction - INFO - Epoch [123][220/396] lr: 1.610e-01, eta: 1 day, 2:26:57, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4497, top5_acc: 0.6971, loss_cls: 2.3230, loss: 2.3230, grad_norm: 1.6772, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8728, loss/aux0: 1.8728 2020-10-19 18:33:53,535 - mmaction - INFO - Epoch [123][240/396] lr: 1.610e-01, eta: 1 day, 2:26:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7091, loss_cls: 2.3017, loss: 2.3017, grad_norm: 1.6419, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.8081, loss/aux0: 1.8081 2020-10-19 18:33:54,531 - mmaction - INFO - Epoch [123][240/396] lr: 1.610e-01, eta: 1 day, 2:26:22, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4370, top5_acc: 0.7091, loss_cls: 2.3017, loss: 2.3017, grad_norm: 1.6488, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8182, loss/aux0: 1.8182 2020-10-19 18:34:31,100 - mmaction - INFO - Epoch [123][260/396] lr: 1.610e-01, eta: 1 day, 2:25:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7138, loss_cls: 2.2872, loss: 2.2872, grad_norm: 1.6357, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8165, loss/aux0: 1.8165 2020-10-19 18:34:32,050 - mmaction - INFO - Epoch [123][260/396] lr: 1.610e-01, eta: 1 day, 2:25:48, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7138, loss_cls: 2.2872, loss: 2.2872, grad_norm: 1.6300, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8149, loss/aux0: 1.8149 2020-10-19 18:35:08,589 - mmaction - INFO - Epoch [123][280/396] lr: 1.610e-01, eta: 1 day, 2:24:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4440, top5_acc: 0.6961, loss_cls: 2.3459, loss: 2.3459, grad_norm: 1.6614, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8621, loss/aux0: 1.8621 2020-10-19 18:35:09,535 - mmaction - INFO - Epoch [123][280/396] lr: 1.610e-01, eta: 1 day, 2:25:13, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4440, top5_acc: 0.6961, loss_cls: 2.3459, loss: 2.3459, grad_norm: 1.6526, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8747, loss/aux0: 1.8747 2020-10-19 18:35:46,225 - mmaction - INFO - Epoch [123][300/396] lr: 1.610e-01, eta: 1 day, 2:24:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4521, top5_acc: 0.7151, loss_cls: 2.2962, loss: 2.2962, grad_norm: 1.6808, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8624, loss/aux0: 1.8624 2020-10-19 18:35:47,194 - mmaction - INFO - Epoch [123][300/396] lr: 1.610e-01, eta: 1 day, 2:24:39, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.4521, top5_acc: 0.7151, loss_cls: 2.2962, loss: 2.2962, grad_norm: 1.6810, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.8505, loss/aux0: 1.8505 2020-10-19 18:36:23,757 - mmaction - INFO - Epoch [123][320/396] lr: 1.610e-01, eta: 1 day, 2:23:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7141, loss_cls: 2.2960, loss: 2.2960, grad_norm: 1.6122, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8841, loss/aux0: 1.8841 2020-10-19 18:36:24,722 - mmaction - INFO - Epoch [123][320/396] lr: 1.610e-01, eta: 1 day, 2:24:05, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7141, loss_cls: 2.2960, loss: 2.2960, grad_norm: 1.6106, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8733, loss/aux0: 1.8733 2020-10-19 18:37:01,319 - mmaction - INFO - Epoch [123][340/396] lr: 1.610e-01, eta: 1 day, 2:23:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7044, loss_cls: 2.3016, loss: 2.3016, grad_norm: 1.6769, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7836, loss/aux0: 1.7836 2020-10-19 18:37:02,236 - mmaction - INFO - Epoch [123][340/396] lr: 1.610e-01, eta: 1 day, 2:23:30, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4497, top5_acc: 0.7044, loss_cls: 2.3016, loss: 2.3016, grad_norm: 1.6610, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7770, loss/aux0: 1.7770 2020-10-19 18:37:38,809 - mmaction - INFO - Epoch [123][360/396] lr: 1.610e-01, eta: 1 day, 2:22:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7190, loss_cls: 2.2370, loss: 2.2370, grad_norm: 1.6135, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8169, loss/aux0: 1.8169 2020-10-19 18:37:39,759 - mmaction - INFO - Epoch [123][360/396] lr: 1.610e-01, eta: 1 day, 2:22:56, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7190, loss_cls: 2.2370, loss: 2.2370, grad_norm: 1.6159, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8445, loss/aux0: 1.8445 2020-10-19 18:38:16,399 - mmaction - INFO - Epoch [123][380/396] lr: 1.610e-01, eta: 1 day, 2:22:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7167, loss_cls: 2.2607, loss: 2.2607, grad_norm: 1.6714, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7841, loss_cls/aux0: 1.8693, loss/aux0: 1.8693 2020-10-19 18:38:17,352 - mmaction - INFO - Epoch [123][380/396] lr: 1.610e-01, eta: 1 day, 2:22:22, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7167, loss_cls: 2.2607, loss: 2.2607, grad_norm: 1.6702, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8659, loss/aux0: 1.8659 2020-10-19 18:43:08,138 - mmaction - INFO - Epoch [124][20/396] lr: 1.592e-01, eta: 1 day, 2:20:27, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7258, loss_cls: 2.2041, loss: 2.2041, grad_norm: 1.6704, top1_acc/aux0: 0.5507, top5_acc/aux0: 0.7900, loss_cls/aux0: 1.8512, loss/aux0: 1.8512 2020-10-19 18:43:09,103 - mmaction - INFO - Epoch [124][20/396] lr: 1.592e-01, eta: 1 day, 2:20:47, time: 0.929, data_time: 0.003, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7258, loss_cls: 2.2041, loss: 2.2041, grad_norm: 1.6688, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8501, loss/aux0: 1.8501 2020-10-19 18:43:45,612 - mmaction - INFO - Epoch [124][40/396] lr: 1.592e-01, eta: 1 day, 2:19:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7151, loss_cls: 2.2561, loss: 2.2561, grad_norm: 1.7201, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8354, loss/aux0: 1.8354 2020-10-19 18:43:46,574 - mmaction - INFO - Epoch [124][40/396] lr: 1.592e-01, eta: 1 day, 2:20:13, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7151, loss_cls: 2.2561, loss: 2.2561, grad_norm: 1.7172, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8374, loss/aux0: 1.8374 2020-10-19 18:44:22,814 - mmaction - INFO - Epoch [124][60/396] lr: 1.592e-01, eta: 1 day, 2:19:18, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7154, loss_cls: 2.2807, loss: 2.2807, grad_norm: 1.6595, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7828, loss_cls/aux0: 1.9189, loss/aux0: 1.9189 2020-10-19 18:44:23,769 - mmaction - INFO - Epoch [124][60/396] lr: 1.592e-01, eta: 1 day, 2:19:38, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7154, loss_cls: 2.2807, loss: 2.2807, grad_norm: 1.6516, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7833, loss_cls/aux0: 1.9128, loss/aux0: 1.9128 2020-10-19 18:45:00,324 - mmaction - INFO - Epoch [124][80/396] lr: 1.592e-01, eta: 1 day, 2:18:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7227, loss_cls: 2.1925, loss: 2.1925, grad_norm: 1.6759, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.8052, loss/aux0: 1.8052 2020-10-19 18:45:01,268 - mmaction - INFO - Epoch [124][80/396] lr: 1.592e-01, eta: 1 day, 2:19:03, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7227, loss_cls: 2.1925, loss: 2.1925, grad_norm: 1.6738, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.8150, loss/aux0: 1.8150 2020-10-19 18:45:37,661 - mmaction - INFO - Epoch [124][100/396] lr: 1.592e-01, eta: 1 day, 2:18:09, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7174, loss_cls: 2.2294, loss: 2.2294, grad_norm: 1.6648, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8718, loss/aux0: 1.8718 2020-10-19 18:45:38,593 - mmaction - INFO - Epoch [124][100/396] lr: 1.592e-01, eta: 1 day, 2:18:29, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7174, loss_cls: 2.2294, loss: 2.2294, grad_norm: 1.6680, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8611, loss/aux0: 1.8611 2020-10-19 18:46:15,259 - mmaction - INFO - Epoch [124][120/396] lr: 1.592e-01, eta: 1 day, 2:17:34, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7138, loss_cls: 2.2573, loss: 2.2573, grad_norm: 1.6588, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8079, loss/aux0: 1.8079 2020-10-19 18:46:16,217 - mmaction - INFO - Epoch [124][120/396] lr: 1.592e-01, eta: 1 day, 2:17:55, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7138, loss_cls: 2.2573, loss: 2.2573, grad_norm: 1.6664, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8152, loss/aux0: 1.8152 2020-10-19 18:46:52,866 - mmaction - INFO - Epoch [124][140/396] lr: 1.592e-01, eta: 1 day, 2:17:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7109, loss_cls: 2.2764, loss: 2.2764, grad_norm: 1.6606, top1_acc/aux0: 0.5388, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8667, loss/aux0: 1.8667 2020-10-19 18:46:53,838 - mmaction - INFO - Epoch [124][140/396] lr: 1.592e-01, eta: 1 day, 2:17:20, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.4534, top5_acc: 0.7109, loss_cls: 2.2764, loss: 2.2764, grad_norm: 1.6768, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8611, loss/aux0: 1.8611 2020-10-19 18:47:30,352 - mmaction - INFO - Epoch [124][160/396] lr: 1.592e-01, eta: 1 day, 2:16:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7112, loss_cls: 2.2980, loss: 2.2980, grad_norm: 1.6718, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8684, loss/aux0: 1.8684 2020-10-19 18:47:31,305 - mmaction - INFO - Epoch [124][160/396] lr: 1.592e-01, eta: 1 day, 2:16:46, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7112, loss_cls: 2.2980, loss: 2.2980, grad_norm: 1.6771, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8747, loss/aux0: 1.8747 2020-10-19 18:48:07,975 - mmaction - INFO - Epoch [124][180/396] lr: 1.592e-01, eta: 1 day, 2:15:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7005, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.6697, top1_acc/aux0: 0.5310, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8602, loss/aux0: 1.8602 2020-10-19 18:48:08,932 - mmaction - INFO - Epoch [124][180/396] lr: 1.592e-01, eta: 1 day, 2:16:11, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4398, top5_acc: 0.7005, loss_cls: 2.3176, loss: 2.3176, grad_norm: 1.6637, top1_acc/aux0: 0.5305, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8693, loss/aux0: 1.8693 2020-10-19 18:48:45,524 - mmaction - INFO - Epoch [124][200/396] lr: 1.592e-01, eta: 1 day, 2:15:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7151, loss_cls: 2.2763, loss: 2.2763, grad_norm: 1.6750, top1_acc/aux0: 0.5365, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8966, loss/aux0: 1.8966 2020-10-19 18:48:46,491 - mmaction - INFO - Epoch [124][200/396] lr: 1.592e-01, eta: 1 day, 2:15:37, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7151, loss_cls: 2.2763, loss: 2.2763, grad_norm: 1.6711, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8807, loss/aux0: 1.8807 2020-10-19 18:49:23,111 - mmaction - INFO - Epoch [124][220/396] lr: 1.592e-01, eta: 1 day, 2:14:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4487, top5_acc: 0.7096, loss_cls: 2.2920, loss: 2.2920, grad_norm: 1.6911, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7862, loss_cls/aux0: 1.8788, loss/aux0: 1.8788 2020-10-19 18:49:24,107 - mmaction - INFO - Epoch [124][220/396] lr: 1.592e-01, eta: 1 day, 2:15:03, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4487, top5_acc: 0.7096, loss_cls: 2.2920, loss: 2.2920, grad_norm: 1.6937, top1_acc/aux0: 0.5307, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8955, loss/aux0: 1.8955 2020-10-19 18:50:00,721 - mmaction - INFO - Epoch [124][240/396] lr: 1.592e-01, eta: 1 day, 2:14:08, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7242, loss_cls: 2.2445, loss: 2.2445, grad_norm: 1.6733, top1_acc/aux0: 0.5279, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8996, loss/aux0: 1.8996 2020-10-19 18:50:01,687 - mmaction - INFO - Epoch [124][240/396] lr: 1.592e-01, eta: 1 day, 2:14:29, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4552, top5_acc: 0.7242, loss_cls: 2.2445, loss: 2.2445, grad_norm: 1.6682, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8749, loss/aux0: 1.8749 2020-10-19 18:50:38,233 - mmaction - INFO - Epoch [124][260/396] lr: 1.592e-01, eta: 1 day, 2:13:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7151, loss_cls: 2.2590, loss: 2.2590, grad_norm: 1.6799, top1_acc/aux0: 0.5352, top5_acc/aux0: 0.7823, loss_cls/aux0: 1.9043, loss/aux0: 1.9043 2020-10-19 18:50:39,227 - mmaction - INFO - Epoch [124][260/396] lr: 1.592e-01, eta: 1 day, 2:13:54, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7151, loss_cls: 2.2590, loss: 2.2590, grad_norm: 1.6869, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7826, loss_cls/aux0: 1.9133, loss/aux0: 1.9133 2020-10-19 18:51:15,743 - mmaction - INFO - Epoch [124][280/396] lr: 1.592e-01, eta: 1 day, 2:12:59, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7216, loss_cls: 2.2529, loss: 2.2529, grad_norm: 1.6986, top1_acc/aux0: 0.5297, top5_acc/aux0: 0.7813, loss_cls/aux0: 1.9166, loss/aux0: 1.9166 2020-10-19 18:51:16,699 - mmaction - INFO - Epoch [124][280/396] lr: 1.592e-01, eta: 1 day, 2:13:19, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7216, loss_cls: 2.2529, loss: 2.2529, grad_norm: 1.6962, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7789, loss_cls/aux0: 1.9220, loss/aux0: 1.9220 2020-10-19 18:51:53,264 - mmaction - INFO - Epoch [124][300/396] lr: 1.592e-01, eta: 1 day, 2:12:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7112, loss_cls: 2.2716, loss: 2.2716, grad_norm: 1.6357, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7870, loss_cls/aux0: 1.8580, loss/aux0: 1.8580 2020-10-19 18:51:54,219 - mmaction - INFO - Epoch [124][300/396] lr: 1.592e-01, eta: 1 day, 2:12:45, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7112, loss_cls: 2.2716, loss: 2.2716, grad_norm: 1.6436, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8540, loss/aux0: 1.8540 2020-10-19 18:52:30,764 - mmaction - INFO - Epoch [124][320/396] lr: 1.592e-01, eta: 1 day, 2:11:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7138, loss_cls: 2.2878, loss: 2.2878, grad_norm: 1.6753, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8770, loss/aux0: 1.8770 2020-10-19 18:52:31,730 - mmaction - INFO - Epoch [124][320/396] lr: 1.592e-01, eta: 1 day, 2:12:11, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7138, loss_cls: 2.2878, loss: 2.2878, grad_norm: 1.6740, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8799, loss/aux0: 1.8799 2020-10-19 18:53:08,451 - mmaction - INFO - Epoch [124][340/396] lr: 1.592e-01, eta: 1 day, 2:11:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7031, loss_cls: 2.3172, loss: 2.3172, grad_norm: 1.6700, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8397, loss/aux0: 1.8397 2020-10-19 18:53:09,418 - mmaction - INFO - Epoch [124][340/396] lr: 1.592e-01, eta: 1 day, 2:11:36, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4500, top5_acc: 0.7031, loss_cls: 2.3172, loss: 2.3172, grad_norm: 1.6797, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8494, loss/aux0: 1.8494 2020-10-19 18:53:46,088 - mmaction - INFO - Epoch [124][360/396] lr: 1.592e-01, eta: 1 day, 2:10:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7292, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.6903, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8885, loss/aux0: 1.8885 2020-10-19 18:53:47,053 - mmaction - INFO - Epoch [124][360/396] lr: 1.592e-01, eta: 1 day, 2:11:02, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7292, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.6867, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8837, loss/aux0: 1.8837 2020-10-19 18:54:23,566 - mmaction - INFO - Epoch [124][380/396] lr: 1.592e-01, eta: 1 day, 2:10:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7122, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.6425, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7792, loss_cls/aux0: 1.9066, loss/aux0: 1.9066 2020-10-19 18:54:24,511 - mmaction - INFO - Epoch [124][380/396] lr: 1.592e-01, eta: 1 day, 2:10:28, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4471, top5_acc: 0.7122, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.6456, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9122, loss/aux0: 1.9122 2020-10-19 18:58:57,378 - mmaction - INFO - Epoch [125][20/396] lr: 1.574e-01, eta: 1 day, 2:08:34, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7078, loss_cls: 2.3214, loss: 2.3214, grad_norm: 1.6176, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8596, loss/aux0: 1.8596 2020-10-19 18:58:58,320 - mmaction - INFO - Epoch [125][20/396] lr: 1.574e-01, eta: 1 day, 2:08:53, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7078, loss_cls: 2.3214, loss: 2.3214, grad_norm: 1.6184, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8651, loss/aux0: 1.8651 2020-10-19 18:59:34,858 - mmaction - INFO - Epoch [125][40/396] lr: 1.574e-01, eta: 1 day, 2:07:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7229, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.6402, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8539, loss/aux0: 1.8539 2020-10-19 18:59:35,825 - mmaction - INFO - Epoch [125][40/396] lr: 1.574e-01, eta: 1 day, 2:08:19, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7229, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.6549, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8573, loss/aux0: 1.8573 2020-10-19 19:00:12,335 - mmaction - INFO - Epoch [125][60/396] lr: 1.574e-01, eta: 1 day, 2:07:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7159, loss_cls: 2.2678, loss: 2.2678, grad_norm: 1.6704, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8579, loss/aux0: 1.8579 2020-10-19 19:00:13,299 - mmaction - INFO - Epoch [125][60/396] lr: 1.574e-01, eta: 1 day, 2:07:45, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7159, loss_cls: 2.2678, loss: 2.2678, grad_norm: 1.6710, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8516, loss/aux0: 1.8516 2020-10-19 19:00:49,917 - mmaction - INFO - Epoch [125][80/396] lr: 1.574e-01, eta: 1 day, 2:06:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7219, loss_cls: 2.2487, loss: 2.2487, grad_norm: 1.6771, top1_acc/aux0: 0.5419, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8399, loss/aux0: 1.8399 2020-10-19 19:00:50,898 - mmaction - INFO - Epoch [125][80/396] lr: 1.574e-01, eta: 1 day, 2:07:10, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7219, loss_cls: 2.2487, loss: 2.2487, grad_norm: 1.6793, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8236, loss/aux0: 1.8236 2020-10-19 19:01:27,433 - mmaction - INFO - Epoch [125][100/396] lr: 1.574e-01, eta: 1 day, 2:06:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7146, loss_cls: 2.2780, loss: 2.2780, grad_norm: 1.6799, top1_acc/aux0: 0.5328, top5_acc/aux0: 0.7794, loss_cls/aux0: 1.9097, loss/aux0: 1.9097 2020-10-19 19:01:28,453 - mmaction - INFO - Epoch [125][100/396] lr: 1.574e-01, eta: 1 day, 2:06:36, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7146, loss_cls: 2.2780, loss: 2.2780, grad_norm: 1.6813, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7784, loss_cls/aux0: 1.9229, loss/aux0: 1.9229 2020-10-19 19:02:04,940 - mmaction - INFO - Epoch [125][120/396] lr: 1.574e-01, eta: 1 day, 2:05:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7167, loss_cls: 2.2964, loss: 2.2964, grad_norm: 1.6862, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8512, loss/aux0: 1.8512 2020-10-19 19:02:05,909 - mmaction - INFO - Epoch [125][120/396] lr: 1.574e-01, eta: 1 day, 2:06:02, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7167, loss_cls: 2.2964, loss: 2.2964, grad_norm: 1.6892, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8534, loss/aux0: 1.8534 2020-10-19 19:02:42,456 - mmaction - INFO - Epoch [125][140/396] lr: 1.574e-01, eta: 1 day, 2:05:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7229, loss_cls: 2.2551, loss: 2.2551, grad_norm: 1.6780, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8411, loss/aux0: 1.8411 2020-10-19 19:02:43,405 - mmaction - INFO - Epoch [125][140/396] lr: 1.574e-01, eta: 1 day, 2:05:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7229, loss_cls: 2.2551, loss: 2.2551, grad_norm: 1.6818, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.8374, loss/aux0: 1.8374 2020-10-19 19:03:19,901 - mmaction - INFO - Epoch [125][160/396] lr: 1.574e-01, eta: 1 day, 2:04:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7273, loss_cls: 2.1973, loss: 2.1973, grad_norm: 1.6985, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8572, loss/aux0: 1.8572 2020-10-19 19:03:20,847 - mmaction - INFO - Epoch [125][160/396] lr: 1.574e-01, eta: 1 day, 2:04:52, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7273, loss_cls: 2.1973, loss: 2.1973, grad_norm: 1.7036, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8600, loss/aux0: 1.8600 2020-10-19 19:03:57,421 - mmaction - INFO - Epoch [125][180/396] lr: 1.574e-01, eta: 1 day, 2:03:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7159, loss_cls: 2.2265, loss: 2.2265, grad_norm: 1.6604, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8572, loss/aux0: 1.8572 2020-10-19 19:03:58,349 - mmaction - INFO - Epoch [125][180/396] lr: 1.574e-01, eta: 1 day, 2:04:18, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7159, loss_cls: 2.2265, loss: 2.2265, grad_norm: 1.6622, top1_acc/aux0: 0.5302, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8537, loss/aux0: 1.8537 2020-10-19 19:04:35,045 - mmaction - INFO - Epoch [125][200/396] lr: 1.574e-01, eta: 1 day, 2:03:24, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7107, loss_cls: 2.2786, loss: 2.2786, grad_norm: 1.6756, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8362, loss/aux0: 1.8362 2020-10-19 19:04:36,017 - mmaction - INFO - Epoch [125][200/396] lr: 1.574e-01, eta: 1 day, 2:03:44, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7107, loss_cls: 2.2786, loss: 2.2786, grad_norm: 1.6763, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8405, loss/aux0: 1.8405 2020-10-19 19:05:12,506 - mmaction - INFO - Epoch [125][220/396] lr: 1.574e-01, eta: 1 day, 2:02:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7227, loss_cls: 2.2337, loss: 2.2337, grad_norm: 1.6361, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8075, loss/aux0: 1.8075 2020-10-19 19:05:13,478 - mmaction - INFO - Epoch [125][220/396] lr: 1.574e-01, eta: 1 day, 2:03:09, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7227, loss_cls: 2.2337, loss: 2.2337, grad_norm: 1.6394, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8031, loss/aux0: 1.8031 2020-10-19 19:05:50,004 - mmaction - INFO - Epoch [125][240/396] lr: 1.574e-01, eta: 1 day, 2:02:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7013, loss_cls: 2.3009, loss: 2.3009, grad_norm: 1.7208, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.8247, loss/aux0: 1.8247 2020-10-19 19:05:50,967 - mmaction - INFO - Epoch [125][240/396] lr: 1.574e-01, eta: 1 day, 2:02:35, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7013, loss_cls: 2.3009, loss: 2.3009, grad_norm: 1.7268, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.8279, loss/aux0: 1.8279 2020-10-19 19:06:27,506 - mmaction - INFO - Epoch [125][260/396] lr: 1.574e-01, eta: 1 day, 2:01:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7156, loss_cls: 2.2542, loss: 2.2542, grad_norm: 1.6910, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8889, loss/aux0: 1.8889 2020-10-19 19:06:28,471 - mmaction - INFO - Epoch [125][260/396] lr: 1.574e-01, eta: 1 day, 2:02:00, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4529, top5_acc: 0.7156, loss_cls: 2.2542, loss: 2.2542, grad_norm: 1.6897, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8927, loss/aux0: 1.8927 2020-10-19 19:07:04,948 - mmaction - INFO - Epoch [125][280/396] lr: 1.574e-01, eta: 1 day, 2:01:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7180, loss_cls: 2.2466, loss: 2.2466, grad_norm: 1.6853, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8503, loss/aux0: 1.8503 2020-10-19 19:07:05,900 - mmaction - INFO - Epoch [125][280/396] lr: 1.574e-01, eta: 1 day, 2:01:26, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7180, loss_cls: 2.2466, loss: 2.2466, grad_norm: 1.6790, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8535, loss/aux0: 1.8535 2020-10-19 19:07:42,552 - mmaction - INFO - Epoch [125][300/396] lr: 1.574e-01, eta: 1 day, 2:00:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7133, loss_cls: 2.2556, loss: 2.2556, grad_norm: 1.6454, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7844, loss_cls/aux0: 1.8754, loss/aux0: 1.8754 2020-10-19 19:07:43,518 - mmaction - INFO - Epoch [125][300/396] lr: 1.574e-01, eta: 1 day, 2:00:51, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7133, loss_cls: 2.2556, loss: 2.2556, grad_norm: 1.6347, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8636, loss/aux0: 1.8636 2020-10-19 19:08:20,233 - mmaction - INFO - Epoch [125][320/396] lr: 1.574e-01, eta: 1 day, 1:59:57, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7174, loss_cls: 2.2810, loss: 2.2810, grad_norm: 1.6473, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7909, loss_cls/aux0: 1.8704, loss/aux0: 1.8704 2020-10-19 19:08:21,173 - mmaction - INFO - Epoch [125][320/396] lr: 1.574e-01, eta: 1 day, 2:00:17, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7174, loss_cls: 2.2810, loss: 2.2810, grad_norm: 1.6494, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8811, loss/aux0: 1.8811 2020-10-19 19:08:57,666 - mmaction - INFO - Epoch [125][340/396] lr: 1.574e-01, eta: 1 day, 1:59:23, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7122, loss_cls: 2.2682, loss: 2.2682, grad_norm: 1.6537, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8437, loss/aux0: 1.8437 2020-10-19 19:08:58,630 - mmaction - INFO - Epoch [125][340/396] lr: 1.574e-01, eta: 1 day, 1:59:42, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7122, loss_cls: 2.2682, loss: 2.2682, grad_norm: 1.6604, top1_acc/aux0: 0.5393, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8472, loss/aux0: 1.8472 2020-10-19 19:09:35,306 - mmaction - INFO - Epoch [125][360/396] lr: 1.574e-01, eta: 1 day, 1:58:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7016, loss_cls: 2.3106, loss: 2.3106, grad_norm: 1.6839, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8519, loss/aux0: 1.8519 2020-10-19 19:09:36,268 - mmaction - INFO - Epoch [125][360/396] lr: 1.574e-01, eta: 1 day, 1:59:08, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4451, top5_acc: 0.7016, loss_cls: 2.3106, loss: 2.3106, grad_norm: 1.6825, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8457, loss/aux0: 1.8457 2020-10-19 19:10:12,729 - mmaction - INFO - Epoch [125][380/396] lr: 1.574e-01, eta: 1 day, 1:58:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7102, loss_cls: 2.2630, loss: 2.2630, grad_norm: 1.6956, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.8299, loss/aux0: 1.8299 2020-10-19 19:10:13,682 - mmaction - INFO - Epoch [125][380/396] lr: 1.574e-01, eta: 1 day, 1:58:33, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4513, top5_acc: 0.7102, loss_cls: 2.2630, loss: 2.2630, grad_norm: 1.7052, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8380, loss/aux0: 1.8380 2020-10-19 19:15:11,295 - mmaction - INFO - Epoch [126][20/396] lr: 1.555e-01, eta: 1 day, 1:56:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7224, loss_cls: 2.1936, loss: 2.1936, grad_norm: 1.6279, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7892, loss_cls/aux0: 1.8574, loss/aux0: 1.8574 2020-10-19 19:15:12,245 - mmaction - INFO - Epoch [126][20/396] lr: 1.555e-01, eta: 1 day, 1:57:00, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7224, loss_cls: 2.1936, loss: 2.1936, grad_norm: 1.6305, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8477, loss/aux0: 1.8477 2020-10-19 19:15:48,477 - mmaction - INFO - Epoch [126][40/396] lr: 1.555e-01, eta: 1 day, 1:56:05, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7141, loss_cls: 2.2535, loss: 2.2535, grad_norm: 1.6741, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7973, loss/aux0: 1.7973 2020-10-19 19:15:49,421 - mmaction - INFO - Epoch [126][40/396] lr: 1.555e-01, eta: 1 day, 1:56:25, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7141, loss_cls: 2.2535, loss: 2.2535, grad_norm: 1.6744, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8027, loss/aux0: 1.8027 2020-10-19 19:16:25,924 - mmaction - INFO - Epoch [126][60/396] lr: 1.555e-01, eta: 1 day, 1:55:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7180, loss_cls: 2.2507, loss: 2.2507, grad_norm: 1.6869, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8523, loss/aux0: 1.8523 2020-10-19 19:16:26,881 - mmaction - INFO - Epoch [126][60/396] lr: 1.555e-01, eta: 1 day, 1:55:50, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7180, loss_cls: 2.2507, loss: 2.2507, grad_norm: 1.6823, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8594, loss/aux0: 1.8594 2020-10-19 19:17:03,407 - mmaction - INFO - Epoch [126][80/396] lr: 1.555e-01, eta: 1 day, 1:54:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7174, loss_cls: 2.2823, loss: 2.2823, grad_norm: 1.6663, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8705, loss/aux0: 1.8705 2020-10-19 19:17:04,401 - mmaction - INFO - Epoch [126][80/396] lr: 1.555e-01, eta: 1 day, 1:55:16, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7174, loss_cls: 2.2823, loss: 2.2823, grad_norm: 1.6604, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8644, loss/aux0: 1.8644 2020-10-19 19:17:40,878 - mmaction - INFO - Epoch [126][100/396] lr: 1.555e-01, eta: 1 day, 1:54:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7240, loss_cls: 2.2232, loss: 2.2232, grad_norm: 1.6490, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8423, loss/aux0: 1.8423 2020-10-19 19:17:41,849 - mmaction - INFO - Epoch [126][100/396] lr: 1.555e-01, eta: 1 day, 1:54:41, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7240, loss_cls: 2.2232, loss: 2.2232, grad_norm: 1.6451, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8488, loss/aux0: 1.8488 2020-10-19 19:18:18,365 - mmaction - INFO - Epoch [126][120/396] lr: 1.555e-01, eta: 1 day, 1:53:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7135, loss_cls: 2.2851, loss: 2.2851, grad_norm: 1.6779, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8282, loss/aux0: 1.8282 2020-10-19 19:18:19,327 - mmaction - INFO - Epoch [126][120/396] lr: 1.555e-01, eta: 1 day, 1:54:07, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7135, loss_cls: 2.2851, loss: 2.2851, grad_norm: 1.6778, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8264, loss/aux0: 1.8264 2020-10-19 19:18:56,117 - mmaction - INFO - Epoch [126][140/396] lr: 1.555e-01, eta: 1 day, 1:53:13, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.4591, top5_acc: 0.7227, loss_cls: 2.2561, loss: 2.2561, grad_norm: 1.6308, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8634, loss/aux0: 1.8634 2020-10-19 19:18:57,076 - mmaction - INFO - Epoch [126][140/396] lr: 1.555e-01, eta: 1 day, 1:53:33, time: 0.951, data_time: 0.002, memory: 8466, top1_acc: 0.4591, top5_acc: 0.7227, loss_cls: 2.2561, loss: 2.2561, grad_norm: 1.6357, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8588, loss/aux0: 1.8588 2020-10-19 19:19:33,696 - mmaction - INFO - Epoch [126][160/396] lr: 1.555e-01, eta: 1 day, 1:52:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7284, loss_cls: 2.2405, loss: 2.2405, grad_norm: 1.6885, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8450, loss/aux0: 1.8450 2020-10-19 19:19:34,688 - mmaction - INFO - Epoch [126][160/396] lr: 1.555e-01, eta: 1 day, 1:52:58, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7284, loss_cls: 2.2405, loss: 2.2405, grad_norm: 1.6761, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8535, loss/aux0: 1.8535 2020-10-19 19:20:11,169 - mmaction - INFO - Epoch [126][180/396] lr: 1.555e-01, eta: 1 day, 1:52:04, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7156, loss_cls: 2.2440, loss: 2.2440, grad_norm: 1.6770, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7902, loss/aux0: 1.7902 2020-10-19 19:20:12,098 - mmaction - INFO - Epoch [126][180/396] lr: 1.555e-01, eta: 1 day, 1:52:24, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7156, loss_cls: 2.2440, loss: 2.2440, grad_norm: 1.6624, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7667, loss/aux0: 1.7667 2020-10-19 19:20:48,698 - mmaction - INFO - Epoch [126][200/396] lr: 1.555e-01, eta: 1 day, 1:51:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4440, top5_acc: 0.7161, loss_cls: 2.3022, loss: 2.3022, grad_norm: 1.6739, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8679, loss/aux0: 1.8679 2020-10-19 19:20:49,696 - mmaction - INFO - Epoch [126][200/396] lr: 1.555e-01, eta: 1 day, 1:51:49, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4440, top5_acc: 0.7161, loss_cls: 2.3022, loss: 2.3022, grad_norm: 1.6758, top1_acc/aux0: 0.5380, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8834, loss/aux0: 1.8834 2020-10-19 19:21:26,398 - mmaction - INFO - Epoch [126][220/396] lr: 1.555e-01, eta: 1 day, 1:50:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7029, loss_cls: 2.3028, loss: 2.3028, grad_norm: 1.6574, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8470, loss/aux0: 1.8470 2020-10-19 19:21:27,373 - mmaction - INFO - Epoch [126][220/396] lr: 1.555e-01, eta: 1 day, 1:51:15, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7029, loss_cls: 2.3028, loss: 2.3028, grad_norm: 1.6538, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8492, loss/aux0: 1.8492 2020-10-19 19:22:03,981 - mmaction - INFO - Epoch [126][240/396] lr: 1.555e-01, eta: 1 day, 1:50:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7141, loss_cls: 2.2475, loss: 2.2475, grad_norm: 1.6649, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8435, loss/aux0: 1.8435 2020-10-19 19:22:04,910 - mmaction - INFO - Epoch [126][240/396] lr: 1.555e-01, eta: 1 day, 1:50:40, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7141, loss_cls: 2.2475, loss: 2.2475, grad_norm: 1.6589, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8352, loss/aux0: 1.8352 2020-10-19 19:22:41,543 - mmaction - INFO - Epoch [126][260/396] lr: 1.555e-01, eta: 1 day, 1:49:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7253, loss_cls: 2.2197, loss: 2.2197, grad_norm: 1.6848, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8287, loss/aux0: 1.8287 2020-10-19 19:22:42,468 - mmaction - INFO - Epoch [126][260/396] lr: 1.555e-01, eta: 1 day, 1:50:06, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7253, loss_cls: 2.2197, loss: 2.2197, grad_norm: 1.6804, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8312, loss/aux0: 1.8312 2020-10-19 19:23:19,005 - mmaction - INFO - Epoch [126][280/396] lr: 1.555e-01, eta: 1 day, 1:49:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7052, loss_cls: 2.3489, loss: 2.3489, grad_norm: 1.7370, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8366, loss/aux0: 1.8366 2020-10-19 19:23:19,969 - mmaction - INFO - Epoch [126][280/396] lr: 1.555e-01, eta: 1 day, 1:49:31, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4477, top5_acc: 0.7052, loss_cls: 2.3489, loss: 2.3489, grad_norm: 1.7261, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8375, loss/aux0: 1.8375 2020-10-19 19:23:56,541 - mmaction - INFO - Epoch [126][300/396] lr: 1.555e-01, eta: 1 day, 1:48:37, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7104, loss_cls: 2.2403, loss: 2.2403, grad_norm: 1.6750, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8503, loss/aux0: 1.8503 2020-10-19 19:23:57,514 - mmaction - INFO - Epoch [126][300/396] lr: 1.555e-01, eta: 1 day, 1:48:57, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7104, loss_cls: 2.2403, loss: 2.2403, grad_norm: 1.6778, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8729, loss/aux0: 1.8729 2020-10-19 19:24:34,125 - mmaction - INFO - Epoch [126][320/396] lr: 1.555e-01, eta: 1 day, 1:48:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7219, loss_cls: 2.2190, loss: 2.2190, grad_norm: 1.6726, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.8754, loss/aux0: 1.8754 2020-10-19 19:24:35,094 - mmaction - INFO - Epoch [126][320/396] lr: 1.555e-01, eta: 1 day, 1:48:23, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7219, loss_cls: 2.2190, loss: 2.2190, grad_norm: 1.6705, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7852, loss_cls/aux0: 1.8653, loss/aux0: 1.8653 2020-10-19 19:25:11,658 - mmaction - INFO - Epoch [126][340/396] lr: 1.555e-01, eta: 1 day, 1:47:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7005, loss_cls: 2.2896, loss: 2.2896, grad_norm: 1.6701, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8392, loss/aux0: 1.8392 2020-10-19 19:25:12,619 - mmaction - INFO - Epoch [126][340/396] lr: 1.555e-01, eta: 1 day, 1:47:48, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4526, top5_acc: 0.7005, loss_cls: 2.2896, loss: 2.2896, grad_norm: 1.6608, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8281, loss/aux0: 1.8281 2020-10-19 19:25:49,200 - mmaction - INFO - Epoch [126][360/396] lr: 1.555e-01, eta: 1 day, 1:46:54, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7161, loss_cls: 2.2916, loss: 2.2916, grad_norm: 1.7452, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8548, loss/aux0: 1.8548 2020-10-19 19:25:50,172 - mmaction - INFO - Epoch [126][360/396] lr: 1.555e-01, eta: 1 day, 1:47:14, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7161, loss_cls: 2.2916, loss: 2.2916, grad_norm: 1.7359, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8556, loss/aux0: 1.8556 2020-10-19 19:26:26,797 - mmaction - INFO - Epoch [126][380/396] lr: 1.555e-01, eta: 1 day, 1:46:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7086, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.6930, top1_acc/aux0: 0.5299, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8468, loss/aux0: 1.8468 2020-10-19 19:26:27,775 - mmaction - INFO - Epoch [126][380/396] lr: 1.555e-01, eta: 1 day, 1:46:39, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7086, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.6956, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8484, loss/aux0: 1.8484 2020-10-19 19:30:59,476 - mmaction - INFO - Epoch [127][20/396] lr: 1.537e-01, eta: 1 day, 1:44:47, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4638, top5_acc: 0.7112, loss_cls: 2.2688, loss: 2.2688, grad_norm: 1.6922, top1_acc/aux0: 0.5658, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7553, loss/aux0: 1.7553 2020-10-19 19:31:00,417 - mmaction - INFO - Epoch [127][20/396] lr: 1.537e-01, eta: 1 day, 1:45:06, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4638, top5_acc: 0.7112, loss_cls: 2.2688, loss: 2.2688, grad_norm: 1.7007, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7595, loss/aux0: 1.7595 2020-10-19 19:31:36,918 - mmaction - INFO - Epoch [127][40/396] lr: 1.537e-01, eta: 1 day, 1:44:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7180, loss_cls: 2.2434, loss: 2.2434, grad_norm: 1.6693, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8315, loss/aux0: 1.8315 2020-10-19 19:31:37,873 - mmaction - INFO - Epoch [127][40/396] lr: 1.537e-01, eta: 1 day, 1:44:31, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7180, loss_cls: 2.2434, loss: 2.2434, grad_norm: 1.6632, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7935, loss_cls/aux0: 1.8271, loss/aux0: 1.8271 2020-10-19 19:32:14,379 - mmaction - INFO - Epoch [127][60/396] lr: 1.537e-01, eta: 1 day, 1:43:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7299, loss_cls: 2.1790, loss: 2.1790, grad_norm: 1.6657, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8350, loss/aux0: 1.8350 2020-10-19 19:32:15,333 - mmaction - INFO - Epoch [127][60/396] lr: 1.537e-01, eta: 1 day, 1:43:57, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7299, loss_cls: 2.1790, loss: 2.1790, grad_norm: 1.6586, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8365, loss/aux0: 1.8365 2020-10-19 19:32:51,968 - mmaction - INFO - Epoch [127][80/396] lr: 1.537e-01, eta: 1 day, 1:43:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7151, loss_cls: 2.2551, loss: 2.2551, grad_norm: 1.7163, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8557, loss/aux0: 1.8557 2020-10-19 19:32:52,930 - mmaction - INFO - Epoch [127][80/396] lr: 1.537e-01, eta: 1 day, 1:43:22, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4599, top5_acc: 0.7151, loss_cls: 2.2551, loss: 2.2551, grad_norm: 1.7122, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8509, loss/aux0: 1.8509 2020-10-19 19:33:29,357 - mmaction - INFO - Epoch [127][100/396] lr: 1.537e-01, eta: 1 day, 1:42:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7247, loss_cls: 2.2169, loss: 2.2169, grad_norm: 1.6753, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8123, loss/aux0: 1.8123 2020-10-19 19:33:30,333 - mmaction - INFO - Epoch [127][100/396] lr: 1.537e-01, eta: 1 day, 1:42:48, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7247, loss_cls: 2.2169, loss: 2.2169, grad_norm: 1.6780, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8254, loss/aux0: 1.8254 2020-10-19 19:34:06,984 - mmaction - INFO - Epoch [127][120/396] lr: 1.537e-01, eta: 1 day, 1:41:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7211, loss_cls: 2.2154, loss: 2.2154, grad_norm: 1.7273, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8113, loss/aux0: 1.8113 2020-10-19 19:34:07,931 - mmaction - INFO - Epoch [127][120/396] lr: 1.537e-01, eta: 1 day, 1:42:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7211, loss_cls: 2.2154, loss: 2.2154, grad_norm: 1.7289, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8052, loss/aux0: 1.8052 2020-10-19 19:34:44,381 - mmaction - INFO - Epoch [127][140/396] lr: 1.537e-01, eta: 1 day, 1:41:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7253, loss_cls: 2.2115, loss: 2.2115, grad_norm: 1.7109, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8592, loss/aux0: 1.8592 2020-10-19 19:34:45,313 - mmaction - INFO - Epoch [127][140/396] lr: 1.537e-01, eta: 1 day, 1:41:39, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7253, loss_cls: 2.2115, loss: 2.2115, grad_norm: 1.7211, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8707, loss/aux0: 1.8707 2020-10-19 19:35:21,718 - mmaction - INFO - Epoch [127][160/396] lr: 1.537e-01, eta: 1 day, 1:40:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7201, loss_cls: 2.2451, loss: 2.2451, grad_norm: 1.6847, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8631, loss/aux0: 1.8631 2020-10-19 19:35:22,676 - mmaction - INFO - Epoch [127][160/396] lr: 1.537e-01, eta: 1 day, 1:41:04, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7201, loss_cls: 2.2451, loss: 2.2451, grad_norm: 1.6935, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8492, loss/aux0: 1.8492 2020-10-19 19:35:59,233 - mmaction - INFO - Epoch [127][180/396] lr: 1.537e-01, eta: 1 day, 1:40:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7172, loss_cls: 2.2375, loss: 2.2375, grad_norm: 1.7073, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.8290, loss/aux0: 1.8290 2020-10-19 19:36:00,192 - mmaction - INFO - Epoch [127][180/396] lr: 1.537e-01, eta: 1 day, 1:40:29, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7172, loss_cls: 2.2375, loss: 2.2375, grad_norm: 1.7011, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8345, loss/aux0: 1.8345 2020-10-19 19:36:36,919 - mmaction - INFO - Epoch [127][200/396] lr: 1.537e-01, eta: 1 day, 1:39:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7169, loss_cls: 2.2557, loss: 2.2557, grad_norm: 1.7191, top1_acc/aux0: 0.5326, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9000, loss/aux0: 1.9000 2020-10-19 19:36:37,882 - mmaction - INFO - Epoch [127][200/396] lr: 1.537e-01, eta: 1 day, 1:39:55, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7169, loss_cls: 2.2557, loss: 2.2557, grad_norm: 1.7142, top1_acc/aux0: 0.5357, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8914, loss/aux0: 1.8914 2020-10-19 19:37:14,416 - mmaction - INFO - Epoch [127][220/396] lr: 1.537e-01, eta: 1 day, 1:39:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7128, loss_cls: 2.2670, loss: 2.2670, grad_norm: 1.6583, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8061, loss/aux0: 1.8061 2020-10-19 19:37:15,381 - mmaction - INFO - Epoch [127][220/396] lr: 1.537e-01, eta: 1 day, 1:39:20, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4547, top5_acc: 0.7128, loss_cls: 2.2670, loss: 2.2670, grad_norm: 1.6476, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8038, loss/aux0: 1.8038 2020-10-19 19:37:51,913 - mmaction - INFO - Epoch [127][240/396] lr: 1.537e-01, eta: 1 day, 1:38:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7115, loss_cls: 2.2836, loss: 2.2836, grad_norm: 1.6659, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8131, loss/aux0: 1.8131 2020-10-19 19:37:52,870 - mmaction - INFO - Epoch [127][240/396] lr: 1.537e-01, eta: 1 day, 1:38:46, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7115, loss_cls: 2.2836, loss: 2.2836, grad_norm: 1.6644, top1_acc/aux0: 0.5482, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8309, loss/aux0: 1.8309 2020-10-19 19:38:29,319 - mmaction - INFO - Epoch [127][260/396] lr: 1.537e-01, eta: 1 day, 1:37:52, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7206, loss_cls: 2.2563, loss: 2.2563, grad_norm: 1.7080, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8607, loss/aux0: 1.8607 2020-10-19 19:38:30,268 - mmaction - INFO - Epoch [127][260/396] lr: 1.537e-01, eta: 1 day, 1:38:11, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4492, top5_acc: 0.7206, loss_cls: 2.2563, loss: 2.2563, grad_norm: 1.7059, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8489, loss/aux0: 1.8489 2020-10-19 19:39:06,878 - mmaction - INFO - Epoch [127][280/396] lr: 1.537e-01, eta: 1 day, 1:37:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7120, loss_cls: 2.2940, loss: 2.2940, grad_norm: 1.6718, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8141, loss/aux0: 1.8141 2020-10-19 19:39:07,838 - mmaction - INFO - Epoch [127][280/396] lr: 1.537e-01, eta: 1 day, 1:37:36, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4461, top5_acc: 0.7120, loss_cls: 2.2940, loss: 2.2940, grad_norm: 1.6760, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8173, loss/aux0: 1.8173 2020-10-19 19:39:44,438 - mmaction - INFO - Epoch [127][300/396] lr: 1.537e-01, eta: 1 day, 1:36:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7081, loss_cls: 2.2846, loss: 2.2846, grad_norm: 1.6663, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8573, loss/aux0: 1.8573 2020-10-19 19:39:45,381 - mmaction - INFO - Epoch [127][300/396] lr: 1.537e-01, eta: 1 day, 1:37:02, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4474, top5_acc: 0.7081, loss_cls: 2.2846, loss: 2.2846, grad_norm: 1.6615, top1_acc/aux0: 0.5432, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8503, loss/aux0: 1.8503 2020-10-19 19:40:22,068 - mmaction - INFO - Epoch [127][320/396] lr: 1.537e-01, eta: 1 day, 1:36:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7068, loss_cls: 2.2629, loss: 2.2629, grad_norm: 1.6959, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8081, loss/aux0: 1.8081 2020-10-19 19:40:23,036 - mmaction - INFO - Epoch [127][320/396] lr: 1.537e-01, eta: 1 day, 1:36:27, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7068, loss_cls: 2.2629, loss: 2.2629, grad_norm: 1.6913, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8038, loss/aux0: 1.8038 2020-10-19 19:40:59,700 - mmaction - INFO - Epoch [127][340/396] lr: 1.537e-01, eta: 1 day, 1:35:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7174, loss_cls: 2.2857, loss: 2.2857, grad_norm: 1.7056, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8162, loss/aux0: 1.8162 2020-10-19 19:41:00,706 - mmaction - INFO - Epoch [127][340/396] lr: 1.537e-01, eta: 1 day, 1:35:53, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4479, top5_acc: 0.7174, loss_cls: 2.2857, loss: 2.2857, grad_norm: 1.7048, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8297, loss/aux0: 1.8297 2020-10-19 19:41:37,256 - mmaction - INFO - Epoch [127][360/396] lr: 1.537e-01, eta: 1 day, 1:34:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7203, loss_cls: 2.2449, loss: 2.2449, grad_norm: 1.6659, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8234, loss/aux0: 1.8234 2020-10-19 19:41:38,204 - mmaction - INFO - Epoch [127][360/396] lr: 1.537e-01, eta: 1 day, 1:35:18, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7203, loss_cls: 2.2449, loss: 2.2449, grad_norm: 1.6658, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.7919, loss_cls/aux0: 1.8206, loss/aux0: 1.8206 2020-10-19 19:42:14,788 - mmaction - INFO - Epoch [127][380/396] lr: 1.537e-01, eta: 1 day, 1:34:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7138, loss_cls: 2.2757, loss: 2.2757, grad_norm: 1.6987, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8565, loss/aux0: 1.8565 2020-10-19 19:42:15,724 - mmaction - INFO - Epoch [127][380/396] lr: 1.537e-01, eta: 1 day, 1:34:44, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7138, loss_cls: 2.2757, loss: 2.2757, grad_norm: 1.7020, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8550, loss/aux0: 1.8550 2020-10-19 19:47:04,832 - mmaction - INFO - Epoch [128][20/396] lr: 1.518e-01, eta: 1 day, 1:32:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7208, loss_cls: 2.2291, loss: 2.2291, grad_norm: 1.7024, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8607, loss/aux0: 1.8607 2020-10-19 19:47:05,801 - mmaction - INFO - Epoch [128][20/396] lr: 1.518e-01, eta: 1 day, 1:33:11, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7208, loss_cls: 2.2291, loss: 2.2291, grad_norm: 1.6936, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8422, loss/aux0: 1.8422 2020-10-19 19:47:42,328 - mmaction - INFO - Epoch [128][40/396] lr: 1.518e-01, eta: 1 day, 1:32:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7315, loss_cls: 2.1663, loss: 2.1663, grad_norm: 1.6698, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7985, loss/aux0: 1.7985 2020-10-19 19:47:43,266 - mmaction - INFO - Epoch [128][40/396] lr: 1.518e-01, eta: 1 day, 1:32:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7315, loss_cls: 2.1663, loss: 2.1663, grad_norm: 1.6732, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.8181, loss/aux0: 1.8181 2020-10-19 19:48:19,667 - mmaction - INFO - Epoch [128][60/396] lr: 1.518e-01, eta: 1 day, 1:31:43, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7138, loss_cls: 2.2772, loss: 2.2772, grad_norm: 1.7249, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7795, loss/aux0: 1.7795 2020-10-19 19:48:20,623 - mmaction - INFO - Epoch [128][60/396] lr: 1.518e-01, eta: 1 day, 1:32:02, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7138, loss_cls: 2.2772, loss: 2.2772, grad_norm: 1.7269, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7756, loss/aux0: 1.7756 2020-10-19 19:48:57,216 - mmaction - INFO - Epoch [128][80/396] lr: 1.518e-01, eta: 1 day, 1:31:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7227, loss_cls: 2.2317, loss: 2.2317, grad_norm: 1.6816, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8680, loss/aux0: 1.8680 2020-10-19 19:48:58,172 - mmaction - INFO - Epoch [128][80/396] lr: 1.518e-01, eta: 1 day, 1:31:27, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4557, top5_acc: 0.7227, loss_cls: 2.2317, loss: 2.2317, grad_norm: 1.6787, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8660, loss/aux0: 1.8660 2020-10-19 19:49:34,705 - mmaction - INFO - Epoch [128][100/396] lr: 1.518e-01, eta: 1 day, 1:30:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7227, loss_cls: 2.2405, loss: 2.2405, grad_norm: 1.7357, top1_acc/aux0: 0.5375, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8210, loss/aux0: 1.8210 2020-10-19 19:49:35,658 - mmaction - INFO - Epoch [128][100/396] lr: 1.518e-01, eta: 1 day, 1:30:53, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7227, loss_cls: 2.2405, loss: 2.2405, grad_norm: 1.7329, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8283, loss/aux0: 1.8283 2020-10-19 19:50:12,220 - mmaction - INFO - Epoch [128][120/396] lr: 1.518e-01, eta: 1 day, 1:29:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7219, loss_cls: 2.2035, loss: 2.2035, grad_norm: 1.7309, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7751, loss/aux0: 1.7751 2020-10-19 19:50:13,186 - mmaction - INFO - Epoch [128][120/396] lr: 1.518e-01, eta: 1 day, 1:30:18, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7219, loss_cls: 2.2035, loss: 2.2035, grad_norm: 1.7463, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7911, loss/aux0: 1.7911 2020-10-19 19:50:49,750 - mmaction - INFO - Epoch [128][140/396] lr: 1.518e-01, eta: 1 day, 1:29:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7177, loss_cls: 2.2427, loss: 2.2427, grad_norm: 1.6819, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7877, loss/aux0: 1.7877 2020-10-19 19:50:50,708 - mmaction - INFO - Epoch [128][140/396] lr: 1.518e-01, eta: 1 day, 1:29:44, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7177, loss_cls: 2.2427, loss: 2.2427, grad_norm: 1.6910, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7758, loss/aux0: 1.7758 2020-10-19 19:51:27,395 - mmaction - INFO - Epoch [128][160/396] lr: 1.518e-01, eta: 1 day, 1:28:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4672, top5_acc: 0.7305, loss_cls: 2.2229, loss: 2.2229, grad_norm: 1.7067, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8156, loss/aux0: 1.8156 2020-10-19 19:51:28,342 - mmaction - INFO - Epoch [128][160/396] lr: 1.518e-01, eta: 1 day, 1:29:09, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4672, top5_acc: 0.7305, loss_cls: 2.2229, loss: 2.2229, grad_norm: 1.7094, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8159, loss/aux0: 1.8159 2020-10-19 19:52:05,008 - mmaction - INFO - Epoch [128][180/396] lr: 1.518e-01, eta: 1 day, 1:28:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7174, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.6612, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.8742, loss/aux0: 1.8742 2020-10-19 19:52:05,962 - mmaction - INFO - Epoch [128][180/396] lr: 1.518e-01, eta: 1 day, 1:28:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7174, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.6476, top1_acc/aux0: 0.5404, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8639, loss/aux0: 1.8639 2020-10-19 19:52:42,570 - mmaction - INFO - Epoch [128][200/396] lr: 1.518e-01, eta: 1 day, 1:27:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7112, loss_cls: 2.2833, loss: 2.2833, grad_norm: 1.6942, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8275, loss/aux0: 1.8275 2020-10-19 19:52:43,552 - mmaction - INFO - Epoch [128][200/396] lr: 1.518e-01, eta: 1 day, 1:28:00, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7112, loss_cls: 2.2833, loss: 2.2833, grad_norm: 1.7016, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8241, loss/aux0: 1.8241 2020-10-19 19:53:20,122 - mmaction - INFO - Epoch [128][220/396] lr: 1.518e-01, eta: 1 day, 1:27:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7284, loss_cls: 2.2019, loss: 2.2019, grad_norm: 1.6816, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8224, loss/aux0: 1.8224 2020-10-19 19:53:21,089 - mmaction - INFO - Epoch [128][220/396] lr: 1.518e-01, eta: 1 day, 1:27:26, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7284, loss_cls: 2.2019, loss: 2.2019, grad_norm: 1.6680, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8229, loss/aux0: 1.8229 2020-10-19 19:53:57,818 - mmaction - INFO - Epoch [128][240/396] lr: 1.518e-01, eta: 1 day, 1:26:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7203, loss_cls: 2.2146, loss: 2.2146, grad_norm: 1.6840, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8516, loss/aux0: 1.8516 2020-10-19 19:53:58,754 - mmaction - INFO - Epoch [128][240/396] lr: 1.518e-01, eta: 1 day, 1:26:51, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7203, loss_cls: 2.2146, loss: 2.2146, grad_norm: 1.6843, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8539, loss/aux0: 1.8539 2020-10-19 19:54:35,408 - mmaction - INFO - Epoch [128][260/396] lr: 1.518e-01, eta: 1 day, 1:25:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7049, loss_cls: 2.2898, loss: 2.2898, grad_norm: 1.6891, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7877, loss/aux0: 1.7877 2020-10-19 19:54:36,376 - mmaction - INFO - Epoch [128][260/396] lr: 1.518e-01, eta: 1 day, 1:26:17, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7049, loss_cls: 2.2898, loss: 2.2898, grad_norm: 1.7028, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7996, loss/aux0: 1.7996 2020-10-19 19:55:12,966 - mmaction - INFO - Epoch [128][280/396] lr: 1.518e-01, eta: 1 day, 1:25:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7128, loss_cls: 2.2565, loss: 2.2565, grad_norm: 1.6847, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8599, loss/aux0: 1.8599 2020-10-19 19:55:13,946 - mmaction - INFO - Epoch [128][280/396] lr: 1.518e-01, eta: 1 day, 1:25:42, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7128, loss_cls: 2.2565, loss: 2.2565, grad_norm: 1.6793, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8489, loss/aux0: 1.8489 2020-10-19 19:55:50,608 - mmaction - INFO - Epoch [128][300/396] lr: 1.518e-01, eta: 1 day, 1:24:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7042, loss_cls: 2.2769, loss: 2.2769, grad_norm: 1.6936, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8223, loss/aux0: 1.8223 2020-10-19 19:55:51,594 - mmaction - INFO - Epoch [128][300/396] lr: 1.518e-01, eta: 1 day, 1:25:08, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7042, loss_cls: 2.2769, loss: 2.2769, grad_norm: 1.7030, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8294, loss/aux0: 1.8294 2020-10-19 19:56:28,150 - mmaction - INFO - Epoch [128][320/396] lr: 1.518e-01, eta: 1 day, 1:24:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7068, loss_cls: 2.2654, loss: 2.2654, grad_norm: 1.6476, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8343, loss/aux0: 1.8343 2020-10-19 19:56:29,106 - mmaction - INFO - Epoch [128][320/396] lr: 1.518e-01, eta: 1 day, 1:24:33, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4583, top5_acc: 0.7068, loss_cls: 2.2654, loss: 2.2654, grad_norm: 1.6512, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8324, loss/aux0: 1.8324 2020-10-19 19:57:05,626 - mmaction - INFO - Epoch [128][340/396] lr: 1.518e-01, eta: 1 day, 1:23:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7036, loss_cls: 2.3174, loss: 2.3174, grad_norm: 1.6947, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.8316, loss/aux0: 1.8316 2020-10-19 19:57:06,539 - mmaction - INFO - Epoch [128][340/396] lr: 1.518e-01, eta: 1 day, 1:23:58, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4508, top5_acc: 0.7036, loss_cls: 2.3174, loss: 2.3174, grad_norm: 1.6923, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.8199, loss/aux0: 1.8199 2020-10-19 19:57:43,162 - mmaction - INFO - Epoch [128][360/396] lr: 1.518e-01, eta: 1 day, 1:23:05, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4617, top5_acc: 0.7232, loss_cls: 2.2372, loss: 2.2372, grad_norm: 1.6999, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.8212, loss/aux0: 1.8212 2020-10-19 19:57:44,111 - mmaction - INFO - Epoch [128][360/396] lr: 1.518e-01, eta: 1 day, 1:23:24, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4617, top5_acc: 0.7232, loss_cls: 2.2372, loss: 2.2372, grad_norm: 1.7041, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8282, loss/aux0: 1.8282 2020-10-19 19:58:20,767 - mmaction - INFO - Epoch [128][380/396] lr: 1.518e-01, eta: 1 day, 1:22:31, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7185, loss_cls: 2.2535, loss: 2.2535, grad_norm: 1.7017, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8292, loss/aux0: 1.8292 2020-10-19 19:58:21,717 - mmaction - INFO - Epoch [128][380/396] lr: 1.518e-01, eta: 1 day, 1:22:50, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7185, loss_cls: 2.2535, loss: 2.2535, grad_norm: 1.6913, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8210, loss/aux0: 1.8210 2020-10-19 19:58:54,253 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-10-19 20:00:35,707 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 20:00:35,852 - mmaction - INFO - top1_acc 0.5734 top5_acc 0.8231 2020-10-19 20:00:35,852 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 20:00:35,897 - mmaction - INFO - mean_acc 0.5736 2020-10-19 20:00:35,897 - mmaction - INFO - Now best checkpoint is epoch_128.pth 2020-10-19 20:00:35,904 - mmaction - INFO - Epoch(val) [128][396] top1_acc: 0.5734, top5_acc: 0.8231, mean_class_accuracy: 0.5736 2020-10-19 20:04:34,859 - mmaction - INFO - Epoch [129][20/396] lr: 1.500e-01, eta: 1 day, 1:20:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7094, loss_cls: 2.2726, loss: 2.2726, grad_norm: 1.7141, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.7941, loss_cls/aux0: 1.8265, loss/aux0: 1.8265 2020-10-19 20:04:35,823 - mmaction - INFO - Epoch [129][20/396] lr: 1.500e-01, eta: 1 day, 1:21:17, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7094, loss_cls: 2.2726, loss: 2.2726, grad_norm: 1.7088, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8247, loss/aux0: 1.8247 2020-10-19 20:05:12,085 - mmaction - INFO - Epoch [129][40/396] lr: 1.500e-01, eta: 1 day, 1:20:24, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7229, loss_cls: 2.2278, loss: 2.2278, grad_norm: 1.6758, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7451, loss/aux0: 1.7451 2020-10-19 20:05:13,086 - mmaction - INFO - Epoch [129][40/396] lr: 1.500e-01, eta: 1 day, 1:20:42, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7229, loss_cls: 2.2278, loss: 2.2278, grad_norm: 1.6846, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7457, loss/aux0: 1.7457 2020-10-19 20:05:49,643 - mmaction - INFO - Epoch [129][60/396] lr: 1.500e-01, eta: 1 day, 1:19:49, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7206, loss_cls: 2.2520, loss: 2.2520, grad_norm: 1.6890, top1_acc/aux0: 0.5398, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8470, loss/aux0: 1.8470 2020-10-19 20:05:50,606 - mmaction - INFO - Epoch [129][60/396] lr: 1.500e-01, eta: 1 day, 1:20:08, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7206, loss_cls: 2.2520, loss: 2.2520, grad_norm: 1.6724, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8451, loss/aux0: 1.8451 2020-10-19 20:06:27,077 - mmaction - INFO - Epoch [129][80/396] lr: 1.500e-01, eta: 1 day, 1:19:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7315, loss_cls: 2.1859, loss: 2.1859, grad_norm: 1.7222, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8047, loss/aux0: 1.8047 2020-10-19 20:06:28,025 - mmaction - INFO - Epoch [129][80/396] lr: 1.500e-01, eta: 1 day, 1:19:33, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4786, top5_acc: 0.7315, loss_cls: 2.1859, loss: 2.1859, grad_norm: 1.7333, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8053, loss/aux0: 1.8053 2020-10-19 20:07:04,552 - mmaction - INFO - Epoch [129][100/396] lr: 1.500e-01, eta: 1 day, 1:18:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7323, loss_cls: 2.1734, loss: 2.1734, grad_norm: 1.7057, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8337, loss/aux0: 1.8337 2020-10-19 20:07:05,519 - mmaction - INFO - Epoch [129][100/396] lr: 1.500e-01, eta: 1 day, 1:18:59, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7323, loss_cls: 2.1734, loss: 2.1734, grad_norm: 1.7114, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8306, loss/aux0: 1.8306 2020-10-19 20:07:42,252 - mmaction - INFO - Epoch [129][120/396] lr: 1.500e-01, eta: 1 day, 1:18:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7091, loss_cls: 2.2509, loss: 2.2509, grad_norm: 1.6837, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.7958, loss/aux0: 1.7958 2020-10-19 20:07:43,199 - mmaction - INFO - Epoch [129][120/396] lr: 1.500e-01, eta: 1 day, 1:18:24, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7091, loss_cls: 2.2509, loss: 2.2509, grad_norm: 1.6899, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8050, loss/aux0: 1.8050 2020-10-19 20:08:19,770 - mmaction - INFO - Epoch [129][140/396] lr: 1.500e-01, eta: 1 day, 1:17:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7260, loss_cls: 2.1941, loss: 2.1941, grad_norm: 1.6965, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.8133, loss/aux0: 1.8133 2020-10-19 20:08:20,774 - mmaction - INFO - Epoch [129][140/396] lr: 1.500e-01, eta: 1 day, 1:17:50, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7260, loss_cls: 2.1941, loss: 2.1941, grad_norm: 1.7031, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.8119, loss/aux0: 1.8119 2020-10-19 20:08:57,435 - mmaction - INFO - Epoch [129][160/396] lr: 1.500e-01, eta: 1 day, 1:16:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7172, loss_cls: 2.2192, loss: 2.2192, grad_norm: 1.6970, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7778, loss/aux0: 1.7778 2020-10-19 20:08:58,384 - mmaction - INFO - Epoch [129][160/396] lr: 1.500e-01, eta: 1 day, 1:17:15, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4523, top5_acc: 0.7172, loss_cls: 2.2192, loss: 2.2192, grad_norm: 1.7038, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7758, loss/aux0: 1.7758 2020-10-19 20:09:34,912 - mmaction - INFO - Epoch [129][180/396] lr: 1.500e-01, eta: 1 day, 1:16:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7117, loss_cls: 2.2356, loss: 2.2356, grad_norm: 1.6947, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7985, loss/aux0: 1.7985 2020-10-19 20:09:35,868 - mmaction - INFO - Epoch [129][180/396] lr: 1.500e-01, eta: 1 day, 1:16:41, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7117, loss_cls: 2.2356, loss: 2.2356, grad_norm: 1.6954, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8022, loss/aux0: 1.8022 2020-10-19 20:10:12,481 - mmaction - INFO - Epoch [129][200/396] lr: 1.500e-01, eta: 1 day, 1:15:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7190, loss_cls: 2.2404, loss: 2.2404, grad_norm: 1.6914, top1_acc/aux0: 0.5456, top5_acc/aux0: 0.7880, loss_cls/aux0: 1.8406, loss/aux0: 1.8406 2020-10-19 20:10:13,481 - mmaction - INFO - Epoch [129][200/396] lr: 1.500e-01, eta: 1 day, 1:16:06, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7190, loss_cls: 2.2404, loss: 2.2404, grad_norm: 1.6973, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8391, loss/aux0: 1.8391 2020-10-19 20:10:50,089 - mmaction - INFO - Epoch [129][220/396] lr: 1.500e-01, eta: 1 day, 1:15:13, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7182, loss_cls: 2.2491, loss: 2.2491, grad_norm: 1.6985, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8357, loss/aux0: 1.8357 2020-10-19 20:10:51,010 - mmaction - INFO - Epoch [129][220/396] lr: 1.500e-01, eta: 1 day, 1:15:32, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7182, loss_cls: 2.2491, loss: 2.2491, grad_norm: 1.6939, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8261, loss/aux0: 1.8261 2020-10-19 20:11:27,688 - mmaction - INFO - Epoch [129][240/396] lr: 1.500e-01, eta: 1 day, 1:14:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7130, loss_cls: 2.2682, loss: 2.2682, grad_norm: 1.7230, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8011, loss/aux0: 1.8011 2020-10-19 20:11:28,655 - mmaction - INFO - Epoch [129][240/396] lr: 1.500e-01, eta: 1 day, 1:14:57, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4568, top5_acc: 0.7130, loss_cls: 2.2682, loss: 2.2682, grad_norm: 1.7157, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7919, loss/aux0: 1.7919 2020-10-19 20:12:05,258 - mmaction - INFO - Epoch [129][260/396] lr: 1.500e-01, eta: 1 day, 1:14:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7177, loss_cls: 2.2402, loss: 2.2402, grad_norm: 1.6748, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.8129, loss/aux0: 1.8129 2020-10-19 20:12:06,272 - mmaction - INFO - Epoch [129][260/396] lr: 1.500e-01, eta: 1 day, 1:14:23, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7177, loss_cls: 2.2402, loss: 2.2402, grad_norm: 1.6755, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8305, loss/aux0: 1.8305 2020-10-19 20:12:42,890 - mmaction - INFO - Epoch [129][280/396] lr: 1.500e-01, eta: 1 day, 1:13:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7208, loss_cls: 2.2854, loss: 2.2854, grad_norm: 1.6919, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7963, loss/aux0: 1.7963 2020-10-19 20:12:43,856 - mmaction - INFO - Epoch [129][280/396] lr: 1.500e-01, eta: 1 day, 1:13:48, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7208, loss_cls: 2.2854, loss: 2.2854, grad_norm: 1.6958, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.8017, loss/aux0: 1.8017 2020-10-19 20:13:20,428 - mmaction - INFO - Epoch [129][300/396] lr: 1.500e-01, eta: 1 day, 1:12:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7247, loss_cls: 2.2379, loss: 2.2379, grad_norm: 1.7062, top1_acc/aux0: 0.5417, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8592, loss/aux0: 1.8592 2020-10-19 20:13:21,364 - mmaction - INFO - Epoch [129][300/396] lr: 1.500e-01, eta: 1 day, 1:13:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7247, loss_cls: 2.2379, loss: 2.2379, grad_norm: 1.7075, top1_acc/aux0: 0.5438, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8518, loss/aux0: 1.8518 2020-10-19 20:13:57,993 - mmaction - INFO - Epoch [129][320/396] lr: 1.500e-01, eta: 1 day, 1:12:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7125, loss_cls: 2.2588, loss: 2.2588, grad_norm: 1.6823, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7578, loss/aux0: 1.7578 2020-10-19 20:13:58,949 - mmaction - INFO - Epoch [129][320/396] lr: 1.500e-01, eta: 1 day, 1:12:39, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7125, loss_cls: 2.2588, loss: 2.2588, grad_norm: 1.6910, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7711, loss/aux0: 1.7711 2020-10-19 20:14:35,329 - mmaction - INFO - Epoch [129][340/396] lr: 1.500e-01, eta: 1 day, 1:11:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7151, loss_cls: 2.2431, loss: 2.2431, grad_norm: 1.7117, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8198, loss/aux0: 1.8198 2020-10-19 20:14:36,333 - mmaction - INFO - Epoch [129][340/396] lr: 1.500e-01, eta: 1 day, 1:12:04, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4539, top5_acc: 0.7151, loss_cls: 2.2431, loss: 2.2431, grad_norm: 1.7233, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.8023, loss/aux0: 1.8023 2020-10-19 20:15:12,965 - mmaction - INFO - Epoch [129][360/396] lr: 1.500e-01, eta: 1 day, 1:11:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7117, loss_cls: 2.2636, loss: 2.2636, grad_norm: 1.7072, top1_acc/aux0: 0.5414, top5_acc/aux0: 0.7867, loss_cls/aux0: 1.8706, loss/aux0: 1.8706 2020-10-19 20:15:13,929 - mmaction - INFO - Epoch [129][360/396] lr: 1.500e-01, eta: 1 day, 1:11:30, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7117, loss_cls: 2.2636, loss: 2.2636, grad_norm: 1.7063, top1_acc/aux0: 0.5427, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.8691, loss/aux0: 1.8691 2020-10-19 20:15:50,414 - mmaction - INFO - Epoch [129][380/396] lr: 1.500e-01, eta: 1 day, 1:10:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7320, loss_cls: 2.2129, loss: 2.2129, grad_norm: 1.7228, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8487, loss/aux0: 1.8487 2020-10-19 20:15:51,425 - mmaction - INFO - Epoch [129][380/396] lr: 1.500e-01, eta: 1 day, 1:10:55, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7320, loss_cls: 2.2129, loss: 2.2129, grad_norm: 1.7245, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8599, loss/aux0: 1.8599 2020-10-19 20:20:20,297 - mmaction - INFO - Epoch [130][20/396] lr: 1.482e-01, eta: 1 day, 1:09:05, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7250, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.6931, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7988, loss_cls/aux0: 1.8005, loss/aux0: 1.8005 2020-10-19 20:20:21,256 - mmaction - INFO - Epoch [130][20/396] lr: 1.482e-01, eta: 1 day, 1:09:23, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7250, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.6906, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7948, loss/aux0: 1.7948 2020-10-19 20:20:57,626 - mmaction - INFO - Epoch [130][40/396] lr: 1.482e-01, eta: 1 day, 1:08:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7221, loss_cls: 2.2382, loss: 2.2382, grad_norm: 1.6826, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8179, loss/aux0: 1.8179 2020-10-19 20:20:58,614 - mmaction - INFO - Epoch [130][40/396] lr: 1.482e-01, eta: 1 day, 1:08:48, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7221, loss_cls: 2.2382, loss: 2.2382, grad_norm: 1.6800, top1_acc/aux0: 0.5531, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8299, loss/aux0: 1.8299 2020-10-19 20:21:35,105 - mmaction - INFO - Epoch [130][60/396] lr: 1.482e-01, eta: 1 day, 1:07:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7318, loss_cls: 2.1743, loss: 2.1743, grad_norm: 1.6947, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7914, loss_cls/aux0: 1.8403, loss/aux0: 1.8403 2020-10-19 20:21:36,069 - mmaction - INFO - Epoch [130][60/396] lr: 1.482e-01, eta: 1 day, 1:08:14, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7318, loss_cls: 2.1743, loss: 2.1743, grad_norm: 1.6855, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8318, loss/aux0: 1.8318 2020-10-19 20:22:12,608 - mmaction - INFO - Epoch [130][80/396] lr: 1.482e-01, eta: 1 day, 1:07:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7240, loss_cls: 2.2348, loss: 2.2348, grad_norm: 1.7209, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8495, loss/aux0: 1.8495 2020-10-19 20:22:13,570 - mmaction - INFO - Epoch [130][80/396] lr: 1.482e-01, eta: 1 day, 1:07:39, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7240, loss_cls: 2.2348, loss: 2.2348, grad_norm: 1.7249, top1_acc/aux0: 0.5445, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8607, loss/aux0: 1.8607 2020-10-19 20:22:49,970 - mmaction - INFO - Epoch [130][100/396] lr: 1.482e-01, eta: 1 day, 1:06:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7333, loss_cls: 2.1239, loss: 2.1239, grad_norm: 1.6907, top1_acc/aux0: 0.5435, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8507, loss/aux0: 1.8507 2020-10-19 20:22:50,949 - mmaction - INFO - Epoch [130][100/396] lr: 1.482e-01, eta: 1 day, 1:07:04, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7333, loss_cls: 2.1239, loss: 2.1239, grad_norm: 1.6938, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8453, loss/aux0: 1.8453 2020-10-19 20:23:27,422 - mmaction - INFO - Epoch [130][120/396] lr: 1.482e-01, eta: 1 day, 1:06:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7349, loss_cls: 2.1883, loss: 2.1883, grad_norm: 1.6855, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7888, loss_cls/aux0: 1.8106, loss/aux0: 1.8106 2020-10-19 20:23:28,341 - mmaction - INFO - Epoch [130][120/396] lr: 1.482e-01, eta: 1 day, 1:06:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4745, top5_acc: 0.7349, loss_cls: 2.1883, loss: 2.1883, grad_norm: 1.6911, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8006, loss/aux0: 1.8006 2020-10-19 20:24:04,947 - mmaction - INFO - Epoch [130][140/396] lr: 1.482e-01, eta: 1 day, 1:05:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7109, loss_cls: 2.2621, loss: 2.2621, grad_norm: 1.7503, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.7977, loss/aux0: 1.7977 2020-10-19 20:24:05,910 - mmaction - INFO - Epoch [130][140/396] lr: 1.482e-01, eta: 1 day, 1:05:55, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4578, top5_acc: 0.7109, loss_cls: 2.2621, loss: 2.2621, grad_norm: 1.7376, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.8025, loss/aux0: 1.8025 2020-10-19 20:24:42,436 - mmaction - INFO - Epoch [130][160/396] lr: 1.482e-01, eta: 1 day, 1:05:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7211, loss_cls: 2.2326, loss: 2.2326, grad_norm: 1.6725, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7353, loss/aux0: 1.7353 2020-10-19 20:24:43,388 - mmaction - INFO - Epoch [130][160/396] lr: 1.482e-01, eta: 1 day, 1:05:21, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7211, loss_cls: 2.2326, loss: 2.2326, grad_norm: 1.6846, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7386, loss/aux0: 1.7386 2020-10-19 20:25:19,999 - mmaction - INFO - Epoch [130][180/396] lr: 1.482e-01, eta: 1 day, 1:04:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7266, loss_cls: 2.2021, loss: 2.2021, grad_norm: 1.6873, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7664, loss/aux0: 1.7664 2020-10-19 20:25:20,963 - mmaction - INFO - Epoch [130][180/396] lr: 1.482e-01, eta: 1 day, 1:04:46, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7266, loss_cls: 2.2021, loss: 2.2021, grad_norm: 1.6998, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7550, loss/aux0: 1.7550 2020-10-19 20:25:57,694 - mmaction - INFO - Epoch [130][200/396] lr: 1.482e-01, eta: 1 day, 1:03:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7117, loss_cls: 2.2973, loss: 2.2973, grad_norm: 1.7133, top1_acc/aux0: 0.5529, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.8204, loss/aux0: 1.8204 2020-10-19 20:25:58,661 - mmaction - INFO - Epoch [130][200/396] lr: 1.482e-01, eta: 1 day, 1:04:12, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4609, top5_acc: 0.7117, loss_cls: 2.2973, loss: 2.2973, grad_norm: 1.7160, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.8276, loss/aux0: 1.8276 2020-10-19 20:26:35,307 - mmaction - INFO - Epoch [130][220/396] lr: 1.482e-01, eta: 1 day, 1:03:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4690, top5_acc: 0.7169, loss_cls: 2.2361, loss: 2.2361, grad_norm: 1.7419, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.8067, loss/aux0: 1.8067 2020-10-19 20:26:36,259 - mmaction - INFO - Epoch [130][220/396] lr: 1.482e-01, eta: 1 day, 1:03:37, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4690, top5_acc: 0.7169, loss_cls: 2.2361, loss: 2.2361, grad_norm: 1.7439, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.8070, loss/aux0: 1.8070 2020-10-19 20:27:12,836 - mmaction - INFO - Epoch [130][240/396] lr: 1.482e-01, eta: 1 day, 1:02:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7159, loss_cls: 2.2451, loss: 2.2451, grad_norm: 1.7073, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.8095, loss/aux0: 1.8095 2020-10-19 20:27:13,817 - mmaction - INFO - Epoch [130][240/396] lr: 1.482e-01, eta: 1 day, 1:03:03, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7159, loss_cls: 2.2451, loss: 2.2451, grad_norm: 1.7143, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.8165, loss/aux0: 1.8165 2020-10-19 20:27:50,448 - mmaction - INFO - Epoch [130][260/396] lr: 1.482e-01, eta: 1 day, 1:02:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4576, top5_acc: 0.7120, loss_cls: 2.2497, loss: 2.2497, grad_norm: 1.6966, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8402, loss/aux0: 1.8402 2020-10-19 20:27:51,432 - mmaction - INFO - Epoch [130][260/396] lr: 1.482e-01, eta: 1 day, 1:02:28, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4576, top5_acc: 0.7120, loss_cls: 2.2497, loss: 2.2497, grad_norm: 1.7091, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8502, loss/aux0: 1.8502 2020-10-19 20:28:27,910 - mmaction - INFO - Epoch [130][280/396] lr: 1.482e-01, eta: 1 day, 1:01:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7185, loss_cls: 2.2494, loss: 2.2494, grad_norm: 1.6662, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8634, loss/aux0: 1.8634 2020-10-19 20:28:28,870 - mmaction - INFO - Epoch [130][280/396] lr: 1.482e-01, eta: 1 day, 1:01:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4560, top5_acc: 0.7185, loss_cls: 2.2494, loss: 2.2494, grad_norm: 1.6605, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8373, loss/aux0: 1.8373 2020-10-19 20:29:05,624 - mmaction - INFO - Epoch [130][300/396] lr: 1.482e-01, eta: 1 day, 1:01:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7211, loss_cls: 2.2689, loss: 2.2689, grad_norm: 1.6770, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8631, loss/aux0: 1.8631 2020-10-19 20:29:06,592 - mmaction - INFO - Epoch [130][300/396] lr: 1.482e-01, eta: 1 day, 1:01:19, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7211, loss_cls: 2.2689, loss: 2.2689, grad_norm: 1.6733, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8701, loss/aux0: 1.8701 2020-10-19 20:29:43,290 - mmaction - INFO - Epoch [130][320/396] lr: 1.482e-01, eta: 1 day, 1:00:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7138, loss_cls: 2.2335, loss: 2.2335, grad_norm: 1.6866, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8203, loss/aux0: 1.8203 2020-10-19 20:29:44,230 - mmaction - INFO - Epoch [130][320/396] lr: 1.482e-01, eta: 1 day, 1:00:44, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7138, loss_cls: 2.2335, loss: 2.2335, grad_norm: 1.6890, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8248, loss/aux0: 1.8248 2020-10-19 20:30:20,929 - mmaction - INFO - Epoch [130][340/396] lr: 1.482e-01, eta: 1 day, 0:59:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7159, loss_cls: 2.2755, loss: 2.2755, grad_norm: 1.7191, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.8208, loss/aux0: 1.8208 2020-10-19 20:30:21,891 - mmaction - INFO - Epoch [130][340/396] lr: 1.482e-01, eta: 1 day, 1:00:10, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7159, loss_cls: 2.2755, loss: 2.2755, grad_norm: 1.7054, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.8112, loss/aux0: 1.8112 2020-10-19 20:30:58,484 - mmaction - INFO - Epoch [130][360/396] lr: 1.482e-01, eta: 1 day, 0:59:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7169, loss_cls: 2.2319, loss: 2.2319, grad_norm: 1.6959, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.8138, loss/aux0: 1.8138 2020-10-19 20:30:59,432 - mmaction - INFO - Epoch [130][360/396] lr: 1.482e-01, eta: 1 day, 0:59:36, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4596, top5_acc: 0.7169, loss_cls: 2.2319, loss: 2.2319, grad_norm: 1.6929, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8305, loss/aux0: 1.8305 2020-10-19 20:31:36,009 - mmaction - INFO - Epoch [130][380/396] lr: 1.482e-01, eta: 1 day, 0:58:43, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7143, loss_cls: 2.2510, loss: 2.2510, grad_norm: 1.7498, top1_acc/aux0: 0.5336, top5_acc/aux0: 0.7857, loss_cls/aux0: 1.9032, loss/aux0: 1.9032 2020-10-19 20:31:36,988 - mmaction - INFO - Epoch [130][380/396] lr: 1.482e-01, eta: 1 day, 0:59:01, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4542, top5_acc: 0.7143, loss_cls: 2.2510, loss: 2.2510, grad_norm: 1.7494, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.7872, loss_cls/aux0: 1.8973, loss/aux0: 1.8973 2020-10-19 20:36:08,228 - mmaction - INFO - Epoch [131][20/396] lr: 1.463e-01, eta: 1 day, 0:57:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7190, loss_cls: 2.2194, loss: 2.2194, grad_norm: 1.7050, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8106, loss_cls/aux0: 1.7806, loss/aux0: 1.7806 2020-10-19 20:36:09,206 - mmaction - INFO - Epoch [131][20/396] lr: 1.463e-01, eta: 1 day, 0:57:30, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.4544, top5_acc: 0.7190, loss_cls: 2.2194, loss: 2.2194, grad_norm: 1.7002, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7757, loss/aux0: 1.7757 2020-10-19 20:36:45,545 - mmaction - INFO - Epoch [131][40/396] lr: 1.463e-01, eta: 1 day, 0:56:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7174, loss_cls: 2.2717, loss: 2.2717, grad_norm: 1.6770, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.8036, loss/aux0: 1.8036 2020-10-19 20:36:46,502 - mmaction - INFO - Epoch [131][40/396] lr: 1.463e-01, eta: 1 day, 0:56:55, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7174, loss_cls: 2.2717, loss: 2.2717, grad_norm: 1.6737, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.8159, loss/aux0: 1.8159 2020-10-19 20:37:23,003 - mmaction - INFO - Epoch [131][60/396] lr: 1.463e-01, eta: 1 day, 0:56:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7396, loss_cls: 2.1354, loss: 2.1354, grad_norm: 1.7263, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8122, loss/aux0: 1.8122 2020-10-19 20:37:23,971 - mmaction - INFO - Epoch [131][60/396] lr: 1.463e-01, eta: 1 day, 0:56:20, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7396, loss_cls: 2.1354, loss: 2.1354, grad_norm: 1.7172, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8043, loss/aux0: 1.8043 2020-10-19 20:38:00,509 - mmaction - INFO - Epoch [131][80/396] lr: 1.463e-01, eta: 1 day, 0:55:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7102, loss_cls: 2.2427, loss: 2.2427, grad_norm: 1.7214, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7971, loss/aux0: 1.7971 2020-10-19 20:38:01,445 - mmaction - INFO - Epoch [131][80/396] lr: 1.463e-01, eta: 1 day, 0:55:46, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4604, top5_acc: 0.7102, loss_cls: 2.2427, loss: 2.2427, grad_norm: 1.7155, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7913, loss/aux0: 1.7913 2020-10-19 20:38:37,857 - mmaction - INFO - Epoch [131][100/396] lr: 1.463e-01, eta: 1 day, 0:54:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7263, loss_cls: 2.2038, loss: 2.2038, grad_norm: 1.6783, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8199, loss/aux0: 1.8199 2020-10-19 20:38:38,861 - mmaction - INFO - Epoch [131][100/396] lr: 1.463e-01, eta: 1 day, 0:55:11, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7263, loss_cls: 2.2038, loss: 2.2038, grad_norm: 1.6706, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7945, loss_cls/aux0: 1.8177, loss/aux0: 1.8177 2020-10-19 20:39:15,487 - mmaction - INFO - Epoch [131][120/396] lr: 1.463e-01, eta: 1 day, 0:54:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7169, loss_cls: 2.2070, loss: 2.2070, grad_norm: 1.7487, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8307, loss/aux0: 1.8307 2020-10-19 20:39:16,442 - mmaction - INFO - Epoch [131][120/396] lr: 1.463e-01, eta: 1 day, 0:54:37, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7169, loss_cls: 2.2070, loss: 2.2070, grad_norm: 1.7440, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8345, loss/aux0: 1.8345 2020-10-19 20:39:53,030 - mmaction - INFO - Epoch [131][140/396] lr: 1.463e-01, eta: 1 day, 0:53:44, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7182, loss_cls: 2.2498, loss: 2.2498, grad_norm: 1.6994, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.8050, loss/aux0: 1.8050 2020-10-19 20:39:53,986 - mmaction - INFO - Epoch [131][140/396] lr: 1.463e-01, eta: 1 day, 0:54:02, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7182, loss_cls: 2.2498, loss: 2.2498, grad_norm: 1.7031, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.8051, loss/aux0: 1.8051 2020-10-19 20:40:30,624 - mmaction - INFO - Epoch [131][160/396] lr: 1.463e-01, eta: 1 day, 0:53:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7203, loss_cls: 2.2326, loss: 2.2326, grad_norm: 1.6866, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8127, loss/aux0: 1.8127 2020-10-19 20:40:31,558 - mmaction - INFO - Epoch [131][160/396] lr: 1.463e-01, eta: 1 day, 0:53:28, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7203, loss_cls: 2.2326, loss: 2.2326, grad_norm: 1.6746, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.8062, loss/aux0: 1.8062 2020-10-19 20:41:08,126 - mmaction - INFO - Epoch [131][180/396] lr: 1.463e-01, eta: 1 day, 0:52:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7247, loss_cls: 2.2135, loss: 2.2135, grad_norm: 1.6716, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8166, loss/aux0: 1.8166 2020-10-19 20:41:09,081 - mmaction - INFO - Epoch [131][180/396] lr: 1.463e-01, eta: 1 day, 0:52:53, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7247, loss_cls: 2.2135, loss: 2.2135, grad_norm: 1.6778, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8296, loss/aux0: 1.8296 2020-10-19 20:41:45,666 - mmaction - INFO - Epoch [131][200/396] lr: 1.463e-01, eta: 1 day, 0:52:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7076, loss_cls: 2.2748, loss: 2.2748, grad_norm: 1.7131, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.8005, loss/aux0: 1.8005 2020-10-19 20:41:46,620 - mmaction - INFO - Epoch [131][200/396] lr: 1.463e-01, eta: 1 day, 0:52:19, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4518, top5_acc: 0.7076, loss_cls: 2.2748, loss: 2.2748, grad_norm: 1.7116, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8062, loss/aux0: 1.8062 2020-10-19 20:42:23,209 - mmaction - INFO - Epoch [131][220/396] lr: 1.463e-01, eta: 1 day, 0:51:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4812, top5_acc: 0.7344, loss_cls: 2.1681, loss: 2.1681, grad_norm: 1.7106, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7568, loss/aux0: 1.7568 2020-10-19 20:42:24,168 - mmaction - INFO - Epoch [131][220/396] lr: 1.463e-01, eta: 1 day, 0:51:44, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4812, top5_acc: 0.7344, loss_cls: 2.1681, loss: 2.1681, grad_norm: 1.7107, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7593, loss/aux0: 1.7593 2020-10-19 20:43:00,814 - mmaction - INFO - Epoch [131][240/396] lr: 1.463e-01, eta: 1 day, 0:50:51, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7188, loss_cls: 2.2330, loss: 2.2330, grad_norm: 1.7443, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.8000, loss_cls/aux0: 1.8262, loss/aux0: 1.8262 2020-10-19 20:43:01,771 - mmaction - INFO - Epoch [131][240/396] lr: 1.463e-01, eta: 1 day, 0:51:09, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7188, loss_cls: 2.2330, loss: 2.2330, grad_norm: 1.7446, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8166, loss/aux0: 1.8166 2020-10-19 20:43:38,288 - mmaction - INFO - Epoch [131][260/396] lr: 1.463e-01, eta: 1 day, 0:50:17, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7122, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.6890, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7859, loss_cls/aux0: 1.8299, loss/aux0: 1.8299 2020-10-19 20:43:39,253 - mmaction - INFO - Epoch [131][260/396] lr: 1.463e-01, eta: 1 day, 0:50:35, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4466, top5_acc: 0.7122, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.6838, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8224, loss/aux0: 1.8224 2020-10-19 20:44:15,907 - mmaction - INFO - Epoch [131][280/396] lr: 1.463e-01, eta: 1 day, 0:49:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7169, loss_cls: 2.2308, loss: 2.2308, grad_norm: 1.7073, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7904, loss_cls/aux0: 1.8330, loss/aux0: 1.8330 2020-10-19 20:44:16,852 - mmaction - INFO - Epoch [131][280/396] lr: 1.463e-01, eta: 1 day, 0:50:00, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7169, loss_cls: 2.2308, loss: 2.2308, grad_norm: 1.7054, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8349, loss/aux0: 1.8349 2020-10-19 20:44:53,387 - mmaction - INFO - Epoch [131][300/396] lr: 1.463e-01, eta: 1 day, 0:49:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7253, loss_cls: 2.1739, loss: 2.1739, grad_norm: 1.6789, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7911, loss/aux0: 1.7911 2020-10-19 20:44:54,355 - mmaction - INFO - Epoch [131][300/396] lr: 1.463e-01, eta: 1 day, 0:49:25, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7253, loss_cls: 2.1739, loss: 2.1739, grad_norm: 1.6788, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8012, loss/aux0: 1.8012 2020-10-19 20:45:30,976 - mmaction - INFO - Epoch [131][320/396] lr: 1.463e-01, eta: 1 day, 0:48:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7266, loss_cls: 2.2331, loss: 2.2331, grad_norm: 1.6829, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8030, loss/aux0: 1.8030 2020-10-19 20:45:31,922 - mmaction - INFO - Epoch [131][320/396] lr: 1.463e-01, eta: 1 day, 0:48:51, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7266, loss_cls: 2.2331, loss: 2.2331, grad_norm: 1.6784, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8005, loss/aux0: 1.8005 2020-10-19 20:46:08,615 - mmaction - INFO - Epoch [131][340/396] lr: 1.463e-01, eta: 1 day, 0:47:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7346, loss_cls: 2.1462, loss: 2.1462, grad_norm: 1.7162, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7797, loss/aux0: 1.7797 2020-10-19 20:46:09,585 - mmaction - INFO - Epoch [131][340/396] lr: 1.463e-01, eta: 1 day, 0:48:16, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7346, loss_cls: 2.1462, loss: 2.1462, grad_norm: 1.7215, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7878, loss/aux0: 1.7878 2020-10-19 20:46:46,166 - mmaction - INFO - Epoch [131][360/396] lr: 1.463e-01, eta: 1 day, 0:47:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7240, loss_cls: 2.2222, loss: 2.2222, grad_norm: 1.7042, top1_acc/aux0: 0.5401, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8564, loss/aux0: 1.8564 2020-10-19 20:46:47,129 - mmaction - INFO - Epoch [131][360/396] lr: 1.463e-01, eta: 1 day, 0:47:42, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7240, loss_cls: 2.2222, loss: 2.2222, grad_norm: 1.6938, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8531, loss/aux0: 1.8531 2020-10-19 20:47:23,537 - mmaction - INFO - Epoch [131][380/396] lr: 1.463e-01, eta: 1 day, 0:46:49, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7185, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.6949, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7471, loss/aux0: 1.7471 2020-10-19 20:47:24,489 - mmaction - INFO - Epoch [131][380/396] lr: 1.463e-01, eta: 1 day, 0:47:07, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7185, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.6986, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7459, loss/aux0: 1.7459 2020-10-19 20:51:56,485 - mmaction - INFO - Epoch [132][20/396] lr: 1.445e-01, eta: 1 day, 0:45:18, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7242, loss_cls: 2.1792, loss: 2.1792, grad_norm: 1.6926, top1_acc/aux0: 0.5430, top5_acc/aux0: 0.8059, loss_cls/aux0: 1.8202, loss/aux0: 1.8202 2020-10-19 20:51:57,468 - mmaction - INFO - Epoch [132][20/396] lr: 1.445e-01, eta: 1 day, 0:45:36, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7242, loss_cls: 2.1792, loss: 2.1792, grad_norm: 1.6916, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.8149, loss/aux0: 1.8149 2020-10-19 20:52:34,004 - mmaction - INFO - Epoch [132][40/396] lr: 1.445e-01, eta: 1 day, 0:44:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7247, loss_cls: 2.1876, loss: 2.1876, grad_norm: 1.7269, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.7883, loss_cls/aux0: 1.8495, loss/aux0: 1.8495 2020-10-19 20:52:34,948 - mmaction - INFO - Epoch [132][40/396] lr: 1.445e-01, eta: 1 day, 0:45:01, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7247, loss_cls: 2.1876, loss: 2.1876, grad_norm: 1.7273, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8476, loss/aux0: 1.8476 2020-10-19 20:53:11,319 - mmaction - INFO - Epoch [132][60/396] lr: 1.445e-01, eta: 1 day, 0:44:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7388, loss_cls: 2.1854, loss: 2.1854, grad_norm: 1.6978, top1_acc/aux0: 0.5437, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.8364, loss/aux0: 1.8364 2020-10-19 20:53:12,263 - mmaction - INFO - Epoch [132][60/396] lr: 1.445e-01, eta: 1 day, 0:44:26, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4703, top5_acc: 0.7388, loss_cls: 2.1854, loss: 2.1854, grad_norm: 1.6819, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8528, loss/aux0: 1.8528 2020-10-19 20:53:48,702 - mmaction - INFO - Epoch [132][80/396] lr: 1.445e-01, eta: 1 day, 0:43:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7286, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.7251, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8821, loss/aux0: 1.8821 2020-10-19 20:53:49,650 - mmaction - INFO - Epoch [132][80/396] lr: 1.445e-01, eta: 1 day, 0:43:51, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7286, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.7333, top1_acc/aux0: 0.5409, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8757, loss/aux0: 1.8757 2020-10-19 20:54:26,212 - mmaction - INFO - Epoch [132][100/396] lr: 1.445e-01, eta: 1 day, 0:42:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7174, loss_cls: 2.2560, loss: 2.2560, grad_norm: 1.7165, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7836, loss_cls/aux0: 1.8499, loss/aux0: 1.8499 2020-10-19 20:54:27,198 - mmaction - INFO - Epoch [132][100/396] lr: 1.445e-01, eta: 1 day, 0:43:17, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4531, top5_acc: 0.7174, loss_cls: 2.2560, loss: 2.2560, grad_norm: 1.7309, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.7839, loss_cls/aux0: 1.8521, loss/aux0: 1.8521 2020-10-19 20:55:03,660 - mmaction - INFO - Epoch [132][120/396] lr: 1.445e-01, eta: 1 day, 0:42:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7198, loss_cls: 2.2159, loss: 2.2159, grad_norm: 1.6991, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7691, loss/aux0: 1.7691 2020-10-19 20:55:04,611 - mmaction - INFO - Epoch [132][120/396] lr: 1.445e-01, eta: 1 day, 0:42:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7198, loss_cls: 2.2159, loss: 2.2159, grad_norm: 1.7095, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7670, loss/aux0: 1.7670 2020-10-19 20:55:41,096 - mmaction - INFO - Epoch [132][140/396] lr: 1.445e-01, eta: 1 day, 0:41:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7318, loss_cls: 2.2007, loss: 2.2007, grad_norm: 1.6703, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7973, loss/aux0: 1.7973 2020-10-19 20:55:42,049 - mmaction - INFO - Epoch [132][140/396] lr: 1.445e-01, eta: 1 day, 0:42:08, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7318, loss_cls: 2.2007, loss: 2.2007, grad_norm: 1.6761, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.7996, loss/aux0: 1.7996 2020-10-19 20:56:18,611 - mmaction - INFO - Epoch [132][160/396] lr: 1.445e-01, eta: 1 day, 0:41:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7198, loss_cls: 2.2373, loss: 2.2373, grad_norm: 1.7525, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8062, loss/aux0: 1.8062 2020-10-19 20:56:19,601 - mmaction - INFO - Epoch [132][160/396] lr: 1.445e-01, eta: 1 day, 0:41:33, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7198, loss_cls: 2.2373, loss: 2.2373, grad_norm: 1.7565, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.7997, loss/aux0: 1.7997 2020-10-19 20:56:56,109 - mmaction - INFO - Epoch [132][180/396] lr: 1.445e-01, eta: 1 day, 0:40:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7211, loss_cls: 2.2236, loss: 2.2236, grad_norm: 1.6749, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7255, loss/aux0: 1.7255 2020-10-19 20:56:57,101 - mmaction - INFO - Epoch [132][180/396] lr: 1.445e-01, eta: 1 day, 0:40:58, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7211, loss_cls: 2.2236, loss: 2.2236, grad_norm: 1.6782, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7234, loss/aux0: 1.7234 2020-10-19 20:57:33,590 - mmaction - INFO - Epoch [132][200/396] lr: 1.445e-01, eta: 1 day, 0:40:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7229, loss_cls: 2.2071, loss: 2.2071, grad_norm: 1.6997, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7884, loss/aux0: 1.7884 2020-10-19 20:57:34,568 - mmaction - INFO - Epoch [132][200/396] lr: 1.445e-01, eta: 1 day, 0:40:24, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7229, loss_cls: 2.2071, loss: 2.2071, grad_norm: 1.6922, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7900, loss/aux0: 1.7900 2020-10-19 20:58:11,065 - mmaction - INFO - Epoch [132][220/396] lr: 1.445e-01, eta: 1 day, 0:39:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7268, loss_cls: 2.1985, loss: 2.1985, grad_norm: 1.7671, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8694, loss/aux0: 1.8694 2020-10-19 20:58:12,004 - mmaction - INFO - Epoch [132][220/396] lr: 1.445e-01, eta: 1 day, 0:39:49, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7268, loss_cls: 2.1985, loss: 2.1985, grad_norm: 1.7582, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7878, loss_cls/aux0: 1.8759, loss/aux0: 1.8759 2020-10-19 20:58:48,605 - mmaction - INFO - Epoch [132][240/396] lr: 1.445e-01, eta: 1 day, 0:38:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7161, loss_cls: 2.2463, loss: 2.2463, grad_norm: 1.7203, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7906, loss_cls/aux0: 1.8317, loss/aux0: 1.8317 2020-10-19 20:58:49,566 - mmaction - INFO - Epoch [132][240/396] lr: 1.445e-01, eta: 1 day, 0:39:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7161, loss_cls: 2.2463, loss: 2.2463, grad_norm: 1.7247, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7898, loss_cls/aux0: 1.8329, loss/aux0: 1.8329 2020-10-19 20:59:26,220 - mmaction - INFO - Epoch [132][260/396] lr: 1.445e-01, eta: 1 day, 0:38:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7156, loss_cls: 2.2315, loss: 2.2315, grad_norm: 1.7201, top1_acc/aux0: 0.5341, top5_acc/aux0: 0.7820, loss_cls/aux0: 1.8934, loss/aux0: 1.8934 2020-10-19 20:59:27,182 - mmaction - INFO - Epoch [132][260/396] lr: 1.445e-01, eta: 1 day, 0:38:40, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7156, loss_cls: 2.2315, loss: 2.2315, grad_norm: 1.7016, top1_acc/aux0: 0.5372, top5_acc/aux0: 0.7846, loss_cls/aux0: 1.8767, loss/aux0: 1.8767 2020-10-19 21:00:07,691 - mmaction - INFO - Epoch [132][280/396] lr: 1.445e-01, eta: 1 day, 0:37:51, time: 1.104, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7198, loss_cls: 2.2171, loss: 2.2171, grad_norm: 1.7210, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7670, loss/aux0: 1.7670 2020-10-19 21:00:11,064 - mmaction - INFO - Epoch [132][280/396] lr: 1.445e-01, eta: 1 day, 0:38:14, time: 1.260, data_time: 0.059, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7198, loss_cls: 2.2171, loss: 2.2171, grad_norm: 1.7142, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7817, loss/aux0: 1.7817 2020-10-19 21:00:47,651 - mmaction - INFO - Epoch [132][300/396] lr: 1.445e-01, eta: 1 day, 0:37:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7203, loss_cls: 2.2397, loss: 2.2397, grad_norm: 1.7522, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8623, loss/aux0: 1.8623 2020-10-19 21:00:48,610 - mmaction - INFO - Epoch [132][300/396] lr: 1.445e-01, eta: 1 day, 0:37:40, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7203, loss_cls: 2.2397, loss: 2.2397, grad_norm: 1.7635, top1_acc/aux0: 0.5367, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.8622, loss/aux0: 1.8622 2020-10-19 21:01:25,285 - mmaction - INFO - Epoch [132][320/396] lr: 1.445e-01, eta: 1 day, 0:36:48, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7307, loss_cls: 2.2076, loss: 2.2076, grad_norm: 1.6975, top1_acc/aux0: 0.5471, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8164, loss/aux0: 1.8164 2020-10-19 21:01:26,247 - mmaction - INFO - Epoch [132][320/396] lr: 1.445e-01, eta: 1 day, 0:37:06, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7307, loss_cls: 2.2076, loss: 2.2076, grad_norm: 1.6917, top1_acc/aux0: 0.5492, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8122, loss/aux0: 1.8122 2020-10-19 21:02:02,820 - mmaction - INFO - Epoch [132][340/396] lr: 1.445e-01, eta: 1 day, 0:36:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7255, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.7238, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7980, loss/aux0: 1.7980 2020-10-19 21:02:03,798 - mmaction - INFO - Epoch [132][340/396] lr: 1.445e-01, eta: 1 day, 0:36:31, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4628, top5_acc: 0.7255, loss_cls: 2.2074, loss: 2.2074, grad_norm: 1.7264, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7931, loss/aux0: 1.7931 2020-10-19 21:02:40,437 - mmaction - INFO - Epoch [132][360/396] lr: 1.445e-01, eta: 1 day, 0:35:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7211, loss_cls: 2.2427, loss: 2.2427, grad_norm: 1.6868, top1_acc/aux0: 0.5552, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8134, loss/aux0: 1.8134 2020-10-19 21:02:41,404 - mmaction - INFO - Epoch [132][360/396] lr: 1.445e-01, eta: 1 day, 0:35:56, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4586, top5_acc: 0.7211, loss_cls: 2.2427, loss: 2.2427, grad_norm: 1.6972, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8256, loss/aux0: 1.8256 2020-10-19 21:03:17,937 - mmaction - INFO - Epoch [132][380/396] lr: 1.445e-01, eta: 1 day, 0:35:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7302, loss_cls: 2.1889, loss: 2.1889, grad_norm: 1.7279, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7705, loss/aux0: 1.7705 2020-10-19 21:03:18,896 - mmaction - INFO - Epoch [132][380/396] lr: 1.445e-01, eta: 1 day, 0:35:22, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7302, loss_cls: 2.1889, loss: 2.1889, grad_norm: 1.7141, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7539, loss/aux0: 1.7539 2020-10-19 21:08:14,486 - mmaction - INFO - Epoch [133][20/396] lr: 1.426e-01, eta: 1 day, 0:33:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7315, loss_cls: 2.1882, loss: 2.1882, grad_norm: 1.7238, top1_acc/aux0: 0.5477, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8095, loss/aux0: 1.8095 2020-10-19 21:08:15,436 - mmaction - INFO - Epoch [133][20/396] lr: 1.426e-01, eta: 1 day, 0:33:51, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7315, loss_cls: 2.1882, loss: 2.1882, grad_norm: 1.7234, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8117, loss/aux0: 1.8117 2020-10-19 21:08:51,948 - mmaction - INFO - Epoch [133][40/396] lr: 1.426e-01, eta: 1 day, 0:32:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7352, loss_cls: 2.1696, loss: 2.1696, grad_norm: 1.7396, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7910, loss/aux0: 1.7910 2020-10-19 21:08:52,912 - mmaction - INFO - Epoch [133][40/396] lr: 1.426e-01, eta: 1 day, 0:33:16, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4669, top5_acc: 0.7352, loss_cls: 2.1696, loss: 2.1696, grad_norm: 1.7377, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7970, loss/aux0: 1.7970 2020-10-19 21:09:29,440 - mmaction - INFO - Epoch [133][60/396] lr: 1.426e-01, eta: 1 day, 0:32:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7292, loss_cls: 2.1776, loss: 2.1776, grad_norm: 1.6989, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7965, loss/aux0: 1.7965 2020-10-19 21:09:30,364 - mmaction - INFO - Epoch [133][60/396] lr: 1.426e-01, eta: 1 day, 0:32:41, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7292, loss_cls: 2.1776, loss: 2.1776, grad_norm: 1.7109, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7903, loss/aux0: 1.7903 2020-10-19 21:10:06,951 - mmaction - INFO - Epoch [133][80/396] lr: 1.426e-01, eta: 1 day, 0:31:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4638, top5_acc: 0.7266, loss_cls: 2.1649, loss: 2.1649, grad_norm: 1.7371, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7726, loss/aux0: 1.7726 2020-10-19 21:10:07,911 - mmaction - INFO - Epoch [133][80/396] lr: 1.426e-01, eta: 1 day, 0:32:07, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4638, top5_acc: 0.7266, loss_cls: 2.1649, loss: 2.1649, grad_norm: 1.7411, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7817, loss/aux0: 1.7817 2020-10-19 21:10:44,337 - mmaction - INFO - Epoch [133][100/396] lr: 1.426e-01, eta: 1 day, 0:31:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7094, loss_cls: 2.2263, loss: 2.2263, grad_norm: 1.7338, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.8401, loss/aux0: 1.8401 2020-10-19 21:10:45,342 - mmaction - INFO - Epoch [133][100/396] lr: 1.426e-01, eta: 1 day, 0:31:32, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4680, top5_acc: 0.7094, loss_cls: 2.2263, loss: 2.2263, grad_norm: 1.7393, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8269, loss/aux0: 1.8269 2020-10-19 21:11:21,751 - mmaction - INFO - Epoch [133][120/396] lr: 1.426e-01, eta: 1 day, 0:30:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7438, loss_cls: 2.1543, loss: 2.1543, grad_norm: 1.7717, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.7893, loss_cls/aux0: 1.8211, loss/aux0: 1.8211 2020-10-19 21:11:22,685 - mmaction - INFO - Epoch [133][120/396] lr: 1.426e-01, eta: 1 day, 0:30:57, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7438, loss_cls: 2.1543, loss: 2.1543, grad_norm: 1.7636, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7854, loss_cls/aux0: 1.8339, loss/aux0: 1.8339 2020-10-19 21:11:59,375 - mmaction - INFO - Epoch [133][140/396] lr: 1.426e-01, eta: 1 day, 0:30:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7260, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.7622, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8339, loss/aux0: 1.8339 2020-10-19 21:12:00,333 - mmaction - INFO - Epoch [133][140/396] lr: 1.426e-01, eta: 1 day, 0:30:23, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4589, top5_acc: 0.7260, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.7674, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7891, loss_cls/aux0: 1.8353, loss/aux0: 1.8353 2020-10-19 21:12:36,825 - mmaction - INFO - Epoch [133][160/396] lr: 1.426e-01, eta: 1 day, 0:29:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7195, loss_cls: 2.2395, loss: 2.2395, grad_norm: 1.7561, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.7964, loss_cls/aux0: 1.7987, loss/aux0: 1.7987 2020-10-19 21:12:37,784 - mmaction - INFO - Epoch [133][160/396] lr: 1.426e-01, eta: 1 day, 0:29:48, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4602, top5_acc: 0.7195, loss_cls: 2.2395, loss: 2.2395, grad_norm: 1.7512, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7756, loss/aux0: 1.7756 2020-10-19 21:13:14,477 - mmaction - INFO - Epoch [133][180/396] lr: 1.426e-01, eta: 1 day, 0:28:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7258, loss_cls: 2.1798, loss: 2.1798, grad_norm: 1.6799, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7400, loss/aux0: 1.7400 2020-10-19 21:13:15,432 - mmaction - INFO - Epoch [133][180/396] lr: 1.426e-01, eta: 1 day, 0:29:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7258, loss_cls: 2.1798, loss: 2.1798, grad_norm: 1.6716, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7379, loss/aux0: 1.7379 2020-10-19 21:13:51,865 - mmaction - INFO - Epoch [133][200/396] lr: 1.426e-01, eta: 1 day, 0:28:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7305, loss_cls: 2.2159, loss: 2.2159, grad_norm: 1.7841, top1_acc/aux0: 0.5563, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8396, loss/aux0: 1.8396 2020-10-19 21:13:52,781 - mmaction - INFO - Epoch [133][200/396] lr: 1.426e-01, eta: 1 day, 0:28:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7305, loss_cls: 2.2159, loss: 2.2159, grad_norm: 1.7773, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8508, loss/aux0: 1.8508 2020-10-19 21:14:29,506 - mmaction - INFO - Epoch [133][220/396] lr: 1.426e-01, eta: 1 day, 0:27:47, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7247, loss_cls: 2.2381, loss: 2.2381, grad_norm: 1.7264, top1_acc/aux0: 0.5518, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8518, loss/aux0: 1.8518 2020-10-19 21:14:30,472 - mmaction - INFO - Epoch [133][220/396] lr: 1.426e-01, eta: 1 day, 0:28:04, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7247, loss_cls: 2.2381, loss: 2.2381, grad_norm: 1.7159, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.8456, loss/aux0: 1.8456 2020-10-19 21:15:06,999 - mmaction - INFO - Epoch [133][240/396] lr: 1.426e-01, eta: 1 day, 0:27:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7307, loss_cls: 2.1676, loss: 2.1676, grad_norm: 1.7400, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8209, loss/aux0: 1.8209 2020-10-19 21:15:07,922 - mmaction - INFO - Epoch [133][240/396] lr: 1.426e-01, eta: 1 day, 0:27:30, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7307, loss_cls: 2.1676, loss: 2.1676, grad_norm: 1.7368, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8403, loss/aux0: 1.8403 2020-10-19 21:15:44,501 - mmaction - INFO - Epoch [133][260/396] lr: 1.426e-01, eta: 1 day, 0:26:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7279, loss_cls: 2.1946, loss: 2.1946, grad_norm: 1.7231, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7810, loss/aux0: 1.7810 2020-10-19 21:15:45,509 - mmaction - INFO - Epoch [133][260/396] lr: 1.426e-01, eta: 1 day, 0:26:55, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4620, top5_acc: 0.7279, loss_cls: 2.1946, loss: 2.1946, grad_norm: 1.7327, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7781, loss/aux0: 1.7781 2020-10-19 21:16:22,084 - mmaction - INFO - Epoch [133][280/396] lr: 1.426e-01, eta: 1 day, 0:26:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7198, loss_cls: 2.2305, loss: 2.2305, grad_norm: 1.7616, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8387, loss/aux0: 1.8387 2020-10-19 21:16:23,037 - mmaction - INFO - Epoch [133][280/396] lr: 1.426e-01, eta: 1 day, 0:26:21, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4625, top5_acc: 0.7198, loss_cls: 2.2305, loss: 2.2305, grad_norm: 1.7558, top1_acc/aux0: 0.5396, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8300, loss/aux0: 1.8300 2020-10-19 21:16:59,635 - mmaction - INFO - Epoch [133][300/396] lr: 1.426e-01, eta: 1 day, 0:25:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7174, loss_cls: 2.2320, loss: 2.2320, grad_norm: 1.7040, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8144, loss/aux0: 1.8144 2020-10-19 21:17:00,601 - mmaction - INFO - Epoch [133][300/396] lr: 1.426e-01, eta: 1 day, 0:25:46, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7174, loss_cls: 2.2320, loss: 2.2320, grad_norm: 1.7097, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8212, loss/aux0: 1.8212 2020-10-19 21:17:37,276 - mmaction - INFO - Epoch [133][320/396] lr: 1.426e-01, eta: 1 day, 0:24:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7362, loss_cls: 2.1634, loss: 2.1634, grad_norm: 1.7411, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7975, loss/aux0: 1.7975 2020-10-19 21:17:38,237 - mmaction - INFO - Epoch [133][320/396] lr: 1.426e-01, eta: 1 day, 0:25:11, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7362, loss_cls: 2.1634, loss: 2.1634, grad_norm: 1.7572, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7975, loss/aux0: 1.7975 2020-10-19 21:18:14,844 - mmaction - INFO - Epoch [133][340/396] lr: 1.426e-01, eta: 1 day, 0:24:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7154, loss_cls: 2.2344, loss: 2.2344, grad_norm: 1.7257, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.8015, loss/aux0: 1.8015 2020-10-19 21:18:15,795 - mmaction - INFO - Epoch [133][340/396] lr: 1.426e-01, eta: 1 day, 0:24:37, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7154, loss_cls: 2.2344, loss: 2.2344, grad_norm: 1.7406, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.7885, loss/aux0: 1.7885 2020-10-19 21:18:52,340 - mmaction - INFO - Epoch [133][360/396] lr: 1.426e-01, eta: 1 day, 0:23:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7109, loss_cls: 2.3016, loss: 2.3016, grad_norm: 1.6995, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7648, loss/aux0: 1.7648 2020-10-19 21:18:53,319 - mmaction - INFO - Epoch [133][360/396] lr: 1.426e-01, eta: 1 day, 0:24:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4427, top5_acc: 0.7109, loss_cls: 2.3016, loss: 2.3016, grad_norm: 1.7115, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7672, loss/aux0: 1.7672 2020-10-19 21:19:29,724 - mmaction - INFO - Epoch [133][380/396] lr: 1.426e-01, eta: 1 day, 0:23:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7190, loss_cls: 2.2375, loss: 2.2375, grad_norm: 1.7502, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7938, loss_cls/aux0: 1.8341, loss/aux0: 1.8341 2020-10-19 21:19:30,687 - mmaction - INFO - Epoch [133][380/396] lr: 1.426e-01, eta: 1 day, 0:23:27, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7190, loss_cls: 2.2375, loss: 2.2375, grad_norm: 1.7485, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8348, loss/aux0: 1.8348 2020-10-19 21:24:18,568 - mmaction - INFO - Epoch [134][20/396] lr: 1.408e-01, eta: 1 day, 0:21:39, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7276, loss_cls: 2.1658, loss: 2.1658, grad_norm: 1.7070, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8037, loss_cls/aux0: 1.7835, loss/aux0: 1.7835 2020-10-19 21:24:19,557 - mmaction - INFO - Epoch [134][20/396] lr: 1.408e-01, eta: 1 day, 0:21:57, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7276, loss_cls: 2.1658, loss: 2.1658, grad_norm: 1.7200, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7921, loss/aux0: 1.7921 2020-10-19 21:24:56,087 - mmaction - INFO - Epoch [134][40/396] lr: 1.408e-01, eta: 1 day, 0:21:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7354, loss_cls: 2.1581, loss: 2.1581, grad_norm: 1.7285, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7342, loss/aux0: 1.7342 2020-10-19 21:24:57,016 - mmaction - INFO - Epoch [134][40/396] lr: 1.408e-01, eta: 1 day, 0:21:22, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7354, loss_cls: 2.1581, loss: 2.1581, grad_norm: 1.7326, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7227, loss/aux0: 1.7227 2020-10-19 21:25:33,664 - mmaction - INFO - Epoch [134][60/396] lr: 1.408e-01, eta: 1 day, 0:20:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7320, loss_cls: 2.1757, loss: 2.1757, grad_norm: 1.7064, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8058, loss/aux0: 1.8058 2020-10-19 21:25:34,614 - mmaction - INFO - Epoch [134][60/396] lr: 1.408e-01, eta: 1 day, 0:20:48, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7320, loss_cls: 2.1757, loss: 2.1757, grad_norm: 1.7033, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.8000, loss/aux0: 1.8000 2020-10-19 21:26:11,212 - mmaction - INFO - Epoch [134][80/396] lr: 1.408e-01, eta: 1 day, 0:19:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7310, loss_cls: 2.1640, loss: 2.1640, grad_norm: 1.7476, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7728, loss/aux0: 1.7728 2020-10-19 21:26:12,174 - mmaction - INFO - Epoch [134][80/396] lr: 1.408e-01, eta: 1 day, 0:20:13, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4742, top5_acc: 0.7310, loss_cls: 2.1640, loss: 2.1640, grad_norm: 1.7492, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7802, loss/aux0: 1.7802 2020-10-19 21:26:48,603 - mmaction - INFO - Epoch [134][100/396] lr: 1.408e-01, eta: 1 day, 0:19:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4672, top5_acc: 0.7234, loss_cls: 2.2177, loss: 2.2177, grad_norm: 1.7445, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7621, loss/aux0: 1.7621 2020-10-19 21:26:49,558 - mmaction - INFO - Epoch [134][100/396] lr: 1.408e-01, eta: 1 day, 0:19:38, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4672, top5_acc: 0.7234, loss_cls: 2.2177, loss: 2.2177, grad_norm: 1.7459, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7708, loss/aux0: 1.7708 2020-10-19 21:27:26,145 - mmaction - INFO - Epoch [134][120/396] lr: 1.408e-01, eta: 1 day, 0:18:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7328, loss_cls: 2.1698, loss: 2.1698, grad_norm: 1.7207, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7766, loss/aux0: 1.7766 2020-10-19 21:27:27,115 - mmaction - INFO - Epoch [134][120/396] lr: 1.408e-01, eta: 1 day, 0:19:04, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7328, loss_cls: 2.1698, loss: 2.1698, grad_norm: 1.7219, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7615, loss/aux0: 1.7615 2020-10-19 21:28:03,728 - mmaction - INFO - Epoch [134][140/396] lr: 1.408e-01, eta: 1 day, 0:18:12, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7281, loss_cls: 2.1965, loss: 2.1965, grad_norm: 1.7017, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.7948, loss/aux0: 1.7948 2020-10-19 21:28:04,713 - mmaction - INFO - Epoch [134][140/396] lr: 1.408e-01, eta: 1 day, 0:18:29, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7281, loss_cls: 2.1965, loss: 2.1965, grad_norm: 1.6907, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.8056, loss/aux0: 1.8056 2020-10-19 21:28:41,225 - mmaction - INFO - Epoch [134][160/396] lr: 1.408e-01, eta: 1 day, 0:17:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7203, loss_cls: 2.2211, loss: 2.2211, grad_norm: 1.7432, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7614, loss/aux0: 1.7614 2020-10-19 21:28:42,155 - mmaction - INFO - Epoch [134][160/396] lr: 1.408e-01, eta: 1 day, 0:17:54, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7203, loss_cls: 2.2211, loss: 2.2211, grad_norm: 1.7524, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7581, loss/aux0: 1.7581 2020-10-19 21:29:18,712 - mmaction - INFO - Epoch [134][180/396] lr: 1.408e-01, eta: 1 day, 0:17:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7385, loss_cls: 2.2258, loss: 2.2258, grad_norm: 1.7310, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7753, loss/aux0: 1.7753 2020-10-19 21:29:19,689 - mmaction - INFO - Epoch [134][180/396] lr: 1.408e-01, eta: 1 day, 0:17:20, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7385, loss_cls: 2.2258, loss: 2.2258, grad_norm: 1.7265, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7992, loss/aux0: 1.7992 2020-10-19 21:29:56,353 - mmaction - INFO - Epoch [134][200/396] lr: 1.408e-01, eta: 1 day, 0:16:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7154, loss_cls: 2.2350, loss: 2.2350, grad_norm: 1.7256, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.8310, loss/aux0: 1.8310 2020-10-19 21:29:57,297 - mmaction - INFO - Epoch [134][200/396] lr: 1.408e-01, eta: 1 day, 0:16:45, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7154, loss_cls: 2.2350, loss: 2.2350, grad_norm: 1.7259, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.8134, loss/aux0: 1.8134 2020-10-19 21:30:33,951 - mmaction - INFO - Epoch [134][220/396] lr: 1.408e-01, eta: 1 day, 0:15:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7216, loss_cls: 2.1995, loss: 2.1995, grad_norm: 1.7604, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.7930, loss_cls/aux0: 1.8419, loss/aux0: 1.8419 2020-10-19 21:30:34,871 - mmaction - INFO - Epoch [134][220/396] lr: 1.408e-01, eta: 1 day, 0:16:10, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4615, top5_acc: 0.7216, loss_cls: 2.1995, loss: 2.1995, grad_norm: 1.7543, top1_acc/aux0: 0.5464, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8331, loss/aux0: 1.8331 2020-10-19 21:31:11,335 - mmaction - INFO - Epoch [134][240/396] lr: 1.408e-01, eta: 1 day, 0:15:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7401, loss_cls: 2.1592, loss: 2.1592, grad_norm: 1.7646, top1_acc/aux0: 0.5479, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8134, loss/aux0: 1.8134 2020-10-19 21:31:12,305 - mmaction - INFO - Epoch [134][240/396] lr: 1.408e-01, eta: 1 day, 0:15:36, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4721, top5_acc: 0.7401, loss_cls: 2.1592, loss: 2.1592, grad_norm: 1.7616, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.8200, loss/aux0: 1.8200 2020-10-19 21:31:48,714 - mmaction - INFO - Epoch [134][260/396] lr: 1.408e-01, eta: 1 day, 0:14:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7349, loss_cls: 2.1424, loss: 2.1424, grad_norm: 1.7359, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7700, loss/aux0: 1.7700 2020-10-19 21:31:49,659 - mmaction - INFO - Epoch [134][260/396] lr: 1.408e-01, eta: 1 day, 0:15:01, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7349, loss_cls: 2.1424, loss: 2.1424, grad_norm: 1.7310, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7533, loss/aux0: 1.7533 2020-10-19 21:32:26,217 - mmaction - INFO - Epoch [134][280/396] lr: 1.408e-01, eta: 1 day, 0:14:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7302, loss_cls: 2.1874, loss: 2.1874, grad_norm: 1.7307, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7645, loss/aux0: 1.7645 2020-10-19 21:32:27,215 - mmaction - INFO - Epoch [134][280/396] lr: 1.408e-01, eta: 1 day, 0:14:26, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7302, loss_cls: 2.1874, loss: 2.1874, grad_norm: 1.7214, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7745, loss/aux0: 1.7745 2020-10-19 21:33:03,885 - mmaction - INFO - Epoch [134][300/396] lr: 1.408e-01, eta: 1 day, 0:13:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7164, loss_cls: 2.2459, loss: 2.2459, grad_norm: 1.7343, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.8114, loss/aux0: 1.8114 2020-10-19 21:33:04,811 - mmaction - INFO - Epoch [134][300/396] lr: 1.408e-01, eta: 1 day, 0:13:52, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7164, loss_cls: 2.2459, loss: 2.2459, grad_norm: 1.7322, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8125, loss/aux0: 1.8125 2020-10-19 21:33:41,470 - mmaction - INFO - Epoch [134][320/396] lr: 1.408e-01, eta: 1 day, 0:13:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7198, loss_cls: 2.2479, loss: 2.2479, grad_norm: 1.7486, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8246, loss/aux0: 1.8246 2020-10-19 21:33:42,413 - mmaction - INFO - Epoch [134][320/396] lr: 1.408e-01, eta: 1 day, 0:13:17, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4622, top5_acc: 0.7198, loss_cls: 2.2479, loss: 2.2479, grad_norm: 1.7387, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8119, loss/aux0: 1.8119 2020-10-19 21:34:18,843 - mmaction - INFO - Epoch [134][340/396] lr: 1.408e-01, eta: 1 day, 0:12:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7141, loss_cls: 2.2810, loss: 2.2810, grad_norm: 1.7488, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7328, loss/aux0: 1.7328 2020-10-19 21:34:19,765 - mmaction - INFO - Epoch [134][340/396] lr: 1.408e-01, eta: 1 day, 0:12:42, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4570, top5_acc: 0.7141, loss_cls: 2.2810, loss: 2.2810, grad_norm: 1.7487, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7458, loss/aux0: 1.7458 2020-10-19 21:34:56,382 - mmaction - INFO - Epoch [134][360/396] lr: 1.408e-01, eta: 1 day, 0:11:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7286, loss_cls: 2.2100, loss: 2.2100, grad_norm: 1.7218, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7653, loss/aux0: 1.7653 2020-10-19 21:34:57,346 - mmaction - INFO - Epoch [134][360/396] lr: 1.408e-01, eta: 1 day, 0:12:08, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4612, top5_acc: 0.7286, loss_cls: 2.2100, loss: 2.2100, grad_norm: 1.7203, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7533, loss/aux0: 1.7533 2020-10-19 21:35:34,071 - mmaction - INFO - Epoch [134][380/396] lr: 1.408e-01, eta: 1 day, 0:11:16, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7232, loss_cls: 2.2241, loss: 2.2241, grad_norm: 1.7619, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7912, loss/aux0: 1.7912 2020-10-19 21:35:35,012 - mmaction - INFO - Epoch [134][380/396] lr: 1.408e-01, eta: 1 day, 0:11:33, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4646, top5_acc: 0.7232, loss_cls: 2.2241, loss: 2.2241, grad_norm: 1.7648, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8178, loss/aux0: 1.8178 2020-10-19 21:40:22,961 - mmaction - INFO - Epoch [135][20/396] lr: 1.390e-01, eta: 1 day, 0:09:46, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7383, loss_cls: 2.1806, loss: 2.1806, grad_norm: 1.7538, top1_acc/aux0: 0.5543, top5_acc/aux0: 0.7887, loss_cls/aux0: 1.8332, loss/aux0: 1.8332 2020-10-19 21:40:23,883 - mmaction - INFO - Epoch [135][20/396] lr: 1.390e-01, eta: 1 day, 0:10:03, time: 0.926, data_time: 0.002, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7383, loss_cls: 2.1806, loss: 2.1806, grad_norm: 1.7553, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7901, loss_cls/aux0: 1.8252, loss/aux0: 1.8252 2020-10-19 21:41:00,256 - mmaction - INFO - Epoch [135][40/396] lr: 1.390e-01, eta: 1 day, 0:09:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7326, loss_cls: 2.1792, loss: 2.1792, grad_norm: 1.6977, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7874, loss/aux0: 1.7874 2020-10-19 21:41:01,241 - mmaction - INFO - Epoch [135][40/396] lr: 1.390e-01, eta: 1 day, 0:09:28, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4805, top5_acc: 0.7326, loss_cls: 2.1792, loss: 2.1792, grad_norm: 1.6859, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7730, loss/aux0: 1.7730 2020-10-19 21:41:37,738 - mmaction - INFO - Epoch [135][60/396] lr: 1.390e-01, eta: 1 day, 0:08:36, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7242, loss_cls: 2.2299, loss: 2.2299, grad_norm: 1.7361, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.8279, loss/aux0: 1.8279 2020-10-19 21:41:38,699 - mmaction - INFO - Epoch [135][60/396] lr: 1.390e-01, eta: 1 day, 0:08:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7242, loss_cls: 2.2299, loss: 2.2299, grad_norm: 1.7379, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.7982, loss_cls/aux0: 1.8404, loss/aux0: 1.8404 2020-10-19 21:42:15,201 - mmaction - INFO - Epoch [135][80/396] lr: 1.390e-01, eta: 1 day, 0:08:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7339, loss_cls: 2.1666, loss: 2.1666, grad_norm: 1.7299, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7812, loss/aux0: 1.7812 2020-10-19 21:42:16,156 - mmaction - INFO - Epoch [135][80/396] lr: 1.390e-01, eta: 1 day, 0:08:19, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7339, loss_cls: 2.1666, loss: 2.1666, grad_norm: 1.7319, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.7851, loss/aux0: 1.7851 2020-10-19 21:42:52,701 - mmaction - INFO - Epoch [135][100/396] lr: 1.390e-01, eta: 1 day, 0:07:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7328, loss_cls: 2.1873, loss: 2.1873, grad_norm: 1.6872, top1_acc/aux0: 0.5487, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8140, loss/aux0: 1.8140 2020-10-19 21:42:53,697 - mmaction - INFO - Epoch [135][100/396] lr: 1.390e-01, eta: 1 day, 0:07:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7328, loss_cls: 2.1873, loss: 2.1873, grad_norm: 1.6890, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.8030, loss/aux0: 1.8030 2020-10-19 21:43:30,390 - mmaction - INFO - Epoch [135][120/396] lr: 1.390e-01, eta: 1 day, 0:06:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7237, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.7187, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.7841, loss/aux0: 1.7841 2020-10-19 21:43:31,347 - mmaction - INFO - Epoch [135][120/396] lr: 1.390e-01, eta: 1 day, 0:07:10, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7237, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.7278, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.7917, loss_cls/aux0: 1.8073, loss/aux0: 1.8073 2020-10-19 21:44:08,060 - mmaction - INFO - Epoch [135][140/396] lr: 1.390e-01, eta: 1 day, 0:06:18, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7349, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.7010, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7919, loss/aux0: 1.7919 2020-10-19 21:44:09,064 - mmaction - INFO - Epoch [135][140/396] lr: 1.390e-01, eta: 1 day, 0:06:35, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7349, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.7013, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7795, loss/aux0: 1.7795 2020-10-19 21:44:45,772 - mmaction - INFO - Epoch [135][160/396] lr: 1.390e-01, eta: 1 day, 0:05:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7216, loss_cls: 2.2374, loss: 2.2374, grad_norm: 1.7546, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7950, loss/aux0: 1.7950 2020-10-19 21:44:46,724 - mmaction - INFO - Epoch [135][160/396] lr: 1.390e-01, eta: 1 day, 0:06:00, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7216, loss_cls: 2.2374, loss: 2.2374, grad_norm: 1.7570, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7985, loss/aux0: 1.7985 2020-10-19 21:45:23,377 - mmaction - INFO - Epoch [135][180/396] lr: 1.390e-01, eta: 1 day, 0:05:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.1825, loss: 2.1825, grad_norm: 1.7202, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7973, loss/aux0: 1.7973 2020-10-19 21:45:24,349 - mmaction - INFO - Epoch [135][180/396] lr: 1.390e-01, eta: 1 day, 0:05:26, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.1825, loss: 2.1825, grad_norm: 1.7163, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7913, loss/aux0: 1.7913 2020-10-19 21:46:00,997 - mmaction - INFO - Epoch [135][200/396] lr: 1.390e-01, eta: 1 day, 0:04:34, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7214, loss_cls: 2.2369, loss: 2.2369, grad_norm: 1.7216, top1_acc/aux0: 0.5536, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.8202, loss/aux0: 1.8202 2020-10-19 21:46:02,010 - mmaction - INFO - Epoch [135][200/396] lr: 1.390e-01, eta: 1 day, 0:04:51, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7214, loss_cls: 2.2369, loss: 2.2369, grad_norm: 1.7140, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.7958, loss_cls/aux0: 1.8278, loss/aux0: 1.8278 2020-10-19 21:46:38,646 - mmaction - INFO - Epoch [135][220/396] lr: 1.390e-01, eta: 1 day, 0:04:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7211, loss_cls: 2.1653, loss: 2.1653, grad_norm: 1.7541, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8013, loss_cls/aux0: 1.8124, loss/aux0: 1.8124 2020-10-19 21:46:39,617 - mmaction - INFO - Epoch [135][220/396] lr: 1.390e-01, eta: 1 day, 0:04:17, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7211, loss_cls: 2.1653, loss: 2.1653, grad_norm: 1.7547, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8102, loss/aux0: 1.8102 2020-10-19 21:47:16,311 - mmaction - INFO - Epoch [135][240/396] lr: 1.390e-01, eta: 1 day, 0:03:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7391, loss_cls: 2.1308, loss: 2.1308, grad_norm: 1.7688, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8311, loss/aux0: 1.8311 2020-10-19 21:47:17,296 - mmaction - INFO - Epoch [135][240/396] lr: 1.390e-01, eta: 1 day, 0:03:42, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7391, loss_cls: 2.1308, loss: 2.1308, grad_norm: 1.7703, top1_acc/aux0: 0.5440, top5_acc/aux0: 0.7911, loss_cls/aux0: 1.8408, loss/aux0: 1.8408 2020-10-19 21:47:53,892 - mmaction - INFO - Epoch [135][260/396] lr: 1.390e-01, eta: 1 day, 0:02:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7302, loss_cls: 2.1926, loss: 2.1926, grad_norm: 1.7426, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7128, loss/aux0: 1.7128 2020-10-19 21:47:54,871 - mmaction - INFO - Epoch [135][260/396] lr: 1.390e-01, eta: 1 day, 0:03:07, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4682, top5_acc: 0.7302, loss_cls: 2.1926, loss: 2.1926, grad_norm: 1.7455, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6997, loss/aux0: 1.6997 2020-10-19 21:48:31,371 - mmaction - INFO - Epoch [135][280/396] lr: 1.390e-01, eta: 1 day, 0:02:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7268, loss_cls: 2.1696, loss: 2.1696, grad_norm: 1.6886, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7508, loss/aux0: 1.7508 2020-10-19 21:48:32,349 - mmaction - INFO - Epoch [135][280/396] lr: 1.390e-01, eta: 1 day, 0:02:33, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7268, loss_cls: 2.1696, loss: 2.1696, grad_norm: 1.6909, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7488, loss/aux0: 1.7488 2020-10-19 21:49:08,876 - mmaction - INFO - Epoch [135][300/396] lr: 1.390e-01, eta: 1 day, 0:01:41, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4638, top5_acc: 0.7216, loss_cls: 2.2293, loss: 2.2293, grad_norm: 1.7246, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7323, loss/aux0: 1.7323 2020-10-19 21:49:09,866 - mmaction - INFO - Epoch [135][300/396] lr: 1.390e-01, eta: 1 day, 0:01:58, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4638, top5_acc: 0.7216, loss_cls: 2.2293, loss: 2.2293, grad_norm: 1.7170, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7434, loss/aux0: 1.7434 2020-10-19 21:49:46,431 - mmaction - INFO - Epoch [135][320/396] lr: 1.390e-01, eta: 1 day, 0:01:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7143, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.7753, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7441, loss/aux0: 1.7441 2020-10-19 21:49:47,407 - mmaction - INFO - Epoch [135][320/396] lr: 1.390e-01, eta: 1 day, 0:01:23, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7143, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.7705, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7242, loss/aux0: 1.7242 2020-10-19 21:50:24,035 - mmaction - INFO - Epoch [135][340/396] lr: 1.390e-01, eta: 1 day, 0:00:32, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7237, loss_cls: 2.1855, loss: 2.1855, grad_norm: 1.7783, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7442, loss/aux0: 1.7442 2020-10-19 21:50:24,991 - mmaction - INFO - Epoch [135][340/396] lr: 1.390e-01, eta: 1 day, 0:00:49, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7237, loss_cls: 2.1855, loss: 2.1855, grad_norm: 1.7683, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7586, loss/aux0: 1.7586 2020-10-19 21:51:01,530 - mmaction - INFO - Epoch [135][360/396] lr: 1.390e-01, eta: 23:59:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7294, loss_cls: 2.1725, loss: 2.1725, grad_norm: 1.7857, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7924, loss/aux0: 1.7924 2020-10-19 21:51:02,482 - mmaction - INFO - Epoch [135][360/396] lr: 1.390e-01, eta: 1 day, 0:00:14, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7294, loss_cls: 2.1725, loss: 2.1725, grad_norm: 1.7819, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7911, loss/aux0: 1.7911 2020-10-19 21:51:39,162 - mmaction - INFO - Epoch [135][380/396] lr: 1.390e-01, eta: 23:59:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7234, loss_cls: 2.2079, loss: 2.2079, grad_norm: 1.7301, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7538, loss/aux0: 1.7538 2020-10-19 21:51:40,079 - mmaction - INFO - Epoch [135][380/396] lr: 1.390e-01, eta: 23:59:40, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4643, top5_acc: 0.7234, loss_cls: 2.2079, loss: 2.2079, grad_norm: 1.7282, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7616, loss/aux0: 1.7616 2020-10-19 21:56:30,793 - mmaction - INFO - Epoch [136][20/396] lr: 1.371e-01, eta: 23:57:53, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7396, loss_cls: 2.1330, loss: 2.1330, grad_norm: 1.7293, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.8046, loss_cls/aux0: 1.8006, loss/aux0: 1.8006 2020-10-19 21:56:31,756 - mmaction - INFO - Epoch [136][20/396] lr: 1.371e-01, eta: 23:58:10, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7396, loss_cls: 2.1330, loss: 2.1330, grad_norm: 1.7335, top1_acc/aux0: 0.5448, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8089, loss/aux0: 1.8089 2020-10-19 21:57:08,061 - mmaction - INFO - Epoch [136][40/396] lr: 1.371e-01, eta: 23:57:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7336, loss_cls: 2.1755, loss: 2.1755, grad_norm: 1.7507, top1_acc/aux0: 0.5424, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.8243, loss/aux0: 1.8243 2020-10-19 21:57:09,032 - mmaction - INFO - Epoch [136][40/396] lr: 1.371e-01, eta: 23:57:35, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7336, loss_cls: 2.1755, loss: 2.1755, grad_norm: 1.7422, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.8042, loss/aux0: 1.8042 2020-10-19 21:57:45,602 - mmaction - INFO - Epoch [136][60/396] lr: 1.371e-01, eta: 23:56:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7406, loss_cls: 2.1633, loss: 2.1633, grad_norm: 1.7394, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7316, loss/aux0: 1.7316 2020-10-19 21:57:46,550 - mmaction - INFO - Epoch [136][60/396] lr: 1.371e-01, eta: 23:57:00, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7406, loss_cls: 2.1633, loss: 2.1633, grad_norm: 1.7369, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7516, loss/aux0: 1.7516 2020-10-19 21:58:22,973 - mmaction - INFO - Epoch [136][80/396] lr: 1.371e-01, eta: 23:56:09, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7352, loss_cls: 2.1818, loss: 2.1818, grad_norm: 1.7634, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7774, loss/aux0: 1.7774 2020-10-19 21:58:23,934 - mmaction - INFO - Epoch [136][80/396] lr: 1.371e-01, eta: 23:56:26, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4659, top5_acc: 0.7352, loss_cls: 2.1818, loss: 2.1818, grad_norm: 1.7616, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7755, loss/aux0: 1.7755 2020-10-19 21:59:00,242 - mmaction - INFO - Epoch [136][100/396] lr: 1.371e-01, eta: 23:55:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7391, loss_cls: 2.1729, loss: 2.1729, grad_norm: 1.6907, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7195, loss/aux0: 1.7195 2020-10-19 21:59:01,207 - mmaction - INFO - Epoch [136][100/396] lr: 1.371e-01, eta: 23:55:51, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7391, loss_cls: 2.1729, loss: 2.1729, grad_norm: 1.6895, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7023, loss/aux0: 1.7023 2020-10-19 21:59:37,853 - mmaction - INFO - Epoch [136][120/396] lr: 1.371e-01, eta: 23:54:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7336, loss_cls: 2.1561, loss: 2.1561, grad_norm: 1.7960, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7355, loss/aux0: 1.7355 2020-10-19 21:59:38,827 - mmaction - INFO - Epoch [136][120/396] lr: 1.371e-01, eta: 23:55:16, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7336, loss_cls: 2.1561, loss: 2.1561, grad_norm: 1.7880, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7348, loss/aux0: 1.7348 2020-10-19 22:00:15,442 - mmaction - INFO - Epoch [136][140/396] lr: 1.371e-01, eta: 23:54:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7255, loss_cls: 2.2112, loss: 2.2112, grad_norm: 1.7549, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7599, loss/aux0: 1.7599 2020-10-19 22:00:16,434 - mmaction - INFO - Epoch [136][140/396] lr: 1.371e-01, eta: 23:54:41, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4633, top5_acc: 0.7255, loss_cls: 2.2112, loss: 2.2112, grad_norm: 1.7565, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7773, loss/aux0: 1.7773 2020-10-19 22:00:53,061 - mmaction - INFO - Epoch [136][160/396] lr: 1.371e-01, eta: 23:53:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7258, loss_cls: 2.1911, loss: 2.1911, grad_norm: 1.7649, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.8137, loss/aux0: 1.8137 2020-10-19 22:00:54,061 - mmaction - INFO - Epoch [136][160/396] lr: 1.371e-01, eta: 23:54:07, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7258, loss_cls: 2.1911, loss: 2.1911, grad_norm: 1.7606, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.8020, loss/aux0: 1.8020 2020-10-19 22:01:30,662 - mmaction - INFO - Epoch [136][180/396] lr: 1.371e-01, eta: 23:53:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7391, loss_cls: 2.1473, loss: 2.1473, grad_norm: 1.7660, top1_acc/aux0: 0.5503, top5_acc/aux0: 0.7927, loss_cls/aux0: 1.8133, loss/aux0: 1.8133 2020-10-19 22:01:31,609 - mmaction - INFO - Epoch [136][180/396] lr: 1.371e-01, eta: 23:53:32, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7391, loss_cls: 2.1473, loss: 2.1473, grad_norm: 1.7684, top1_acc/aux0: 0.5461, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.8182, loss/aux0: 1.8182 2020-10-19 22:02:08,248 - mmaction - INFO - Epoch [136][200/396] lr: 1.371e-01, eta: 23:52:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7247, loss_cls: 2.2001, loss: 2.2001, grad_norm: 1.7051, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7797, loss/aux0: 1.7797 2020-10-19 22:02:09,223 - mmaction - INFO - Epoch [136][200/396] lr: 1.371e-01, eta: 23:52:57, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4693, top5_acc: 0.7247, loss_cls: 2.2001, loss: 2.2001, grad_norm: 1.7057, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7805, loss/aux0: 1.7805 2020-10-19 22:02:45,896 - mmaction - INFO - Epoch [136][220/396] lr: 1.371e-01, eta: 23:52:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7172, loss_cls: 2.2365, loss: 2.2365, grad_norm: 1.7868, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7910, loss/aux0: 1.7910 2020-10-19 22:02:46,858 - mmaction - INFO - Epoch [136][220/396] lr: 1.371e-01, eta: 23:52:23, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.4695, top5_acc: 0.7172, loss_cls: 2.2365, loss: 2.2365, grad_norm: 1.7693, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8049, loss_cls/aux0: 1.7849, loss/aux0: 1.7849 2020-10-19 22:03:23,324 - mmaction - INFO - Epoch [136][240/396] lr: 1.371e-01, eta: 23:51:31, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7315, loss_cls: 2.1956, loss: 2.1956, grad_norm: 1.7359, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.7971, loss_cls/aux0: 1.7922, loss/aux0: 1.7922 2020-10-19 22:03:24,289 - mmaction - INFO - Epoch [136][240/396] lr: 1.371e-01, eta: 23:51:48, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7315, loss_cls: 2.1956, loss: 2.1956, grad_norm: 1.7227, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8025, loss/aux0: 1.8025 2020-10-19 22:04:00,989 - mmaction - INFO - Epoch [136][260/396] lr: 1.371e-01, eta: 23:50:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7302, loss_cls: 2.2011, loss: 2.2011, grad_norm: 1.7744, top1_acc/aux0: 0.5500, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.8068, loss/aux0: 1.8068 2020-10-19 22:04:01,947 - mmaction - INFO - Epoch [136][260/396] lr: 1.371e-01, eta: 23:51:13, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7302, loss_cls: 2.2011, loss: 2.2011, grad_norm: 1.7764, top1_acc/aux0: 0.5497, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8192, loss/aux0: 1.8192 2020-10-19 22:04:38,590 - mmaction - INFO - Epoch [136][280/396] lr: 1.371e-01, eta: 23:50:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7367, loss_cls: 2.1498, loss: 2.1498, grad_norm: 1.7275, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7702, loss/aux0: 1.7702 2020-10-19 22:04:39,547 - mmaction - INFO - Epoch [136][280/396] lr: 1.371e-01, eta: 23:50:39, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7367, loss_cls: 2.1498, loss: 2.1498, grad_norm: 1.7284, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7472, loss/aux0: 1.7472 2020-10-19 22:05:16,149 - mmaction - INFO - Epoch [136][300/396] lr: 1.371e-01, eta: 23:49:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7240, loss_cls: 2.2174, loss: 2.2174, grad_norm: 1.7581, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7724, loss/aux0: 1.7724 2020-10-19 22:05:17,116 - mmaction - INFO - Epoch [136][300/396] lr: 1.371e-01, eta: 23:50:04, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4656, top5_acc: 0.7240, loss_cls: 2.2174, loss: 2.2174, grad_norm: 1.7549, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7654, loss/aux0: 1.7654 2020-10-19 22:05:53,802 - mmaction - INFO - Epoch [136][320/396] lr: 1.371e-01, eta: 23:49:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7260, loss_cls: 2.2093, loss: 2.2093, grad_norm: 1.7355, top1_acc/aux0: 0.5513, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7882, loss/aux0: 1.7882 2020-10-19 22:05:54,760 - mmaction - INFO - Epoch [136][320/396] lr: 1.371e-01, eta: 23:49:29, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.4594, top5_acc: 0.7260, loss_cls: 2.2093, loss: 2.2093, grad_norm: 1.7229, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.8063, loss/aux0: 1.8063 2020-10-19 22:06:31,580 - mmaction - INFO - Epoch [136][340/396] lr: 1.371e-01, eta: 23:48:38, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7419, loss_cls: 2.1747, loss: 2.1747, grad_norm: 1.7708, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7805, loss/aux0: 1.7805 2020-10-19 22:06:32,576 - mmaction - INFO - Epoch [136][340/396] lr: 1.371e-01, eta: 23:48:55, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7419, loss_cls: 2.1747, loss: 2.1747, grad_norm: 1.7603, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7728, loss/aux0: 1.7728 2020-10-19 22:07:09,254 - mmaction - INFO - Epoch [136][360/396] lr: 1.371e-01, eta: 23:48:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7214, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.7031, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7623, loss/aux0: 1.7623 2020-10-19 22:07:10,192 - mmaction - INFO - Epoch [136][360/396] lr: 1.371e-01, eta: 23:48:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4708, top5_acc: 0.7214, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.7123, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7660, loss/aux0: 1.7660 2020-10-19 22:07:46,849 - mmaction - INFO - Epoch [136][380/396] lr: 1.371e-01, eta: 23:47:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7185, loss_cls: 2.2429, loss: 2.2429, grad_norm: 1.7529, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7712, loss/aux0: 1.7712 2020-10-19 22:07:47,804 - mmaction - INFO - Epoch [136][380/396] lr: 1.371e-01, eta: 23:47:46, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4482, top5_acc: 0.7185, loss_cls: 2.2429, loss: 2.2429, grad_norm: 1.7478, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7777, loss/aux0: 1.7777 2020-10-19 22:08:19,685 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-10-19 22:10:03,383 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 22:10:03,515 - mmaction - INFO - top1_acc 0.5876 top5_acc 0.8282 2020-10-19 22:10:03,515 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 22:10:03,549 - mmaction - INFO - mean_acc 0.5880 2020-10-19 22:10:03,549 - mmaction - INFO - Now best checkpoint is epoch_136.pth 2020-10-19 22:10:03,593 - mmaction - INFO - Epoch(val) [136][396] top1_acc: 0.5876, top5_acc: 0.8282, mean_class_accuracy: 0.5880 2020-10-19 22:14:17,208 - mmaction - INFO - Epoch [137][20/396] lr: 1.353e-01, eta: 23:46:00, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7458, loss_cls: 2.1046, loss: 2.1046, grad_norm: 1.7601, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.7999, loss_cls/aux0: 1.7727, loss/aux0: 1.7727 2020-10-19 22:14:18,195 - mmaction - INFO - Epoch [137][20/396] lr: 1.353e-01, eta: 23:46:16, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7458, loss_cls: 2.1046, loss: 2.1046, grad_norm: 1.7650, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7728, loss/aux0: 1.7728 2020-10-19 22:14:54,446 - mmaction - INFO - Epoch [137][40/396] lr: 1.353e-01, eta: 23:45:25, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7216, loss_cls: 2.1815, loss: 2.1815, grad_norm: 1.7635, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.8165, loss/aux0: 1.8165 2020-10-19 22:14:55,431 - mmaction - INFO - Epoch [137][40/396] lr: 1.353e-01, eta: 23:45:41, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7216, loss_cls: 2.1815, loss: 2.1815, grad_norm: 1.7627, top1_acc/aux0: 0.5560, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.8115, loss/aux0: 1.8115 2020-10-19 22:15:31,929 - mmaction - INFO - Epoch [137][60/396] lr: 1.353e-01, eta: 23:44:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7359, loss_cls: 2.1335, loss: 2.1335, grad_norm: 1.7647, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7537, loss/aux0: 1.7537 2020-10-19 22:15:32,889 - mmaction - INFO - Epoch [137][60/396] lr: 1.353e-01, eta: 23:45:07, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7359, loss_cls: 2.1335, loss: 2.1335, grad_norm: 1.7714, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7620, loss/aux0: 1.7620 2020-10-19 22:16:09,656 - mmaction - INFO - Epoch [137][80/396] lr: 1.353e-01, eta: 23:44:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7380, loss_cls: 2.1357, loss: 2.1357, grad_norm: 1.7051, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7695, loss/aux0: 1.7695 2020-10-19 22:16:10,600 - mmaction - INFO - Epoch [137][80/396] lr: 1.353e-01, eta: 23:44:32, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7380, loss_cls: 2.1357, loss: 2.1357, grad_norm: 1.7097, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.7664, loss/aux0: 1.7664 2020-10-19 22:16:47,018 - mmaction - INFO - Epoch [137][100/396] lr: 1.353e-01, eta: 23:43:41, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7276, loss_cls: 2.1699, loss: 2.1699, grad_norm: 1.7465, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7764, loss/aux0: 1.7764 2020-10-19 22:16:47,975 - mmaction - INFO - Epoch [137][100/396] lr: 1.353e-01, eta: 23:43:57, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7276, loss_cls: 2.1699, loss: 2.1699, grad_norm: 1.7467, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7815, loss/aux0: 1.7815 2020-10-19 22:17:24,373 - mmaction - INFO - Epoch [137][120/396] lr: 1.353e-01, eta: 23:43:06, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7227, loss_cls: 2.1788, loss: 2.1788, grad_norm: 1.7681, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7521, loss/aux0: 1.7521 2020-10-19 22:17:25,316 - mmaction - INFO - Epoch [137][120/396] lr: 1.353e-01, eta: 23:43:22, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7227, loss_cls: 2.1788, loss: 2.1788, grad_norm: 1.7658, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7349, loss/aux0: 1.7349 2020-10-19 22:18:01,949 - mmaction - INFO - Epoch [137][140/396] lr: 1.353e-01, eta: 23:42:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7242, loss_cls: 2.1919, loss: 2.1919, grad_norm: 1.7254, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7889, loss/aux0: 1.7889 2020-10-19 22:18:02,915 - mmaction - INFO - Epoch [137][140/396] lr: 1.353e-01, eta: 23:42:47, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7242, loss_cls: 2.1919, loss: 2.1919, grad_norm: 1.7333, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7949, loss/aux0: 1.7949 2020-10-19 22:18:39,448 - mmaction - INFO - Epoch [137][160/396] lr: 1.353e-01, eta: 23:41:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7255, loss_cls: 2.1863, loss: 2.1863, grad_norm: 1.7722, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7238, loss/aux0: 1.7238 2020-10-19 22:18:40,402 - mmaction - INFO - Epoch [137][160/396] lr: 1.353e-01, eta: 23:42:12, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7255, loss_cls: 2.1863, loss: 2.1863, grad_norm: 1.7791, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7335, loss/aux0: 1.7335 2020-10-19 22:19:16,867 - mmaction - INFO - Epoch [137][180/396] lr: 1.353e-01, eta: 23:41:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7323, loss_cls: 2.1477, loss: 2.1477, grad_norm: 1.7669, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7442, loss/aux0: 1.7442 2020-10-19 22:19:17,808 - mmaction - INFO - Epoch [137][180/396] lr: 1.353e-01, eta: 23:41:38, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7323, loss_cls: 2.1477, loss: 2.1477, grad_norm: 1.7749, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7447, loss/aux0: 1.7447 2020-10-19 22:19:54,291 - mmaction - INFO - Epoch [137][200/396] lr: 1.353e-01, eta: 23:40:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7286, loss_cls: 2.1685, loss: 2.1685, grad_norm: 1.7813, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7740, loss/aux0: 1.7740 2020-10-19 22:19:55,231 - mmaction - INFO - Epoch [137][200/396] lr: 1.353e-01, eta: 23:41:03, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7286, loss_cls: 2.1685, loss: 2.1685, grad_norm: 1.7816, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7730, loss/aux0: 1.7730 2020-10-19 22:20:31,866 - mmaction - INFO - Epoch [137][220/396] lr: 1.353e-01, eta: 23:40:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7271, loss_cls: 2.1836, loss: 2.1836, grad_norm: 1.7723, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7583, loss/aux0: 1.7583 2020-10-19 22:20:32,834 - mmaction - INFO - Epoch [137][220/396] lr: 1.353e-01, eta: 23:40:28, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7271, loss_cls: 2.1836, loss: 2.1836, grad_norm: 1.7819, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7672, loss/aux0: 1.7672 2020-10-19 22:21:09,543 - mmaction - INFO - Epoch [137][240/396] lr: 1.353e-01, eta: 23:39:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7250, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.7568, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7749, loss/aux0: 1.7749 2020-10-19 22:21:10,473 - mmaction - INFO - Epoch [137][240/396] lr: 1.353e-01, eta: 23:39:53, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7250, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.7654, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7672, loss/aux0: 1.7672 2020-10-19 22:21:47,098 - mmaction - INFO - Epoch [137][260/396] lr: 1.353e-01, eta: 23:39:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7409, loss_cls: 2.1256, loss: 2.1256, grad_norm: 1.7235, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7683, loss/aux0: 1.7683 2020-10-19 22:21:48,046 - mmaction - INFO - Epoch [137][260/396] lr: 1.353e-01, eta: 23:39:19, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7409, loss_cls: 2.1256, loss: 2.1256, grad_norm: 1.7136, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7558, loss/aux0: 1.7558 2020-10-19 22:22:24,622 - mmaction - INFO - Epoch [137][280/396] lr: 1.353e-01, eta: 23:38:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7328, loss_cls: 2.1971, loss: 2.1971, grad_norm: 1.7294, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7451, loss/aux0: 1.7451 2020-10-19 22:22:25,603 - mmaction - INFO - Epoch [137][280/396] lr: 1.353e-01, eta: 23:38:44, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7328, loss_cls: 2.1971, loss: 2.1971, grad_norm: 1.7190, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7489, loss/aux0: 1.7489 2020-10-19 22:23:02,169 - mmaction - INFO - Epoch [137][300/396] lr: 1.353e-01, eta: 23:37:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7289, loss_cls: 2.1809, loss: 2.1809, grad_norm: 1.8120, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6890, loss/aux0: 1.6890 2020-10-19 22:23:03,153 - mmaction - INFO - Epoch [137][300/396] lr: 1.353e-01, eta: 23:38:09, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7289, loss_cls: 2.1809, loss: 2.1809, grad_norm: 1.8251, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.7008, loss/aux0: 1.7008 2020-10-19 22:23:39,625 - mmaction - INFO - Epoch [137][320/396] lr: 1.353e-01, eta: 23:37:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7479, loss_cls: 2.1252, loss: 2.1252, grad_norm: 1.7928, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8104, loss/aux0: 1.8104 2020-10-19 22:23:40,539 - mmaction - INFO - Epoch [137][320/396] lr: 1.353e-01, eta: 23:37:34, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4885, top5_acc: 0.7479, loss_cls: 2.1252, loss: 2.1252, grad_norm: 1.7770, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.7967, loss/aux0: 1.7967 2020-10-19 22:24:17,017 - mmaction - INFO - Epoch [137][340/396] lr: 1.353e-01, eta: 23:36:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7174, loss_cls: 2.2143, loss: 2.2143, grad_norm: 1.7420, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7647, loss/aux0: 1.7647 2020-10-19 22:24:18,013 - mmaction - INFO - Epoch [137][340/396] lr: 1.353e-01, eta: 23:36:59, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4698, top5_acc: 0.7174, loss_cls: 2.2143, loss: 2.2143, grad_norm: 1.7441, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7810, loss/aux0: 1.7810 2020-10-19 22:24:54,592 - mmaction - INFO - Epoch [137][360/396] lr: 1.353e-01, eta: 23:36:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7263, loss_cls: 2.2211, loss: 2.2211, grad_norm: 1.8089, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7970, loss/aux0: 1.7970 2020-10-19 22:24:55,606 - mmaction - INFO - Epoch [137][360/396] lr: 1.353e-01, eta: 23:36:25, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7263, loss_cls: 2.2211, loss: 2.2211, grad_norm: 1.8005, top1_acc/aux0: 0.5570, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7846, loss/aux0: 1.7846 2020-10-19 22:25:32,178 - mmaction - INFO - Epoch [137][380/396] lr: 1.353e-01, eta: 23:35:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7219, loss_cls: 2.2429, loss: 2.2429, grad_norm: 1.7353, top1_acc/aux0: 0.5469, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.8068, loss/aux0: 1.8068 2020-10-19 22:25:33,130 - mmaction - INFO - Epoch [137][380/396] lr: 1.353e-01, eta: 23:35:50, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4549, top5_acc: 0.7219, loss_cls: 2.2429, loss: 2.2429, grad_norm: 1.7473, top1_acc/aux0: 0.5451, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.8183, loss/aux0: 1.8183 2020-10-19 22:30:32,133 - mmaction - INFO - Epoch [138][20/396] lr: 1.335e-01, eta: 23:34:05, time: 0.923, data_time: 0.000, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7266, loss_cls: 2.1701, loss: 2.1701, grad_norm: 1.7997, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8024, loss_cls/aux0: 1.7832, loss/aux0: 1.7832 2020-10-19 22:30:33,144 - mmaction - INFO - Epoch [138][20/396] lr: 1.335e-01, eta: 23:34:21, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4701, top5_acc: 0.7266, loss_cls: 2.1701, loss: 2.1701, grad_norm: 1.7798, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7746, loss/aux0: 1.7746 2020-10-19 22:31:09,504 - mmaction - INFO - Epoch [138][40/396] lr: 1.335e-01, eta: 23:33:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7443, loss_cls: 2.1175, loss: 2.1175, grad_norm: 1.7575, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7049, loss/aux0: 1.7049 2020-10-19 22:31:10,453 - mmaction - INFO - Epoch [138][40/396] lr: 1.335e-01, eta: 23:33:46, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7443, loss_cls: 2.1175, loss: 2.1175, grad_norm: 1.7650, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7170, loss/aux0: 1.7170 2020-10-19 22:31:46,943 - mmaction - INFO - Epoch [138][60/396] lr: 1.335e-01, eta: 23:32:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7312, loss_cls: 2.1418, loss: 2.1418, grad_norm: 1.7120, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.7932, loss_cls/aux0: 1.7601, loss/aux0: 1.7601 2020-10-19 22:31:47,904 - mmaction - INFO - Epoch [138][60/396] lr: 1.335e-01, eta: 23:33:11, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7312, loss_cls: 2.1418, loss: 2.1418, grad_norm: 1.7084, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.7924, loss_cls/aux0: 1.7526, loss/aux0: 1.7526 2020-10-19 22:32:24,347 - mmaction - INFO - Epoch [138][80/396] lr: 1.335e-01, eta: 23:32:20, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7203, loss_cls: 2.2267, loss: 2.2267, grad_norm: 1.7870, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7373, loss/aux0: 1.7373 2020-10-19 22:32:25,313 - mmaction - INFO - Epoch [138][80/396] lr: 1.335e-01, eta: 23:32:37, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.4607, top5_acc: 0.7203, loss_cls: 2.2267, loss: 2.2267, grad_norm: 1.7746, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7413, loss/aux0: 1.7413 2020-10-19 22:33:01,804 - mmaction - INFO - Epoch [138][100/396] lr: 1.335e-01, eta: 23:31:46, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7318, loss_cls: 2.1816, loss: 2.1816, grad_norm: 1.7676, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7855, loss/aux0: 1.7855 2020-10-19 22:33:02,755 - mmaction - INFO - Epoch [138][100/396] lr: 1.335e-01, eta: 23:32:02, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7318, loss_cls: 2.1816, loss: 2.1816, grad_norm: 1.7748, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7847, loss/aux0: 1.7847 2020-10-19 22:33:39,207 - mmaction - INFO - Epoch [138][120/396] lr: 1.335e-01, eta: 23:31:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7354, loss_cls: 2.1625, loss: 2.1625, grad_norm: 1.8065, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.7206, loss/aux0: 1.7206 2020-10-19 22:33:40,165 - mmaction - INFO - Epoch [138][120/396] lr: 1.335e-01, eta: 23:31:27, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7354, loss_cls: 2.1625, loss: 2.1625, grad_norm: 1.8163, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.7166, loss/aux0: 1.7166 2020-10-19 22:34:16,621 - mmaction - INFO - Epoch [138][140/396] lr: 1.335e-01, eta: 23:30:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7331, loss_cls: 2.1272, loss: 2.1272, grad_norm: 1.7657, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7496, loss/aux0: 1.7496 2020-10-19 22:34:17,600 - mmaction - INFO - Epoch [138][140/396] lr: 1.335e-01, eta: 23:30:52, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7331, loss_cls: 2.1272, loss: 2.1272, grad_norm: 1.7705, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7507, loss/aux0: 1.7507 2020-10-19 22:34:54,191 - mmaction - INFO - Epoch [138][160/396] lr: 1.335e-01, eta: 23:30:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7297, loss_cls: 2.1603, loss: 2.1603, grad_norm: 1.7414, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7624, loss/aux0: 1.7624 2020-10-19 22:34:55,159 - mmaction - INFO - Epoch [138][160/396] lr: 1.335e-01, eta: 23:30:17, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7297, loss_cls: 2.1603, loss: 2.1603, grad_norm: 1.7463, top1_acc/aux0: 0.5617, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7615, loss/aux0: 1.7615 2020-10-19 22:35:31,887 - mmaction - INFO - Epoch [138][180/396] lr: 1.335e-01, eta: 23:29:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7349, loss_cls: 2.1295, loss: 2.1295, grad_norm: 1.7421, top1_acc/aux0: 0.5534, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7649, loss/aux0: 1.7649 2020-10-19 22:35:32,899 - mmaction - INFO - Epoch [138][180/396] lr: 1.335e-01, eta: 23:29:43, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7349, loss_cls: 2.1295, loss: 2.1295, grad_norm: 1.7598, top1_acc/aux0: 0.5505, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7802, loss/aux0: 1.7802 2020-10-19 22:36:09,328 - mmaction - INFO - Epoch [138][200/396] lr: 1.335e-01, eta: 23:28:52, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7385, loss_cls: 2.1538, loss: 2.1538, grad_norm: 1.7768, top1_acc/aux0: 0.5578, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7930, loss/aux0: 1.7930 2020-10-19 22:36:10,309 - mmaction - INFO - Epoch [138][200/396] lr: 1.335e-01, eta: 23:29:08, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4826, top5_acc: 0.7385, loss_cls: 2.1538, loss: 2.1538, grad_norm: 1.7667, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7734, loss/aux0: 1.7734 2020-10-19 22:36:46,756 - mmaction - INFO - Epoch [138][220/396] lr: 1.335e-01, eta: 23:28:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7339, loss_cls: 2.1431, loss: 2.1431, grad_norm: 1.7640, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7647, loss/aux0: 1.7647 2020-10-19 22:36:47,716 - mmaction - INFO - Epoch [138][220/396] lr: 1.335e-01, eta: 23:28:33, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7339, loss_cls: 2.1431, loss: 2.1431, grad_norm: 1.7716, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7748, loss/aux0: 1.7748 2020-10-19 22:37:24,202 - mmaction - INFO - Epoch [138][240/396] lr: 1.335e-01, eta: 23:27:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7339, loss_cls: 2.1657, loss: 2.1657, grad_norm: 1.7609, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7858, loss/aux0: 1.7858 2020-10-19 22:37:25,169 - mmaction - INFO - Epoch [138][240/396] lr: 1.335e-01, eta: 23:27:58, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7339, loss_cls: 2.1657, loss: 2.1657, grad_norm: 1.7570, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.7801, loss/aux0: 1.7801 2020-10-19 22:38:01,675 - mmaction - INFO - Epoch [138][260/396] lr: 1.335e-01, eta: 23:27:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7245, loss_cls: 2.2452, loss: 2.2452, grad_norm: 1.7889, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7739, loss/aux0: 1.7739 2020-10-19 22:38:02,645 - mmaction - INFO - Epoch [138][260/396] lr: 1.335e-01, eta: 23:27:23, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4484, top5_acc: 0.7245, loss_cls: 2.2452, loss: 2.2452, grad_norm: 1.8029, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7850, loss/aux0: 1.7850 2020-10-19 22:38:39,035 - mmaction - INFO - Epoch [138][280/396] lr: 1.335e-01, eta: 23:26:32, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7357, loss_cls: 2.1789, loss: 2.1789, grad_norm: 1.7964, top1_acc/aux0: 0.5466, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.8175, loss/aux0: 1.8175 2020-10-19 22:38:39,971 - mmaction - INFO - Epoch [138][280/396] lr: 1.335e-01, eta: 23:26:48, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4667, top5_acc: 0.7357, loss_cls: 2.1789, loss: 2.1789, grad_norm: 1.7969, top1_acc/aux0: 0.5484, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.8087, loss/aux0: 1.8087 2020-10-19 22:39:16,559 - mmaction - INFO - Epoch [138][300/396] lr: 1.335e-01, eta: 23:25:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7268, loss_cls: 2.1913, loss: 2.1913, grad_norm: 1.7476, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7849, loss/aux0: 1.7849 2020-10-19 22:39:17,529 - mmaction - INFO - Epoch [138][300/396] lr: 1.335e-01, eta: 23:26:14, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4706, top5_acc: 0.7268, loss_cls: 2.1913, loss: 2.1913, grad_norm: 1.7527, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7830, loss/aux0: 1.7830 2020-10-19 22:39:54,078 - mmaction - INFO - Epoch [138][320/396] lr: 1.335e-01, eta: 23:25:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7201, loss_cls: 2.2322, loss: 2.2322, grad_norm: 1.7497, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7409, loss/aux0: 1.7409 2020-10-19 22:39:55,034 - mmaction - INFO - Epoch [138][320/396] lr: 1.335e-01, eta: 23:25:39, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7201, loss_cls: 2.2322, loss: 2.2322, grad_norm: 1.7402, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7357, loss/aux0: 1.7357 2020-10-19 22:40:31,606 - mmaction - INFO - Epoch [138][340/396] lr: 1.335e-01, eta: 23:24:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7326, loss_cls: 2.1737, loss: 2.1737, grad_norm: 1.7396, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7495, loss/aux0: 1.7495 2020-10-19 22:40:32,587 - mmaction - INFO - Epoch [138][340/396] lr: 1.335e-01, eta: 23:25:04, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4789, top5_acc: 0.7326, loss_cls: 2.1737, loss: 2.1737, grad_norm: 1.7557, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7722, loss/aux0: 1.7722 2020-10-19 22:41:09,186 - mmaction - INFO - Epoch [138][360/396] lr: 1.335e-01, eta: 23:24:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7250, loss_cls: 2.1949, loss: 2.1949, grad_norm: 1.7361, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8126, loss/aux0: 1.8126 2020-10-19 22:41:10,176 - mmaction - INFO - Epoch [138][360/396] lr: 1.335e-01, eta: 23:24:29, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7250, loss_cls: 2.1949, loss: 2.1949, grad_norm: 1.7472, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.8070, loss/aux0: 1.8070 2020-10-19 22:41:46,810 - mmaction - INFO - Epoch [138][380/396] lr: 1.335e-01, eta: 23:23:39, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7255, loss_cls: 2.2187, loss: 2.2187, grad_norm: 1.7231, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7903, loss/aux0: 1.7903 2020-10-19 22:41:47,806 - mmaction - INFO - Epoch [138][380/396] lr: 1.335e-01, eta: 23:23:55, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7255, loss_cls: 2.2187, loss: 2.2187, grad_norm: 1.7220, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7788, loss/aux0: 1.7788 2020-10-19 22:46:19,170 - mmaction - INFO - Epoch [139][20/396] lr: 1.316e-01, eta: 23:22:10, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7430, loss_cls: 2.0996, loss: 2.0996, grad_norm: 1.7654, top1_acc/aux0: 0.5611, top5_acc/aux0: 0.8032, loss_cls/aux0: 1.7733, loss/aux0: 1.7733 2020-10-19 22:46:20,131 - mmaction - INFO - Epoch [139][20/396] lr: 1.316e-01, eta: 23:22:26, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7430, loss_cls: 2.0996, loss: 2.0996, grad_norm: 1.7686, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7799, loss/aux0: 1.7799 2020-10-19 22:46:56,487 - mmaction - INFO - Epoch [139][40/396] lr: 1.316e-01, eta: 23:21:35, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7313, loss_cls: 2.1385, loss: 2.1385, grad_norm: 1.8099, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7601, loss/aux0: 1.7601 2020-10-19 22:46:57,446 - mmaction - INFO - Epoch [139][40/396] lr: 1.316e-01, eta: 23:21:51, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7313, loss_cls: 2.1385, loss: 2.1385, grad_norm: 1.8105, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7537, loss/aux0: 1.7537 2020-10-19 22:47:33,840 - mmaction - INFO - Epoch [139][60/396] lr: 1.316e-01, eta: 23:21:01, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7359, loss_cls: 2.1378, loss: 2.1378, grad_norm: 1.7318, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7564, loss/aux0: 1.7564 2020-10-19 22:47:34,780 - mmaction - INFO - Epoch [139][60/396] lr: 1.316e-01, eta: 23:21:16, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7359, loss_cls: 2.1378, loss: 2.1378, grad_norm: 1.7254, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7558, loss/aux0: 1.7558 2020-10-19 22:48:11,082 - mmaction - INFO - Epoch [139][80/396] lr: 1.316e-01, eta: 23:20:26, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7419, loss_cls: 2.1060, loss: 2.1060, grad_norm: 1.7704, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7233, loss/aux0: 1.7233 2020-10-19 22:48:12,004 - mmaction - INFO - Epoch [139][80/396] lr: 1.316e-01, eta: 23:20:41, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7419, loss_cls: 2.1060, loss: 2.1060, grad_norm: 1.7722, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7225, loss/aux0: 1.7225 2020-10-19 22:48:48,313 - mmaction - INFO - Epoch [139][100/396] lr: 1.316e-01, eta: 23:19:50, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7260, loss_cls: 2.1515, loss: 2.1515, grad_norm: 1.8107, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7592, loss/aux0: 1.7592 2020-10-19 22:48:49,262 - mmaction - INFO - Epoch [139][100/396] lr: 1.316e-01, eta: 23:20:06, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7260, loss_cls: 2.1515, loss: 2.1515, grad_norm: 1.8070, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7542, loss/aux0: 1.7542 2020-10-19 22:49:25,928 - mmaction - INFO - Epoch [139][120/396] lr: 1.316e-01, eta: 23:19:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7242, loss_cls: 2.1917, loss: 2.1917, grad_norm: 1.7984, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7566, loss/aux0: 1.7566 2020-10-19 22:49:26,873 - mmaction - INFO - Epoch [139][120/396] lr: 1.316e-01, eta: 23:19:32, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4677, top5_acc: 0.7242, loss_cls: 2.1917, loss: 2.1917, grad_norm: 1.7934, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7535, loss/aux0: 1.7535 2020-10-19 22:50:03,378 - mmaction - INFO - Epoch [139][140/396] lr: 1.316e-01, eta: 23:18:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7286, loss_cls: 2.1879, loss: 2.1879, grad_norm: 1.7784, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7444, loss/aux0: 1.7444 2020-10-19 22:50:04,323 - mmaction - INFO - Epoch [139][140/396] lr: 1.316e-01, eta: 23:18:57, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7286, loss_cls: 2.1879, loss: 2.1879, grad_norm: 1.7726, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7488, loss/aux0: 1.7488 2020-10-19 22:50:40,967 - mmaction - INFO - Epoch [139][160/396] lr: 1.316e-01, eta: 23:18:06, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7378, loss_cls: 2.1240, loss: 2.1240, grad_norm: 1.7602, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7548, loss/aux0: 1.7548 2020-10-19 22:50:41,879 - mmaction - INFO - Epoch [139][160/396] lr: 1.316e-01, eta: 23:18:22, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7378, loss_cls: 2.1240, loss: 2.1240, grad_norm: 1.7692, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7569, loss/aux0: 1.7569 2020-10-19 22:51:18,476 - mmaction - INFO - Epoch [139][180/396] lr: 1.316e-01, eta: 23:17:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7208, loss_cls: 2.2308, loss: 2.2308, grad_norm: 1.8121, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6736, loss/aux0: 1.6736 2020-10-19 22:51:19,433 - mmaction - INFO - Epoch [139][180/396] lr: 1.316e-01, eta: 23:17:47, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4555, top5_acc: 0.7208, loss_cls: 2.2308, loss: 2.2308, grad_norm: 1.8251, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6826, loss/aux0: 1.6826 2020-10-19 22:51:56,207 - mmaction - INFO - Epoch [139][200/396] lr: 1.316e-01, eta: 23:16:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7161, loss_cls: 2.1965, loss: 2.1965, grad_norm: 1.7817, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7762, loss/aux0: 1.7762 2020-10-19 22:51:57,118 - mmaction - INFO - Epoch [139][200/396] lr: 1.316e-01, eta: 23:17:13, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4734, top5_acc: 0.7161, loss_cls: 2.1965, loss: 2.1965, grad_norm: 1.7718, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7658, loss/aux0: 1.7658 2020-10-19 22:52:33,693 - mmaction - INFO - Epoch [139][220/396] lr: 1.316e-01, eta: 23:16:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7383, loss_cls: 2.1259, loss: 2.1259, grad_norm: 1.7582, top1_acc/aux0: 0.5581, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7568, loss/aux0: 1.7568 2020-10-19 22:52:34,654 - mmaction - INFO - Epoch [139][220/396] lr: 1.316e-01, eta: 23:16:38, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7383, loss_cls: 2.1259, loss: 2.1259, grad_norm: 1.7521, top1_acc/aux0: 0.5576, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7621, loss/aux0: 1.7621 2020-10-19 22:53:11,190 - mmaction - INFO - Epoch [139][240/396] lr: 1.316e-01, eta: 23:15:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7336, loss_cls: 2.1827, loss: 2.1827, grad_norm: 1.7907, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.7729, loss/aux0: 1.7729 2020-10-19 22:53:12,134 - mmaction - INFO - Epoch [139][240/396] lr: 1.316e-01, eta: 23:16:03, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4732, top5_acc: 0.7336, loss_cls: 2.1827, loss: 2.1827, grad_norm: 1.7980, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7751, loss/aux0: 1.7751 2020-10-19 22:53:48,691 - mmaction - INFO - Epoch [139][260/396] lr: 1.316e-01, eta: 23:15:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7302, loss_cls: 2.1712, loss: 2.1712, grad_norm: 1.7430, top1_acc/aux0: 0.5586, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7878, loss/aux0: 1.7878 2020-10-19 22:53:49,617 - mmaction - INFO - Epoch [139][260/396] lr: 1.316e-01, eta: 23:15:28, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4779, top5_acc: 0.7302, loss_cls: 2.1712, loss: 2.1712, grad_norm: 1.7465, top1_acc/aux0: 0.5596, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7838, loss/aux0: 1.7838 2020-10-19 22:54:26,271 - mmaction - INFO - Epoch [139][280/396] lr: 1.316e-01, eta: 23:14:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7299, loss_cls: 2.1714, loss: 2.1714, grad_norm: 1.8125, top1_acc/aux0: 0.5539, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7706, loss/aux0: 1.7706 2020-10-19 22:54:27,252 - mmaction - INFO - Epoch [139][280/396] lr: 1.316e-01, eta: 23:14:53, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7299, loss_cls: 2.1714, loss: 2.1714, grad_norm: 1.8196, top1_acc/aux0: 0.5508, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7813, loss/aux0: 1.7813 2020-10-19 22:55:03,779 - mmaction - INFO - Epoch [139][300/396] lr: 1.316e-01, eta: 23:14:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7359, loss_cls: 2.1694, loss: 2.1694, grad_norm: 1.7698, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7539, loss/aux0: 1.7539 2020-10-19 22:55:04,739 - mmaction - INFO - Epoch [139][300/396] lr: 1.316e-01, eta: 23:14:19, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7359, loss_cls: 2.1694, loss: 2.1694, grad_norm: 1.7639, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7267, loss/aux0: 1.7267 2020-10-19 22:55:41,252 - mmaction - INFO - Epoch [139][320/396] lr: 1.316e-01, eta: 23:13:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7297, loss_cls: 2.1706, loss: 2.1706, grad_norm: 1.7957, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7682, loss/aux0: 1.7682 2020-10-19 22:55:42,168 - mmaction - INFO - Epoch [139][320/396] lr: 1.316e-01, eta: 23:13:44, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7297, loss_cls: 2.1706, loss: 2.1706, grad_norm: 1.7966, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7872, loss/aux0: 1.7872 2020-10-19 22:56:18,828 - mmaction - INFO - Epoch [139][340/396] lr: 1.316e-01, eta: 23:12:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7273, loss_cls: 2.1925, loss: 2.1925, grad_norm: 1.7903, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7405, loss/aux0: 1.7405 2020-10-19 22:56:19,793 - mmaction - INFO - Epoch [139][340/396] lr: 1.316e-01, eta: 23:13:09, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4716, top5_acc: 0.7273, loss_cls: 2.1925, loss: 2.1925, grad_norm: 1.7997, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7433, loss/aux0: 1.7433 2020-10-19 22:56:56,284 - mmaction - INFO - Epoch [139][360/396] lr: 1.316e-01, eta: 23:12:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7378, loss_cls: 2.1082, loss: 2.1082, grad_norm: 1.7523, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7687, loss/aux0: 1.7687 2020-10-19 22:56:57,260 - mmaction - INFO - Epoch [139][360/396] lr: 1.316e-01, eta: 23:12:34, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7378, loss_cls: 2.1082, loss: 2.1082, grad_norm: 1.7545, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8055, loss_cls/aux0: 1.7556, loss/aux0: 1.7556 2020-10-19 22:57:33,748 - mmaction - INFO - Epoch [139][380/396] lr: 1.316e-01, eta: 23:11:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7331, loss_cls: 2.1942, loss: 2.1942, grad_norm: 1.7517, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7296, loss/aux0: 1.7296 2020-10-19 22:57:34,727 - mmaction - INFO - Epoch [139][380/396] lr: 1.316e-01, eta: 23:11:59, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4630, top5_acc: 0.7331, loss_cls: 2.1942, loss: 2.1942, grad_norm: 1.7611, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7387, loss/aux0: 1.7387 2020-10-19 23:02:05,931 - mmaction - INFO - Epoch [140][20/396] lr: 1.298e-01, eta: 23:10:16, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7315, loss_cls: 2.1970, loss: 2.1970, grad_norm: 1.7608, top1_acc/aux0: 0.5551, top5_acc/aux0: 0.8054, loss_cls/aux0: 1.7740, loss/aux0: 1.7740 2020-10-19 23:02:06,876 - mmaction - INFO - Epoch [140][20/396] lr: 1.298e-01, eta: 23:10:31, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7315, loss_cls: 2.1970, loss: 2.1970, grad_norm: 1.7567, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7703, loss/aux0: 1.7703 2020-10-19 23:02:43,325 - mmaction - INFO - Epoch [140][40/396] lr: 1.298e-01, eta: 23:09:40, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7352, loss_cls: 2.1590, loss: 2.1590, grad_norm: 1.7876, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7909, loss/aux0: 1.7909 2020-10-19 23:02:44,276 - mmaction - INFO - Epoch [140][40/396] lr: 1.298e-01, eta: 23:09:56, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4729, top5_acc: 0.7352, loss_cls: 2.1590, loss: 2.1590, grad_norm: 1.7742, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7874, loss/aux0: 1.7874 2020-10-19 23:03:20,746 - mmaction - INFO - Epoch [140][60/396] lr: 1.298e-01, eta: 23:09:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7417, loss_cls: 2.1356, loss: 2.1356, grad_norm: 1.8051, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7489, loss/aux0: 1.7489 2020-10-19 23:03:21,727 - mmaction - INFO - Epoch [140][60/396] lr: 1.298e-01, eta: 23:09:21, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7417, loss_cls: 2.1356, loss: 2.1356, grad_norm: 1.8042, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7573, loss/aux0: 1.7573 2020-10-19 23:03:58,303 - mmaction - INFO - Epoch [140][80/396] lr: 1.298e-01, eta: 23:08:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7294, loss_cls: 2.1661, loss: 2.1661, grad_norm: 1.7673, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7097, loss/aux0: 1.7097 2020-10-19 23:03:59,292 - mmaction - INFO - Epoch [140][80/396] lr: 1.298e-01, eta: 23:08:47, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4807, top5_acc: 0.7294, loss_cls: 2.1661, loss: 2.1661, grad_norm: 1.7636, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6999, loss/aux0: 1.6999 2020-10-19 23:04:35,667 - mmaction - INFO - Epoch [140][100/396] lr: 1.298e-01, eta: 23:07:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7367, loss_cls: 2.1318, loss: 2.1318, grad_norm: 1.7799, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7519, loss/aux0: 1.7519 2020-10-19 23:04:36,629 - mmaction - INFO - Epoch [140][100/396] lr: 1.298e-01, eta: 23:08:12, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7367, loss_cls: 2.1318, loss: 2.1318, grad_norm: 1.7816, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7609, loss/aux0: 1.7609 2020-10-19 23:05:13,297 - mmaction - INFO - Epoch [140][120/396] lr: 1.298e-01, eta: 23:07:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7341, loss_cls: 2.1583, loss: 2.1583, grad_norm: 1.8169, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7416, loss/aux0: 1.7416 2020-10-19 23:05:14,245 - mmaction - INFO - Epoch [140][120/396] lr: 1.298e-01, eta: 23:07:37, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7341, loss_cls: 2.1583, loss: 2.1583, grad_norm: 1.8068, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7324, loss/aux0: 1.7324 2020-10-19 23:05:51,170 - mmaction - INFO - Epoch [140][140/396] lr: 1.298e-01, eta: 23:06:47, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7247, loss_cls: 2.1668, loss: 2.1668, grad_norm: 1.7603, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7318, loss/aux0: 1.7318 2020-10-19 23:05:52,148 - mmaction - INFO - Epoch [140][140/396] lr: 1.298e-01, eta: 23:07:02, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7247, loss_cls: 2.1668, loss: 2.1668, grad_norm: 1.7682, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7362, loss/aux0: 1.7362 2020-10-19 23:06:28,661 - mmaction - INFO - Epoch [140][160/396] lr: 1.298e-01, eta: 23:06:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7253, loss_cls: 2.2067, loss: 2.2067, grad_norm: 1.7912, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7735, loss/aux0: 1.7735 2020-10-19 23:06:29,610 - mmaction - INFO - Epoch [140][160/396] lr: 1.298e-01, eta: 23:06:28, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7253, loss_cls: 2.2067, loss: 2.2067, grad_norm: 1.7894, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.7759, loss/aux0: 1.7759 2020-10-19 23:07:06,140 - mmaction - INFO - Epoch [140][180/396] lr: 1.298e-01, eta: 23:05:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7307, loss_cls: 2.1940, loss: 2.1940, grad_norm: 1.7547, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7367, loss/aux0: 1.7367 2020-10-19 23:07:07,093 - mmaction - INFO - Epoch [140][180/396] lr: 1.298e-01, eta: 23:05:53, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7307, loss_cls: 2.1940, loss: 2.1940, grad_norm: 1.7465, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7347, loss/aux0: 1.7347 2020-10-19 23:07:43,641 - mmaction - INFO - Epoch [140][200/396] lr: 1.298e-01, eta: 23:05:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7299, loss_cls: 2.1715, loss: 2.1715, grad_norm: 1.8126, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.7748, loss/aux0: 1.7748 2020-10-19 23:07:44,592 - mmaction - INFO - Epoch [140][200/396] lr: 1.298e-01, eta: 23:05:18, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4740, top5_acc: 0.7299, loss_cls: 2.1715, loss: 2.1715, grad_norm: 1.8014, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7708, loss/aux0: 1.7708 2020-10-19 23:08:21,268 - mmaction - INFO - Epoch [140][220/396] lr: 1.298e-01, eta: 23:04:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7242, loss_cls: 2.2248, loss: 2.2248, grad_norm: 1.7933, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.8026, loss/aux0: 1.8026 2020-10-19 23:08:22,259 - mmaction - INFO - Epoch [140][220/396] lr: 1.298e-01, eta: 23:04:43, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7242, loss_cls: 2.2248, loss: 2.2248, grad_norm: 1.7938, top1_acc/aux0: 0.5555, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.8038, loss/aux0: 1.8038 2020-10-19 23:08:58,788 - mmaction - INFO - Epoch [140][240/396] lr: 1.298e-01, eta: 23:03:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7344, loss_cls: 2.1265, loss: 2.1265, grad_norm: 1.7402, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7010, loss/aux0: 1.7010 2020-10-19 23:08:59,728 - mmaction - INFO - Epoch [140][240/396] lr: 1.298e-01, eta: 23:04:09, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7344, loss_cls: 2.1265, loss: 2.1265, grad_norm: 1.7434, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7096, loss/aux0: 1.7096 2020-10-19 23:09:36,458 - mmaction - INFO - Epoch [140][260/396] lr: 1.298e-01, eta: 23:03:18, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7393, loss_cls: 2.1382, loss: 2.1382, grad_norm: 1.7875, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7493, loss/aux0: 1.7493 2020-10-19 23:09:37,421 - mmaction - INFO - Epoch [140][260/396] lr: 1.298e-01, eta: 23:03:34, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7393, loss_cls: 2.1382, loss: 2.1382, grad_norm: 1.7932, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7468, loss/aux0: 1.7468 2020-10-19 23:10:13,921 - mmaction - INFO - Epoch [140][280/396] lr: 1.298e-01, eta: 23:02:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7487, loss_cls: 2.0965, loss: 2.0965, grad_norm: 1.7762, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7292, loss/aux0: 1.7292 2020-10-19 23:10:14,872 - mmaction - INFO - Epoch [140][280/396] lr: 1.298e-01, eta: 23:02:59, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7487, loss_cls: 2.0965, loss: 2.0965, grad_norm: 1.7793, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7254, loss/aux0: 1.7254 2020-10-19 23:10:51,489 - mmaction - INFO - Epoch [140][300/396] lr: 1.298e-01, eta: 23:02:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7385, loss_cls: 2.1147, loss: 2.1147, grad_norm: 1.7955, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7912, loss/aux0: 1.7912 2020-10-19 23:10:52,449 - mmaction - INFO - Epoch [140][300/396] lr: 1.298e-01, eta: 23:02:24, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4859, top5_acc: 0.7385, loss_cls: 2.1147, loss: 2.1147, grad_norm: 1.7843, top1_acc/aux0: 0.5490, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.8002, loss/aux0: 1.8002 2020-10-19 23:11:29,061 - mmaction - INFO - Epoch [140][320/396] lr: 1.298e-01, eta: 23:01:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7193, loss_cls: 2.2304, loss: 2.2304, grad_norm: 1.7771, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.7956, loss_cls/aux0: 1.7983, loss/aux0: 1.7983 2020-10-19 23:11:30,024 - mmaction - INFO - Epoch [140][320/396] lr: 1.298e-01, eta: 23:01:50, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7193, loss_cls: 2.2304, loss: 2.2304, grad_norm: 1.7766, top1_acc/aux0: 0.5573, top5_acc/aux0: 0.7969, loss_cls/aux0: 1.7852, loss/aux0: 1.7852 2020-10-19 23:12:06,533 - mmaction - INFO - Epoch [140][340/396] lr: 1.298e-01, eta: 23:00:59, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7378, loss_cls: 2.1503, loss: 2.1503, grad_norm: 1.7465, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7365, loss/aux0: 1.7365 2020-10-19 23:12:07,556 - mmaction - INFO - Epoch [140][340/396] lr: 1.298e-01, eta: 23:01:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4799, top5_acc: 0.7378, loss_cls: 2.1503, loss: 2.1503, grad_norm: 1.7393, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7314, loss/aux0: 1.7314 2020-10-19 23:12:43,997 - mmaction - INFO - Epoch [140][360/396] lr: 1.298e-01, eta: 23:00:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7271, loss_cls: 2.2143, loss: 2.2143, grad_norm: 1.7721, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8063, loss_cls/aux0: 1.7584, loss/aux0: 1.7584 2020-10-19 23:12:44,958 - mmaction - INFO - Epoch [140][360/396] lr: 1.298e-01, eta: 23:00:40, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4648, top5_acc: 0.7271, loss_cls: 2.2143, loss: 2.2143, grad_norm: 1.7718, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7714, loss/aux0: 1.7714 2020-10-19 23:13:21,600 - mmaction - INFO - Epoch [140][380/396] lr: 1.298e-01, eta: 22:59:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7336, loss_cls: 2.1658, loss: 2.1658, grad_norm: 1.7647, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6802, loss/aux0: 1.6802 2020-10-19 23:13:22,571 - mmaction - INFO - Epoch [140][380/396] lr: 1.298e-01, eta: 23:00:05, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7336, loss_cls: 2.1658, loss: 2.1658, grad_norm: 1.7775, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6770, loss/aux0: 1.6770 2020-10-19 23:18:11,687 - mmaction - INFO - Epoch [141][20/396] lr: 1.280e-01, eta: 22:58:22, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7526, loss_cls: 2.0901, loss: 2.0901, grad_norm: 1.7406, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8059, loss_cls/aux0: 1.7791, loss/aux0: 1.7791 2020-10-19 23:18:12,637 - mmaction - INFO - Epoch [141][20/396] lr: 1.280e-01, eta: 22:58:37, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7526, loss_cls: 2.0901, loss: 2.0901, grad_norm: 1.7306, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7676, loss/aux0: 1.7676 2020-10-19 23:18:48,885 - mmaction - INFO - Epoch [141][40/396] lr: 1.280e-01, eta: 22:57:47, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7409, loss_cls: 2.1257, loss: 2.1257, grad_norm: 1.8333, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7354, loss/aux0: 1.7354 2020-10-19 23:18:49,843 - mmaction - INFO - Epoch [141][40/396] lr: 1.280e-01, eta: 22:58:02, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7409, loss_cls: 2.1257, loss: 2.1257, grad_norm: 1.8284, top1_acc/aux0: 0.5635, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7441, loss/aux0: 1.7441 2020-10-19 23:19:26,283 - mmaction - INFO - Epoch [141][60/396] lr: 1.280e-01, eta: 22:57:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4966, top5_acc: 0.7484, loss_cls: 2.0588, loss: 2.0588, grad_norm: 1.7310, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6754, loss/aux0: 1.6754 2020-10-19 23:19:27,224 - mmaction - INFO - Epoch [141][60/396] lr: 1.280e-01, eta: 22:57:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4966, top5_acc: 0.7484, loss_cls: 2.0588, loss: 2.0588, grad_norm: 1.7431, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6767, loss/aux0: 1.6767 2020-10-19 23:20:03,772 - mmaction - INFO - Epoch [141][80/396] lr: 1.280e-01, eta: 22:56:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7398, loss_cls: 2.1449, loss: 2.1449, grad_norm: 1.8105, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7206, loss/aux0: 1.7206 2020-10-19 23:20:04,715 - mmaction - INFO - Epoch [141][80/396] lr: 1.280e-01, eta: 22:56:53, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7398, loss_cls: 2.1449, loss: 2.1449, grad_norm: 1.7960, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7204, loss/aux0: 1.7204 2020-10-19 23:20:41,281 - mmaction - INFO - Epoch [141][100/396] lr: 1.280e-01, eta: 22:56:02, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7240, loss_cls: 2.1914, loss: 2.1914, grad_norm: 1.8198, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7427, loss/aux0: 1.7427 2020-10-19 23:20:42,226 - mmaction - INFO - Epoch [141][100/396] lr: 1.280e-01, eta: 22:56:18, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4635, top5_acc: 0.7240, loss_cls: 2.1914, loss: 2.1914, grad_norm: 1.8180, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7329, loss/aux0: 1.7329 2020-10-19 23:21:18,728 - mmaction - INFO - Epoch [141][120/396] lr: 1.280e-01, eta: 22:55:28, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7297, loss_cls: 2.2025, loss: 2.2025, grad_norm: 1.7794, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7452, loss/aux0: 1.7452 2020-10-19 23:21:19,658 - mmaction - INFO - Epoch [141][120/396] lr: 1.280e-01, eta: 22:55:43, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4654, top5_acc: 0.7297, loss_cls: 2.2025, loss: 2.2025, grad_norm: 1.7788, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7483, loss/aux0: 1.7483 2020-10-19 23:21:56,353 - mmaction - INFO - Epoch [141][140/396] lr: 1.280e-01, eta: 22:54:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7396, loss_cls: 2.1437, loss: 2.1437, grad_norm: 1.8016, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7504, loss/aux0: 1.7504 2020-10-19 23:21:57,310 - mmaction - INFO - Epoch [141][140/396] lr: 1.280e-01, eta: 22:55:08, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7396, loss_cls: 2.1437, loss: 2.1437, grad_norm: 1.7946, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7574, loss/aux0: 1.7574 2020-10-19 23:22:33,785 - mmaction - INFO - Epoch [141][160/396] lr: 1.280e-01, eta: 22:54:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7294, loss_cls: 2.1671, loss: 2.1671, grad_norm: 1.7876, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7596, loss/aux0: 1.7596 2020-10-19 23:22:34,740 - mmaction - INFO - Epoch [141][160/396] lr: 1.280e-01, eta: 22:54:33, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7294, loss_cls: 2.1671, loss: 2.1671, grad_norm: 1.7781, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7565, loss/aux0: 1.7565 2020-10-19 23:23:11,194 - mmaction - INFO - Epoch [141][180/396] lr: 1.280e-01, eta: 22:53:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7370, loss_cls: 2.1368, loss: 2.1368, grad_norm: 1.7933, top1_acc/aux0: 0.5646, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7361, loss/aux0: 1.7361 2020-10-19 23:23:12,137 - mmaction - INFO - Epoch [141][180/396] lr: 1.280e-01, eta: 22:53:59, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7370, loss_cls: 2.1368, loss: 2.1368, grad_norm: 1.7983, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7430, loss/aux0: 1.7430 2020-10-19 23:23:48,764 - mmaction - INFO - Epoch [141][200/396] lr: 1.280e-01, eta: 22:53:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7357, loss_cls: 2.1940, loss: 2.1940, grad_norm: 1.8195, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7463, loss/aux0: 1.7463 2020-10-19 23:23:49,791 - mmaction - INFO - Epoch [141][200/396] lr: 1.280e-01, eta: 22:53:24, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4711, top5_acc: 0.7357, loss_cls: 2.1940, loss: 2.1940, grad_norm: 1.8093, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7428, loss/aux0: 1.7428 2020-10-19 23:24:26,409 - mmaction - INFO - Epoch [141][220/396] lr: 1.280e-01, eta: 22:52:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7349, loss_cls: 2.1720, loss: 2.1720, grad_norm: 1.8067, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7433, loss/aux0: 1.7433 2020-10-19 23:24:27,378 - mmaction - INFO - Epoch [141][220/396] lr: 1.280e-01, eta: 22:52:49, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7349, loss_cls: 2.1720, loss: 2.1720, grad_norm: 1.8191, top1_acc/aux0: 0.5628, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7539, loss/aux0: 1.7539 2020-10-19 23:25:03,957 - mmaction - INFO - Epoch [141][240/396] lr: 1.280e-01, eta: 22:51:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7206, loss_cls: 2.2155, loss: 2.2155, grad_norm: 1.7718, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7620, loss/aux0: 1.7620 2020-10-19 23:25:04,913 - mmaction - INFO - Epoch [141][240/396] lr: 1.280e-01, eta: 22:52:14, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7206, loss_cls: 2.2155, loss: 2.2155, grad_norm: 1.7647, top1_acc/aux0: 0.5612, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.7322, loss/aux0: 1.7322 2020-10-19 23:25:41,434 - mmaction - INFO - Epoch [141][260/396] lr: 1.280e-01, eta: 22:51:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7185, loss_cls: 2.2010, loss: 2.2010, grad_norm: 1.7748, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.6850, loss/aux0: 1.6850 2020-10-19 23:25:42,381 - mmaction - INFO - Epoch [141][260/396] lr: 1.280e-01, eta: 22:51:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4727, top5_acc: 0.7185, loss_cls: 2.2010, loss: 2.2010, grad_norm: 1.7680, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.6924, loss/aux0: 1.6924 2020-10-19 23:26:18,864 - mmaction - INFO - Epoch [141][280/396] lr: 1.280e-01, eta: 22:50:49, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7466, loss_cls: 2.1278, loss: 2.1278, grad_norm: 1.8126, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7483, loss/aux0: 1.7483 2020-10-19 23:26:19,808 - mmaction - INFO - Epoch [141][280/396] lr: 1.280e-01, eta: 22:51:04, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7466, loss_cls: 2.1278, loss: 2.1278, grad_norm: 1.7978, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7522, loss/aux0: 1.7522 2020-10-19 23:26:56,306 - mmaction - INFO - Epoch [141][300/396] lr: 1.280e-01, eta: 22:50:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7229, loss_cls: 2.2095, loss: 2.2095, grad_norm: 1.8095, top1_acc/aux0: 0.5523, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7822, loss/aux0: 1.7822 2020-10-19 23:26:57,246 - mmaction - INFO - Epoch [141][300/396] lr: 1.280e-01, eta: 22:50:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7229, loss_cls: 2.2095, loss: 2.2095, grad_norm: 1.7981, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7818, loss/aux0: 1.7818 2020-10-19 23:27:33,820 - mmaction - INFO - Epoch [141][320/396] lr: 1.280e-01, eta: 22:49:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7443, loss_cls: 2.1302, loss: 2.1302, grad_norm: 1.7726, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7367, loss/aux0: 1.7367 2020-10-19 23:27:34,805 - mmaction - INFO - Epoch [141][320/396] lr: 1.280e-01, eta: 22:49:55, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7443, loss_cls: 2.1302, loss: 2.1302, grad_norm: 1.7761, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7420, loss/aux0: 1.7420 2020-10-19 23:28:11,392 - mmaction - INFO - Epoch [141][340/396] lr: 1.280e-01, eta: 22:49:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7430, loss_cls: 2.1484, loss: 2.1484, grad_norm: 1.8118, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7511, loss/aux0: 1.7511 2020-10-19 23:28:12,348 - mmaction - INFO - Epoch [141][340/396] lr: 1.280e-01, eta: 22:49:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7430, loss_cls: 2.1484, loss: 2.1484, grad_norm: 1.8067, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7464, loss/aux0: 1.7464 2020-10-19 23:28:48,896 - mmaction - INFO - Epoch [141][360/396] lr: 1.280e-01, eta: 22:48:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7479, loss_cls: 2.1051, loss: 2.1051, grad_norm: 1.7920, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7024, loss/aux0: 1.7024 2020-10-19 23:28:49,847 - mmaction - INFO - Epoch [141][360/396] lr: 1.280e-01, eta: 22:48:45, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7479, loss_cls: 2.1051, loss: 2.1051, grad_norm: 1.7876, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7146, loss/aux0: 1.7146 2020-10-19 23:29:26,462 - mmaction - INFO - Epoch [141][380/396] lr: 1.280e-01, eta: 22:47:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7385, loss_cls: 2.1508, loss: 2.1508, grad_norm: 1.8207, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6854, loss/aux0: 1.6854 2020-10-19 23:29:27,411 - mmaction - INFO - Epoch [141][380/396] lr: 1.280e-01, eta: 22:48:10, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4768, top5_acc: 0.7385, loss_cls: 2.1508, loss: 2.1508, grad_norm: 1.8265, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6896, loss/aux0: 1.6896 2020-10-19 23:34:15,255 - mmaction - INFO - Epoch [142][20/396] lr: 1.262e-01, eta: 22:46:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7419, loss_cls: 2.1056, loss: 2.1056, grad_norm: 1.8213, top1_acc/aux0: 0.5869, top5_acc/aux0: 0.8163, loss_cls/aux0: 1.7126, loss/aux0: 1.7126 2020-10-19 23:34:16,212 - mmaction - INFO - Epoch [142][20/396] lr: 1.262e-01, eta: 22:46:43, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7419, loss_cls: 2.1056, loss: 2.1056, grad_norm: 1.8182, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7186, loss/aux0: 1.7186 2020-10-19 23:34:52,527 - mmaction - INFO - Epoch [142][40/396] lr: 1.262e-01, eta: 22:45:53, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7424, loss_cls: 2.1470, loss: 2.1470, grad_norm: 1.7858, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7237, loss/aux0: 1.7237 2020-10-19 23:34:53,504 - mmaction - INFO - Epoch [142][40/396] lr: 1.262e-01, eta: 22:46:08, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4841, top5_acc: 0.7424, loss_cls: 2.1470, loss: 2.1470, grad_norm: 1.7912, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.7116, loss/aux0: 1.7116 2020-10-19 23:35:30,154 - mmaction - INFO - Epoch [142][60/396] lr: 1.262e-01, eta: 22:45:18, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7401, loss_cls: 2.1141, loss: 2.1141, grad_norm: 1.8213, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7576, loss/aux0: 1.7576 2020-10-19 23:35:31,122 - mmaction - INFO - Epoch [142][60/396] lr: 1.262e-01, eta: 22:45:33, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7401, loss_cls: 2.1141, loss: 2.1141, grad_norm: 1.8228, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7643, loss/aux0: 1.7643 2020-10-19 23:36:07,647 - mmaction - INFO - Epoch [142][80/396] lr: 1.262e-01, eta: 22:44:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7393, loss_cls: 2.1294, loss: 2.1294, grad_norm: 1.7784, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.7309, loss/aux0: 1.7309 2020-10-19 23:36:08,613 - mmaction - INFO - Epoch [142][80/396] lr: 1.262e-01, eta: 22:44:58, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7393, loss_cls: 2.1294, loss: 2.1294, grad_norm: 1.7892, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7359, loss/aux0: 1.7359 2020-10-19 23:36:45,015 - mmaction - INFO - Epoch [142][100/396] lr: 1.262e-01, eta: 22:44:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7451, loss_cls: 2.1194, loss: 2.1194, grad_norm: 1.8128, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7177, loss/aux0: 1.7177 2020-10-19 23:36:45,963 - mmaction - INFO - Epoch [142][100/396] lr: 1.262e-01, eta: 22:44:24, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7451, loss_cls: 2.1194, loss: 2.1194, grad_norm: 1.8115, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7204, loss/aux0: 1.7204 2020-10-19 23:37:22,482 - mmaction - INFO - Epoch [142][120/396] lr: 1.262e-01, eta: 22:43:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7237, loss_cls: 2.1974, loss: 2.1974, grad_norm: 1.8479, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7062, loss/aux0: 1.7062 2020-10-19 23:37:23,434 - mmaction - INFO - Epoch [142][120/396] lr: 1.262e-01, eta: 22:43:49, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4719, top5_acc: 0.7237, loss_cls: 2.1974, loss: 2.1974, grad_norm: 1.8522, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6927, loss/aux0: 1.6927 2020-10-19 23:37:59,991 - mmaction - INFO - Epoch [142][140/396] lr: 1.262e-01, eta: 22:42:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7289, loss_cls: 2.1640, loss: 2.1640, grad_norm: 1.8083, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.7173, loss/aux0: 1.7173 2020-10-19 23:38:00,950 - mmaction - INFO - Epoch [142][140/396] lr: 1.262e-01, eta: 22:43:14, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7289, loss_cls: 2.1640, loss: 2.1640, grad_norm: 1.8033, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7375, loss/aux0: 1.7375 2020-10-19 23:38:37,794 - mmaction - INFO - Epoch [142][160/396] lr: 1.262e-01, eta: 22:42:24, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7357, loss_cls: 2.1346, loss: 2.1346, grad_norm: 1.7830, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.8428, loss/aux0: 1.8428 2020-10-19 23:38:38,750 - mmaction - INFO - Epoch [142][160/396] lr: 1.262e-01, eta: 22:42:39, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7357, loss_cls: 2.1346, loss: 2.1346, grad_norm: 1.7760, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.8303, loss/aux0: 1.8303 2020-10-19 23:39:15,396 - mmaction - INFO - Epoch [142][180/396] lr: 1.262e-01, eta: 22:41:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7354, loss_cls: 2.1309, loss: 2.1309, grad_norm: 1.7798, top1_acc/aux0: 0.5591, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7524, loss/aux0: 1.7524 2020-10-19 23:39:16,357 - mmaction - INFO - Epoch [142][180/396] lr: 1.262e-01, eta: 22:42:04, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4828, top5_acc: 0.7354, loss_cls: 2.1309, loss: 2.1309, grad_norm: 1.7842, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7635, loss/aux0: 1.7635 2020-10-19 23:39:52,908 - mmaction - INFO - Epoch [142][200/396] lr: 1.262e-01, eta: 22:41:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7297, loss_cls: 2.1763, loss: 2.1763, grad_norm: 1.8039, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6955, loss/aux0: 1.6955 2020-10-19 23:39:53,874 - mmaction - INFO - Epoch [142][200/396] lr: 1.262e-01, eta: 22:41:30, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7297, loss_cls: 2.1763, loss: 2.1763, grad_norm: 1.8000, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6792, loss/aux0: 1.6792 2020-10-19 23:40:30,289 - mmaction - INFO - Epoch [142][220/396] lr: 1.262e-01, eta: 22:40:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7193, loss_cls: 2.2296, loss: 2.2296, grad_norm: 1.8378, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7627, loss/aux0: 1.7627 2020-10-19 23:40:31,232 - mmaction - INFO - Epoch [142][220/396] lr: 1.262e-01, eta: 22:40:55, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.4641, top5_acc: 0.7193, loss_cls: 2.2296, loss: 2.2296, grad_norm: 1.8386, top1_acc/aux0: 0.5643, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7617, loss/aux0: 1.7617 2020-10-19 23:41:07,912 - mmaction - INFO - Epoch [142][240/396] lr: 1.262e-01, eta: 22:40:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7318, loss_cls: 2.1641, loss: 2.1641, grad_norm: 1.8223, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7432, loss/aux0: 1.7432 2020-10-19 23:41:08,889 - mmaction - INFO - Epoch [142][240/396] lr: 1.262e-01, eta: 22:40:20, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7318, loss_cls: 2.1641, loss: 2.1641, grad_norm: 1.8374, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7581, loss/aux0: 1.7581 2020-10-19 23:41:45,423 - mmaction - INFO - Epoch [142][260/396] lr: 1.262e-01, eta: 22:39:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7435, loss_cls: 2.1114, loss: 2.1114, grad_norm: 1.8173, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7567, loss/aux0: 1.7567 2020-10-19 23:41:46,404 - mmaction - INFO - Epoch [142][260/396] lr: 1.262e-01, eta: 22:39:45, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7435, loss_cls: 2.1114, loss: 2.1114, grad_norm: 1.8100, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7516, loss/aux0: 1.7516 2020-10-19 23:42:23,088 - mmaction - INFO - Epoch [142][280/396] lr: 1.262e-01, eta: 22:38:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7417, loss_cls: 2.0852, loss: 2.0852, grad_norm: 1.8018, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7702, loss/aux0: 1.7702 2020-10-19 23:42:24,052 - mmaction - INFO - Epoch [142][280/396] lr: 1.262e-01, eta: 22:39:10, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4958, top5_acc: 0.7417, loss_cls: 2.0852, loss: 2.0852, grad_norm: 1.8014, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7725, loss/aux0: 1.7725 2020-10-19 23:43:00,643 - mmaction - INFO - Epoch [142][300/396] lr: 1.262e-01, eta: 22:38:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7432, loss_cls: 2.0939, loss: 2.0939, grad_norm: 1.8199, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.7979, loss_cls/aux0: 1.7941, loss/aux0: 1.7941 2020-10-19 23:43:01,609 - mmaction - INFO - Epoch [142][300/396] lr: 1.262e-01, eta: 22:38:35, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7432, loss_cls: 2.0939, loss: 2.0939, grad_norm: 1.8203, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7961, loss_cls/aux0: 1.8022, loss/aux0: 1.8022 2020-10-19 23:43:38,280 - mmaction - INFO - Epoch [142][320/396] lr: 1.262e-01, eta: 22:37:45, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7313, loss_cls: 2.1357, loss: 2.1357, grad_norm: 1.8027, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7346, loss/aux0: 1.7346 2020-10-19 23:43:39,244 - mmaction - INFO - Epoch [142][320/396] lr: 1.262e-01, eta: 22:38:01, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7313, loss_cls: 2.1357, loss: 2.1357, grad_norm: 1.8086, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7259, loss/aux0: 1.7259 2020-10-19 23:44:15,889 - mmaction - INFO - Epoch [142][340/396] lr: 1.262e-01, eta: 22:37:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7318, loss_cls: 2.1608, loss: 2.1608, grad_norm: 1.7533, top1_acc/aux0: 0.5544, top5_acc/aux0: 0.7974, loss_cls/aux0: 1.8152, loss/aux0: 1.8152 2020-10-19 23:44:16,833 - mmaction - INFO - Epoch [142][340/396] lr: 1.262e-01, eta: 22:37:26, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7318, loss_cls: 2.1608, loss: 2.1608, grad_norm: 1.7590, top1_acc/aux0: 0.5549, top5_acc/aux0: 0.8023, loss_cls/aux0: 1.8025, loss/aux0: 1.8025 2020-10-19 23:44:53,408 - mmaction - INFO - Epoch [142][360/396] lr: 1.262e-01, eta: 22:36:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7297, loss_cls: 2.1871, loss: 2.1871, grad_norm: 1.8011, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7510, loss/aux0: 1.7510 2020-10-19 23:44:54,373 - mmaction - INFO - Epoch [142][360/396] lr: 1.262e-01, eta: 22:36:51, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4687, top5_acc: 0.7297, loss_cls: 2.1871, loss: 2.1871, grad_norm: 1.8017, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7513, loss/aux0: 1.7513 2020-10-19 23:45:30,981 - mmaction - INFO - Epoch [142][380/396] lr: 1.262e-01, eta: 22:36:01, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7273, loss_cls: 2.1442, loss: 2.1442, grad_norm: 1.7797, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7306, loss/aux0: 1.7306 2020-10-19 23:45:31,948 - mmaction - INFO - Epoch [142][380/396] lr: 1.262e-01, eta: 22:36:16, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7273, loss_cls: 2.1442, loss: 2.1442, grad_norm: 1.7830, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7417, loss/aux0: 1.7417 2020-10-19 23:50:01,703 - mmaction - INFO - Epoch [143][20/396] lr: 1.244e-01, eta: 22:34:34, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7414, loss_cls: 2.0967, loss: 2.0967, grad_norm: 1.7974, top1_acc/aux0: 0.5655, top5_acc/aux0: 0.8106, loss_cls/aux0: 1.7184, loss/aux0: 1.7184 2020-10-19 23:50:02,664 - mmaction - INFO - Epoch [143][20/396] lr: 1.244e-01, eta: 22:34:49, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7414, loss_cls: 2.0967, loss: 2.0967, grad_norm: 1.8084, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7346, loss/aux0: 1.7346 2020-10-19 23:50:39,070 - mmaction - INFO - Epoch [143][40/396] lr: 1.244e-01, eta: 22:33:59, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7383, loss_cls: 2.1532, loss: 2.1532, grad_norm: 1.8118, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7636, loss/aux0: 1.7636 2020-10-19 23:50:40,067 - mmaction - INFO - Epoch [143][40/396] lr: 1.244e-01, eta: 22:34:14, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7383, loss_cls: 2.1532, loss: 2.1532, grad_norm: 1.8062, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7531, loss/aux0: 1.7531 2020-10-19 23:51:16,398 - mmaction - INFO - Epoch [143][60/396] lr: 1.244e-01, eta: 22:33:24, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7456, loss_cls: 2.1317, loss: 2.1317, grad_norm: 1.7819, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.7987, loss_cls/aux0: 1.7992, loss/aux0: 1.7992 2020-10-19 23:51:17,367 - mmaction - INFO - Epoch [143][60/396] lr: 1.244e-01, eta: 22:33:39, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7456, loss_cls: 2.1317, loss: 2.1317, grad_norm: 1.7771, top1_acc/aux0: 0.5607, top5_acc/aux0: 0.7997, loss_cls/aux0: 1.7908, loss/aux0: 1.7908 2020-10-19 23:51:53,969 - mmaction - INFO - Epoch [143][80/396] lr: 1.244e-01, eta: 22:32:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7419, loss_cls: 2.0718, loss: 2.0718, grad_norm: 1.8229, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6706, loss/aux0: 1.6706 2020-10-19 23:51:54,922 - mmaction - INFO - Epoch [143][80/396] lr: 1.244e-01, eta: 22:33:04, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7419, loss_cls: 2.0718, loss: 2.0718, grad_norm: 1.8311, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6854, loss/aux0: 1.6854 2020-10-19 23:52:31,539 - mmaction - INFO - Epoch [143][100/396] lr: 1.244e-01, eta: 22:32:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7336, loss_cls: 2.1339, loss: 2.1339, grad_norm: 1.7844, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6932, loss/aux0: 1.6932 2020-10-19 23:52:32,451 - mmaction - INFO - Epoch [143][100/396] lr: 1.244e-01, eta: 22:32:29, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7336, loss_cls: 2.1339, loss: 2.1339, grad_norm: 1.7834, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6648, loss/aux0: 1.6648 2020-10-19 23:53:08,867 - mmaction - INFO - Epoch [143][120/396] lr: 1.244e-01, eta: 22:31:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7352, loss_cls: 2.1464, loss: 2.1464, grad_norm: 1.8008, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.6813, loss/aux0: 1.6813 2020-10-19 23:53:09,831 - mmaction - INFO - Epoch [143][120/396] lr: 1.244e-01, eta: 22:31:54, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7352, loss_cls: 2.1464, loss: 2.1464, grad_norm: 1.7939, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.6993, loss/aux0: 1.6993 2020-10-19 23:53:46,275 - mmaction - INFO - Epoch [143][140/396] lr: 1.244e-01, eta: 22:31:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7263, loss_cls: 2.1740, loss: 2.1740, grad_norm: 1.8252, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.7843, loss/aux0: 1.7843 2020-10-19 23:53:47,233 - mmaction - INFO - Epoch [143][140/396] lr: 1.244e-01, eta: 22:31:20, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7263, loss_cls: 2.1740, loss: 2.1740, grad_norm: 1.8197, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.7940, loss_cls/aux0: 1.7939, loss/aux0: 1.7939 2020-10-19 23:54:23,844 - mmaction - INFO - Epoch [143][160/396] lr: 1.244e-01, eta: 22:30:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7320, loss_cls: 2.1655, loss: 2.1655, grad_norm: 1.8137, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.7842, loss/aux0: 1.7842 2020-10-19 23:54:24,803 - mmaction - INFO - Epoch [143][160/396] lr: 1.244e-01, eta: 22:30:45, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4846, top5_acc: 0.7320, loss_cls: 2.1655, loss: 2.1655, grad_norm: 1.8146, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7779, loss/aux0: 1.7779 2020-10-19 23:55:01,518 - mmaction - INFO - Epoch [143][180/396] lr: 1.244e-01, eta: 22:29:55, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7529, loss_cls: 2.1242, loss: 2.1242, grad_norm: 1.8001, top1_acc/aux0: 0.5732, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7255, loss/aux0: 1.7255 2020-10-19 23:55:02,479 - mmaction - INFO - Epoch [143][180/396] lr: 1.244e-01, eta: 22:30:10, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7529, loss_cls: 2.1242, loss: 2.1242, grad_norm: 1.8104, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7263, loss/aux0: 1.7263 2020-10-19 23:55:39,021 - mmaction - INFO - Epoch [143][200/396] lr: 1.244e-01, eta: 22:29:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7453, loss_cls: 2.0739, loss: 2.0739, grad_norm: 1.8315, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7383, loss/aux0: 1.7383 2020-10-19 23:55:39,976 - mmaction - INFO - Epoch [143][200/396] lr: 1.244e-01, eta: 22:29:35, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7453, loss_cls: 2.0739, loss: 2.0739, grad_norm: 1.8338, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7248, loss/aux0: 1.7248 2020-10-19 23:56:16,496 - mmaction - INFO - Epoch [143][220/396] lr: 1.244e-01, eta: 22:28:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7453, loss_cls: 2.0973, loss: 2.0973, grad_norm: 1.7986, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7532, loss/aux0: 1.7532 2020-10-19 23:56:17,456 - mmaction - INFO - Epoch [143][220/396] lr: 1.244e-01, eta: 22:29:00, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7453, loss_cls: 2.0973, loss: 2.0973, grad_norm: 1.8005, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7605, loss/aux0: 1.7605 2020-10-19 23:56:54,033 - mmaction - INFO - Epoch [143][240/396] lr: 1.244e-01, eta: 22:28:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7398, loss_cls: 2.1301, loss: 2.1301, grad_norm: 1.8057, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7515, loss/aux0: 1.7515 2020-10-19 23:56:55,002 - mmaction - INFO - Epoch [143][240/396] lr: 1.244e-01, eta: 22:28:26, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7398, loss_cls: 2.1301, loss: 2.1301, grad_norm: 1.7996, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7581, loss/aux0: 1.7581 2020-10-19 23:57:31,527 - mmaction - INFO - Epoch [143][260/396] lr: 1.244e-01, eta: 22:27:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7372, loss_cls: 2.1228, loss: 2.1228, grad_norm: 1.8129, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.7253, loss/aux0: 1.7253 2020-10-19 23:57:32,474 - mmaction - INFO - Epoch [143][260/396] lr: 1.244e-01, eta: 22:27:51, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7372, loss_cls: 2.1228, loss: 2.1228, grad_norm: 1.8162, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.7189, loss/aux0: 1.7189 2020-10-19 23:58:09,071 - mmaction - INFO - Epoch [143][280/396] lr: 1.244e-01, eta: 22:27:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7323, loss_cls: 2.1448, loss: 2.1448, grad_norm: 1.7813, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7054, loss/aux0: 1.7054 2020-10-19 23:58:10,059 - mmaction - INFO - Epoch [143][280/396] lr: 1.244e-01, eta: 22:27:16, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7323, loss_cls: 2.1448, loss: 2.1448, grad_norm: 1.7780, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6976, loss/aux0: 1.6976 2020-10-19 23:58:46,609 - mmaction - INFO - Epoch [143][300/396] lr: 1.244e-01, eta: 22:26:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7474, loss_cls: 2.1152, loss: 2.1152, grad_norm: 1.8308, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6811, loss/aux0: 1.6811 2020-10-19 23:58:47,564 - mmaction - INFO - Epoch [143][300/396] lr: 1.244e-01, eta: 22:26:41, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4823, top5_acc: 0.7474, loss_cls: 2.1152, loss: 2.1152, grad_norm: 1.8408, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6979, loss/aux0: 1.6979 2020-10-19 23:59:24,212 - mmaction - INFO - Epoch [143][320/396] lr: 1.244e-01, eta: 22:25:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7245, loss_cls: 2.1959, loss: 2.1959, grad_norm: 1.8304, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7493, loss/aux0: 1.7493 2020-10-19 23:59:25,191 - mmaction - INFO - Epoch [143][320/396] lr: 1.244e-01, eta: 22:26:06, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7245, loss_cls: 2.1959, loss: 2.1959, grad_norm: 1.8265, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7313, loss/aux0: 1.7313 2020-10-20 00:00:01,786 - mmaction - INFO - Epoch [143][340/396] lr: 1.244e-01, eta: 22:25:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7310, loss_cls: 2.1444, loss: 2.1444, grad_norm: 1.7882, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7977, loss_cls/aux0: 1.7982, loss/aux0: 1.7982 2020-10-20 00:00:04,276 - mmaction - INFO - Epoch [143][340/396] lr: 1.244e-01, eta: 22:25:31, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4818, top5_acc: 0.7310, loss_cls: 2.1444, loss: 2.1444, grad_norm: 1.7908, top1_acc/aux0: 0.5565, top5_acc/aux0: 0.7951, loss_cls/aux0: 1.8141, loss/aux0: 1.8141 2020-10-20 00:00:45,391 - mmaction - INFO - Epoch [143][360/396] lr: 1.244e-01, eta: 22:24:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7263, loss_cls: 2.2268, loss: 2.2268, grad_norm: 1.8192, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7379, loss/aux0: 1.7379 2020-10-20 00:00:46,406 - mmaction - INFO - Epoch [143][360/396] lr: 1.244e-01, eta: 22:24:57, time: 0.943, data_time: 0.008, memory: 8466, top1_acc: 0.4651, top5_acc: 0.7263, loss_cls: 2.2268, loss: 2.2268, grad_norm: 1.8273, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7246, loss/aux0: 1.7246 2020-10-20 00:01:23,065 - mmaction - INFO - Epoch [143][380/396] lr: 1.244e-01, eta: 22:24:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7208, loss_cls: 2.2082, loss: 2.2082, grad_norm: 1.8502, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.7300, loss/aux0: 1.7300 2020-10-20 00:01:24,011 - mmaction - INFO - Epoch [143][380/396] lr: 1.244e-01, eta: 22:24:22, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4771, top5_acc: 0.7208, loss_cls: 2.2082, loss: 2.2082, grad_norm: 1.8563, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.7398, loss/aux0: 1.7398 2020-10-20 00:06:08,002 - mmaction - INFO - Epoch [144][20/396] lr: 1.225e-01, eta: 22:22:40, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7417, loss_cls: 2.0962, loss: 2.0962, grad_norm: 1.7800, top1_acc/aux0: 0.5683, top5_acc/aux0: 0.8087, loss_cls/aux0: 1.7686, loss/aux0: 1.7686 2020-10-20 00:06:08,954 - mmaction - INFO - Epoch [144][20/396] lr: 1.225e-01, eta: 22:22:55, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7417, loss_cls: 2.0962, loss: 2.0962, grad_norm: 1.7859, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7756, loss/aux0: 1.7756 2020-10-20 00:06:45,401 - mmaction - INFO - Epoch [144][40/396] lr: 1.225e-01, eta: 22:22:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7383, loss_cls: 2.1117, loss: 2.1117, grad_norm: 1.8405, top1_acc/aux0: 0.5641, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7471, loss/aux0: 1.7471 2020-10-20 00:06:46,374 - mmaction - INFO - Epoch [144][40/396] lr: 1.225e-01, eta: 22:22:20, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4802, top5_acc: 0.7383, loss_cls: 2.1117, loss: 2.1117, grad_norm: 1.8311, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7465, loss/aux0: 1.7465 2020-10-20 00:07:22,766 - mmaction - INFO - Epoch [144][60/396] lr: 1.225e-01, eta: 22:21:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7445, loss_cls: 2.0949, loss: 2.0949, grad_norm: 1.7679, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7343, loss/aux0: 1.7343 2020-10-20 00:07:23,723 - mmaction - INFO - Epoch [144][60/396] lr: 1.225e-01, eta: 22:21:45, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7445, loss_cls: 2.0949, loss: 2.0949, grad_norm: 1.7662, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7218, loss/aux0: 1.7218 2020-10-20 00:08:00,208 - mmaction - INFO - Epoch [144][80/396] lr: 1.225e-01, eta: 22:20:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7365, loss_cls: 2.1278, loss: 2.1278, grad_norm: 1.8375, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7191, loss/aux0: 1.7191 2020-10-20 00:08:01,199 - mmaction - INFO - Epoch [144][80/396] lr: 1.225e-01, eta: 22:21:10, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4854, top5_acc: 0.7365, loss_cls: 2.1278, loss: 2.1278, grad_norm: 1.8320, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7247, loss/aux0: 1.7247 2020-10-20 00:08:37,677 - mmaction - INFO - Epoch [144][100/396] lr: 1.225e-01, eta: 22:20:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7331, loss_cls: 2.1484, loss: 2.1484, grad_norm: 1.8241, top1_acc/aux0: 0.5651, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7264, loss/aux0: 1.7264 2020-10-20 00:08:38,615 - mmaction - INFO - Epoch [144][100/396] lr: 1.225e-01, eta: 22:20:36, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4753, top5_acc: 0.7331, loss_cls: 2.1484, loss: 2.1484, grad_norm: 1.8172, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7187, loss/aux0: 1.7187 2020-10-20 00:09:15,052 - mmaction - INFO - Epoch [144][120/396] lr: 1.225e-01, eta: 22:19:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7370, loss_cls: 2.1229, loss: 2.1229, grad_norm: 1.8161, top1_acc/aux0: 0.5638, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7222, loss/aux0: 1.7222 2020-10-20 00:09:15,998 - mmaction - INFO - Epoch [144][120/396] lr: 1.225e-01, eta: 22:20:01, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7370, loss_cls: 2.1229, loss: 2.1229, grad_norm: 1.8065, top1_acc/aux0: 0.5622, top5_acc/aux0: 0.8076, loss_cls/aux0: 1.7183, loss/aux0: 1.7183 2020-10-20 00:09:52,593 - mmaction - INFO - Epoch [144][140/396] lr: 1.225e-01, eta: 22:19:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7297, loss_cls: 2.1787, loss: 2.1787, grad_norm: 1.8153, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.6947, loss/aux0: 1.6947 2020-10-20 00:09:53,571 - mmaction - INFO - Epoch [144][140/396] lr: 1.225e-01, eta: 22:19:26, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4747, top5_acc: 0.7297, loss_cls: 2.1787, loss: 2.1787, grad_norm: 1.8073, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.6984, loss/aux0: 1.6984 2020-10-20 00:10:30,114 - mmaction - INFO - Epoch [144][160/396] lr: 1.225e-01, eta: 22:18:36, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7461, loss_cls: 2.1125, loss: 2.1125, grad_norm: 1.8219, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7102, loss/aux0: 1.7102 2020-10-20 00:10:31,085 - mmaction - INFO - Epoch [144][160/396] lr: 1.225e-01, eta: 22:18:51, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7461, loss_cls: 2.1125, loss: 2.1125, grad_norm: 1.8250, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7213, loss/aux0: 1.7213 2020-10-20 00:11:07,730 - mmaction - INFO - Epoch [144][180/396] lr: 1.225e-01, eta: 22:18:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7367, loss_cls: 2.1497, loss: 2.1497, grad_norm: 1.8266, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7014, loss/aux0: 1.7014 2020-10-20 00:11:08,686 - mmaction - INFO - Epoch [144][180/396] lr: 1.225e-01, eta: 22:18:16, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7367, loss_cls: 2.1497, loss: 2.1497, grad_norm: 1.8255, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6934, loss/aux0: 1.6934 2020-10-20 00:11:45,462 - mmaction - INFO - Epoch [144][200/396] lr: 1.225e-01, eta: 22:17:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7378, loss_cls: 2.1508, loss: 2.1508, grad_norm: 1.8644, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7562, loss/aux0: 1.7562 2020-10-20 00:11:46,414 - mmaction - INFO - Epoch [144][200/396] lr: 1.225e-01, eta: 22:17:42, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4836, top5_acc: 0.7378, loss_cls: 2.1508, loss: 2.1508, grad_norm: 1.8592, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7584, loss/aux0: 1.7584 2020-10-20 00:12:23,101 - mmaction - INFO - Epoch [144][220/396] lr: 1.225e-01, eta: 22:16:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7312, loss_cls: 2.1410, loss: 2.1410, grad_norm: 1.8038, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7561, loss/aux0: 1.7561 2020-10-20 00:12:24,069 - mmaction - INFO - Epoch [144][220/396] lr: 1.225e-01, eta: 22:17:07, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7312, loss_cls: 2.1410, loss: 2.1410, grad_norm: 1.8151, top1_acc/aux0: 0.5661, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7637, loss/aux0: 1.7637 2020-10-20 00:13:00,679 - mmaction - INFO - Epoch [144][240/396] lr: 1.225e-01, eta: 22:16:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7305, loss_cls: 2.1777, loss: 2.1777, grad_norm: 1.8029, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7478, loss/aux0: 1.7478 2020-10-20 00:13:01,643 - mmaction - INFO - Epoch [144][240/396] lr: 1.225e-01, eta: 22:16:32, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4724, top5_acc: 0.7305, loss_cls: 2.1777, loss: 2.1777, grad_norm: 1.7965, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7393, loss/aux0: 1.7393 2020-10-20 00:13:38,266 - mmaction - INFO - Epoch [144][260/396] lr: 1.225e-01, eta: 22:15:43, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7357, loss_cls: 2.1261, loss: 2.1261, grad_norm: 1.8019, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7436, loss/aux0: 1.7436 2020-10-20 00:13:39,225 - mmaction - INFO - Epoch [144][260/396] lr: 1.225e-01, eta: 22:15:57, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7357, loss_cls: 2.1261, loss: 2.1261, grad_norm: 1.7986, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7449, loss/aux0: 1.7449 2020-10-20 00:14:15,950 - mmaction - INFO - Epoch [144][280/396] lr: 1.225e-01, eta: 22:15:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7495, loss_cls: 2.0909, loss: 2.0909, grad_norm: 1.8491, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7494, loss/aux0: 1.7494 2020-10-20 00:14:16,925 - mmaction - INFO - Epoch [144][280/396] lr: 1.225e-01, eta: 22:15:23, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7495, loss_cls: 2.0909, loss: 2.0909, grad_norm: 1.8645, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7651, loss/aux0: 1.7651 2020-10-20 00:14:53,583 - mmaction - INFO - Epoch [144][300/396] lr: 1.225e-01, eta: 22:14:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7328, loss_cls: 2.1204, loss: 2.1204, grad_norm: 1.8020, top1_acc/aux0: 0.5547, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7837, loss/aux0: 1.7837 2020-10-20 00:14:54,535 - mmaction - INFO - Epoch [144][300/396] lr: 1.225e-01, eta: 22:14:48, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7328, loss_cls: 2.1204, loss: 2.1204, grad_norm: 1.8217, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.8005, loss_cls/aux0: 1.7855, loss/aux0: 1.7855 2020-10-20 00:15:31,158 - mmaction - INFO - Epoch [144][320/396] lr: 1.225e-01, eta: 22:13:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7307, loss_cls: 2.1578, loss: 2.1578, grad_norm: 1.8225, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8003, loss_cls/aux0: 1.7636, loss/aux0: 1.7636 2020-10-20 00:15:32,122 - mmaction - INFO - Epoch [144][320/396] lr: 1.225e-01, eta: 22:14:13, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4797, top5_acc: 0.7307, loss_cls: 2.1578, loss: 2.1578, grad_norm: 1.8209, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7578, loss/aux0: 1.7578 2020-10-20 00:16:08,686 - mmaction - INFO - Epoch [144][340/396] lr: 1.225e-01, eta: 22:13:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4904, top5_acc: 0.7370, loss_cls: 2.1156, loss: 2.1156, grad_norm: 1.8115, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.7209, loss/aux0: 1.7209 2020-10-20 00:16:09,631 - mmaction - INFO - Epoch [144][340/396] lr: 1.225e-01, eta: 22:13:38, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4904, top5_acc: 0.7370, loss_cls: 2.1156, loss: 2.1156, grad_norm: 1.8131, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.7146, loss/aux0: 1.7146 2020-10-20 00:16:46,258 - mmaction - INFO - Epoch [144][360/396] lr: 1.225e-01, eta: 22:12:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7393, loss_cls: 2.1433, loss: 2.1433, grad_norm: 1.8025, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7347, loss/aux0: 1.7347 2020-10-20 00:16:47,229 - mmaction - INFO - Epoch [144][360/396] lr: 1.225e-01, eta: 22:13:03, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4867, top5_acc: 0.7393, loss_cls: 2.1433, loss: 2.1433, grad_norm: 1.8108, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7341, loss/aux0: 1.7341 2020-10-20 00:17:23,866 - mmaction - INFO - Epoch [144][380/396] lr: 1.225e-01, eta: 22:12:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7370, loss_cls: 2.1254, loss: 2.1254, grad_norm: 1.8096, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.7762, loss/aux0: 1.7762 2020-10-20 00:17:24,825 - mmaction - INFO - Epoch [144][380/396] lr: 1.225e-01, eta: 22:12:28, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7370, loss_cls: 2.1254, loss: 2.1254, grad_norm: 1.7990, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8008, loss_cls/aux0: 1.7680, loss/aux0: 1.7680 2020-10-20 00:17:56,342 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-10-20 00:19:42,179 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 00:19:42,298 - mmaction - INFO - top1_acc 0.5213 top5_acc 0.7854 2020-10-20 00:19:42,299 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 00:19:42,321 - mmaction - INFO - mean_acc 0.5218 2020-10-20 00:19:42,325 - mmaction - INFO - Epoch(val) [144][396] top1_acc: 0.5213, top5_acc: 0.7854, mean_class_accuracy: 0.5218 2020-10-20 00:24:01,226 - mmaction - INFO - Epoch [145][20/396] lr: 1.207e-01, eta: 22:10:48, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7477, loss_cls: 2.0794, loss: 2.0794, grad_norm: 1.8115, top1_acc/aux0: 0.5765, top5_acc/aux0: 0.8204, loss_cls/aux0: 1.6770, loss/aux0: 1.6770 2020-10-20 00:24:02,159 - mmaction - INFO - Epoch [145][20/396] lr: 1.207e-01, eta: 22:11:02, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7477, loss_cls: 2.0794, loss: 2.0794, grad_norm: 1.8165, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6847, loss/aux0: 1.6847 2020-10-20 00:24:38,546 - mmaction - INFO - Epoch [145][40/396] lr: 1.207e-01, eta: 22:10:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7497, loss_cls: 2.0434, loss: 2.0434, grad_norm: 1.7873, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8029, loss_cls/aux0: 1.7386, loss/aux0: 1.7386 2020-10-20 00:24:39,494 - mmaction - INFO - Epoch [145][40/396] lr: 1.207e-01, eta: 22:10:27, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7497, loss_cls: 2.0434, loss: 2.0434, grad_norm: 1.7952, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8034, loss_cls/aux0: 1.7360, loss/aux0: 1.7360 2020-10-20 00:25:16,043 - mmaction - INFO - Epoch [145][60/396] lr: 1.207e-01, eta: 22:09:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4982, top5_acc: 0.7443, loss_cls: 2.0650, loss: 2.0650, grad_norm: 1.8070, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6902, loss/aux0: 1.6902 2020-10-20 00:25:17,026 - mmaction - INFO - Epoch [145][60/396] lr: 1.207e-01, eta: 22:09:52, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4982, top5_acc: 0.7443, loss_cls: 2.0650, loss: 2.0650, grad_norm: 1.8273, top1_acc/aux0: 0.5768, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7005, loss/aux0: 1.7005 2020-10-20 00:25:53,500 - mmaction - INFO - Epoch [145][80/396] lr: 1.207e-01, eta: 22:09:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7375, loss_cls: 2.1072, loss: 2.1072, grad_norm: 1.8453, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6946, loss/aux0: 1.6946 2020-10-20 00:25:54,460 - mmaction - INFO - Epoch [145][80/396] lr: 1.207e-01, eta: 22:09:17, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7375, loss_cls: 2.1072, loss: 2.1072, grad_norm: 1.8494, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6763, loss/aux0: 1.6763 2020-10-20 00:26:30,931 - mmaction - INFO - Epoch [145][100/396] lr: 1.207e-01, eta: 22:08:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7385, loss_cls: 2.1317, loss: 2.1317, grad_norm: 1.8674, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8047, loss_cls/aux0: 1.7420, loss/aux0: 1.7420 2020-10-20 00:26:31,891 - mmaction - INFO - Epoch [145][100/396] lr: 1.207e-01, eta: 22:08:42, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7385, loss_cls: 2.1317, loss: 2.1317, grad_norm: 1.8814, top1_acc/aux0: 0.5687, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.7479, loss/aux0: 1.7479 2020-10-20 00:27:08,488 - mmaction - INFO - Epoch [145][120/396] lr: 1.207e-01, eta: 22:07:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4914, top5_acc: 0.7404, loss_cls: 2.0807, loss: 2.0807, grad_norm: 1.8101, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7169, loss/aux0: 1.7169 2020-10-20 00:27:09,437 - mmaction - INFO - Epoch [145][120/396] lr: 1.207e-01, eta: 22:08:07, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4914, top5_acc: 0.7404, loss_cls: 2.0807, loss: 2.0807, grad_norm: 1.8136, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7047, loss/aux0: 1.7047 2020-10-20 00:27:45,995 - mmaction - INFO - Epoch [145][140/396] lr: 1.207e-01, eta: 22:07:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7268, loss_cls: 2.1868, loss: 2.1868, grad_norm: 1.8297, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7254, loss/aux0: 1.7254 2020-10-20 00:27:46,977 - mmaction - INFO - Epoch [145][140/396] lr: 1.207e-01, eta: 22:07:33, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.4776, top5_acc: 0.7268, loss_cls: 2.1868, loss: 2.1868, grad_norm: 1.8325, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7523, loss/aux0: 1.7523 2020-10-20 00:28:23,524 - mmaction - INFO - Epoch [145][160/396] lr: 1.207e-01, eta: 22:06:43, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4956, top5_acc: 0.7427, loss_cls: 2.1155, loss: 2.1155, grad_norm: 1.8085, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6735, loss/aux0: 1.6735 2020-10-20 00:28:24,456 - mmaction - INFO - Epoch [145][160/396] lr: 1.207e-01, eta: 22:06:58, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4956, top5_acc: 0.7427, loss_cls: 2.1155, loss: 2.1155, grad_norm: 1.8049, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6691, loss/aux0: 1.6691 2020-10-20 00:29:01,034 - mmaction - INFO - Epoch [145][180/396] lr: 1.207e-01, eta: 22:06:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7464, loss_cls: 2.1067, loss: 2.1067, grad_norm: 1.9154, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7304, loss/aux0: 1.7304 2020-10-20 00:29:01,987 - mmaction - INFO - Epoch [145][180/396] lr: 1.207e-01, eta: 22:06:23, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7464, loss_cls: 2.1067, loss: 2.1067, grad_norm: 1.9094, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7206, loss/aux0: 1.7206 2020-10-20 00:29:38,403 - mmaction - INFO - Epoch [145][200/396] lr: 1.207e-01, eta: 22:05:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7320, loss_cls: 2.1727, loss: 2.1727, grad_norm: 1.8121, top1_acc/aux0: 0.5602, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7671, loss/aux0: 1.7671 2020-10-20 00:29:39,337 - mmaction - INFO - Epoch [145][200/396] lr: 1.207e-01, eta: 22:05:48, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.4685, top5_acc: 0.7320, loss_cls: 2.1727, loss: 2.1727, grad_norm: 1.8150, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7614, loss/aux0: 1.7614 2020-10-20 00:30:15,967 - mmaction - INFO - Epoch [145][220/396] lr: 1.207e-01, eta: 22:04:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7305, loss_cls: 2.1812, loss: 2.1812, grad_norm: 1.8614, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.7075, loss/aux0: 1.7075 2020-10-20 00:30:16,919 - mmaction - INFO - Epoch [145][220/396] lr: 1.207e-01, eta: 22:05:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7305, loss_cls: 2.1812, loss: 2.1812, grad_norm: 1.8620, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.7152, loss/aux0: 1.7152 2020-10-20 00:30:53,471 - mmaction - INFO - Epoch [145][240/396] lr: 1.207e-01, eta: 22:04:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7378, loss_cls: 2.1429, loss: 2.1429, grad_norm: 1.8156, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.7396, loss/aux0: 1.7396 2020-10-20 00:30:54,440 - mmaction - INFO - Epoch [145][240/396] lr: 1.207e-01, eta: 22:04:38, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4784, top5_acc: 0.7378, loss_cls: 2.1429, loss: 2.1429, grad_norm: 1.8061, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7364, loss/aux0: 1.7364 2020-10-20 00:31:31,232 - mmaction - INFO - Epoch [145][260/396] lr: 1.207e-01, eta: 22:03:49, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7383, loss_cls: 2.1114, loss: 2.1114, grad_norm: 1.8408, top1_acc/aux0: 0.5781, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7065, loss/aux0: 1.7065 2020-10-20 00:31:32,184 - mmaction - INFO - Epoch [145][260/396] lr: 1.207e-01, eta: 22:04:03, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7383, loss_cls: 2.1114, loss: 2.1114, grad_norm: 1.8395, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7076, loss/aux0: 1.7076 2020-10-20 00:32:08,754 - mmaction - INFO - Epoch [145][280/396] lr: 1.207e-01, eta: 22:03:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7310, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.8248, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.6945, loss/aux0: 1.6945 2020-10-20 00:32:09,740 - mmaction - INFO - Epoch [145][280/396] lr: 1.207e-01, eta: 22:03:28, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7310, loss_cls: 2.1179, loss: 2.1179, grad_norm: 1.8282, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.6954, loss/aux0: 1.6954 2020-10-20 00:32:46,293 - mmaction - INFO - Epoch [145][300/396] lr: 1.207e-01, eta: 22:02:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7464, loss_cls: 2.0969, loss: 2.0969, grad_norm: 1.8476, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.7054, loss/aux0: 1.7054 2020-10-20 00:32:47,241 - mmaction - INFO - Epoch [145][300/396] lr: 1.207e-01, eta: 22:02:54, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7464, loss_cls: 2.0969, loss: 2.0969, grad_norm: 1.8563, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.7108, loss/aux0: 1.7108 2020-10-20 00:33:23,825 - mmaction - INFO - Epoch [145][320/396] lr: 1.207e-01, eta: 22:02:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7352, loss_cls: 2.1420, loss: 2.1420, grad_norm: 1.8101, top1_acc/aux0: 0.5599, top5_acc/aux0: 0.7966, loss_cls/aux0: 1.7952, loss/aux0: 1.7952 2020-10-20 00:33:24,771 - mmaction - INFO - Epoch [145][320/396] lr: 1.207e-01, eta: 22:02:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7352, loss_cls: 2.1420, loss: 2.1420, grad_norm: 1.8111, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.7992, loss_cls/aux0: 1.7875, loss/aux0: 1.7875 2020-10-20 00:34:01,199 - mmaction - INFO - Epoch [145][340/396] lr: 1.207e-01, eta: 22:01:29, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7331, loss_cls: 2.1280, loss: 2.1280, grad_norm: 1.8321, top1_acc/aux0: 0.5615, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7374, loss/aux0: 1.7374 2020-10-20 00:34:02,161 - mmaction - INFO - Epoch [145][340/396] lr: 1.207e-01, eta: 22:01:44, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7331, loss_cls: 2.1280, loss: 2.1280, grad_norm: 1.8452, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7288, loss/aux0: 1.7288 2020-10-20 00:34:38,786 - mmaction - INFO - Epoch [145][360/396] lr: 1.207e-01, eta: 22:00:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7305, loss_cls: 2.1645, loss: 2.1645, grad_norm: 1.8401, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7629, loss/aux0: 1.7629 2020-10-20 00:34:39,743 - mmaction - INFO - Epoch [145][360/396] lr: 1.207e-01, eta: 22:01:09, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4760, top5_acc: 0.7305, loss_cls: 2.1645, loss: 2.1645, grad_norm: 1.8397, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8044, loss_cls/aux0: 1.7699, loss/aux0: 1.7699 2020-10-20 00:35:16,362 - mmaction - INFO - Epoch [145][380/396] lr: 1.207e-01, eta: 22:00:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7383, loss_cls: 2.1566, loss: 2.1566, grad_norm: 1.8444, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7009, loss/aux0: 1.7009 2020-10-20 00:35:17,325 - mmaction - INFO - Epoch [145][380/396] lr: 1.207e-01, eta: 22:00:34, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4781, top5_acc: 0.7383, loss_cls: 2.1566, loss: 2.1566, grad_norm: 1.8471, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7033, loss/aux0: 1.7033 2020-10-20 00:40:08,514 - mmaction - INFO - Epoch [146][20/396] lr: 1.189e-01, eta: 21:58:54, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7398, loss_cls: 2.1201, loss: 2.1201, grad_norm: 1.8394, top1_acc/aux0: 0.5762, top5_acc/aux0: 0.8111, loss_cls/aux0: 1.7584, loss/aux0: 1.7584 2020-10-20 00:40:09,435 - mmaction - INFO - Epoch [146][20/396] lr: 1.189e-01, eta: 21:59:08, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7398, loss_cls: 2.1201, loss: 2.1201, grad_norm: 1.8239, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7510, loss/aux0: 1.7510 2020-10-20 00:40:45,881 - mmaction - INFO - Epoch [146][40/396] lr: 1.189e-01, eta: 21:58:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7440, loss_cls: 2.1076, loss: 2.1076, grad_norm: 1.8071, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6447, loss/aux0: 1.6447 2020-10-20 00:40:46,833 - mmaction - INFO - Epoch [146][40/396] lr: 1.189e-01, eta: 21:58:33, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7440, loss_cls: 2.1076, loss: 2.1076, grad_norm: 1.8166, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6481, loss/aux0: 1.6481 2020-10-20 00:41:23,158 - mmaction - INFO - Epoch [146][60/396] lr: 1.189e-01, eta: 21:57:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7469, loss_cls: 2.0940, loss: 2.0940, grad_norm: 1.8641, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7317, loss/aux0: 1.7317 2020-10-20 00:41:24,121 - mmaction - INFO - Epoch [146][60/396] lr: 1.189e-01, eta: 21:57:58, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7469, loss_cls: 2.0940, loss: 2.0940, grad_norm: 1.8673, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7307, loss/aux0: 1.7307 2020-10-20 00:42:00,698 - mmaction - INFO - Epoch [146][80/396] lr: 1.189e-01, eta: 21:57:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7365, loss_cls: 2.1400, loss: 2.1400, grad_norm: 1.8021, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.6362, loss/aux0: 1.6362 2020-10-20 00:42:01,657 - mmaction - INFO - Epoch [146][80/396] lr: 1.189e-01, eta: 21:57:23, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4773, top5_acc: 0.7365, loss_cls: 2.1400, loss: 2.1400, grad_norm: 1.7920, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6383, loss/aux0: 1.6383 2020-10-20 00:42:38,078 - mmaction - INFO - Epoch [146][100/396] lr: 1.189e-01, eta: 21:56:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7396, loss_cls: 2.1573, loss: 2.1573, grad_norm: 1.8531, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8078, loss_cls/aux0: 1.7228, loss/aux0: 1.7228 2020-10-20 00:42:39,031 - mmaction - INFO - Epoch [146][100/396] lr: 1.189e-01, eta: 21:56:48, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4794, top5_acc: 0.7396, loss_cls: 2.1573, loss: 2.1573, grad_norm: 1.8580, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7328, loss/aux0: 1.7328 2020-10-20 00:43:15,659 - mmaction - INFO - Epoch [146][120/396] lr: 1.189e-01, eta: 21:55:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7578, loss_cls: 2.0168, loss: 2.0168, grad_norm: 1.8347, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7247, loss/aux0: 1.7247 2020-10-20 00:43:16,609 - mmaction - INFO - Epoch [146][120/396] lr: 1.189e-01, eta: 21:56:13, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7578, loss_cls: 2.0168, loss: 2.0168, grad_norm: 1.8414, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7180, loss/aux0: 1.7180 2020-10-20 00:43:53,350 - mmaction - INFO - Epoch [146][140/396] lr: 1.189e-01, eta: 21:55:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7549, loss_cls: 2.0892, loss: 2.0892, grad_norm: 1.8672, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7113, loss/aux0: 1.7113 2020-10-20 00:43:54,315 - mmaction - INFO - Epoch [146][140/396] lr: 1.189e-01, eta: 21:55:38, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7549, loss_cls: 2.0892, loss: 2.0892, grad_norm: 1.8684, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8070, loss_cls/aux0: 1.7189, loss/aux0: 1.7189 2020-10-20 00:44:30,832 - mmaction - INFO - Epoch [146][160/396] lr: 1.189e-01, eta: 21:54:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4763, top5_acc: 0.7357, loss_cls: 2.1689, loss: 2.1689, grad_norm: 1.8435, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.7080, loss/aux0: 1.7080 2020-10-20 00:44:31,808 - mmaction - INFO - Epoch [146][160/396] lr: 1.189e-01, eta: 21:55:03, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4763, top5_acc: 0.7357, loss_cls: 2.1689, loss: 2.1689, grad_norm: 1.8484, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.7046, loss/aux0: 1.7046 2020-10-20 00:45:08,386 - mmaction - INFO - Epoch [146][180/396] lr: 1.189e-01, eta: 21:54:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7531, loss_cls: 2.0555, loss: 2.0555, grad_norm: 1.8459, top1_acc/aux0: 0.5815, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7160, loss/aux0: 1.7160 2020-10-20 00:45:09,354 - mmaction - INFO - Epoch [146][180/396] lr: 1.189e-01, eta: 21:54:28, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7531, loss_cls: 2.0555, loss: 2.0555, grad_norm: 1.8536, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7229, loss/aux0: 1.7229 2020-10-20 00:45:45,944 - mmaction - INFO - Epoch [146][200/396] lr: 1.189e-01, eta: 21:53:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7477, loss_cls: 2.0797, loss: 2.0797, grad_norm: 1.8126, top1_acc/aux0: 0.5669, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7409, loss/aux0: 1.7409 2020-10-20 00:45:46,889 - mmaction - INFO - Epoch [146][200/396] lr: 1.189e-01, eta: 21:53:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7477, loss_cls: 2.0797, loss: 2.0797, grad_norm: 1.8053, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7298, loss/aux0: 1.7298 2020-10-20 00:46:23,545 - mmaction - INFO - Epoch [146][220/396] lr: 1.189e-01, eta: 21:53:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7370, loss_cls: 2.1279, loss: 2.1279, grad_norm: 1.8415, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7288, loss/aux0: 1.7288 2020-10-20 00:46:24,546 - mmaction - INFO - Epoch [146][220/396] lr: 1.189e-01, eta: 21:53:19, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4938, top5_acc: 0.7370, loss_cls: 2.1279, loss: 2.1279, grad_norm: 1.8433, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7383, loss/aux0: 1.7383 2020-10-20 00:47:00,981 - mmaction - INFO - Epoch [146][240/396] lr: 1.189e-01, eta: 21:52:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7516, loss_cls: 2.0552, loss: 2.0552, grad_norm: 1.7972, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6663, loss/aux0: 1.6663 2020-10-20 00:47:01,942 - mmaction - INFO - Epoch [146][240/396] lr: 1.189e-01, eta: 21:52:44, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5125, top5_acc: 0.7516, loss_cls: 2.0552, loss: 2.0552, grad_norm: 1.7994, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6623, loss/aux0: 1.6623 2020-10-20 00:47:38,619 - mmaction - INFO - Epoch [146][260/396] lr: 1.189e-01, eta: 21:51:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7336, loss_cls: 2.1311, loss: 2.1311, grad_norm: 1.8608, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7381, loss/aux0: 1.7381 2020-10-20 00:47:39,588 - mmaction - INFO - Epoch [146][260/396] lr: 1.189e-01, eta: 21:52:09, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7336, loss_cls: 2.1311, loss: 2.1311, grad_norm: 1.8781, top1_acc/aux0: 0.5708, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7311, loss/aux0: 1.7311 2020-10-20 00:48:16,147 - mmaction - INFO - Epoch [146][280/396] lr: 1.189e-01, eta: 21:51:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7391, loss_cls: 2.1398, loss: 2.1398, grad_norm: 1.8573, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7207, loss/aux0: 1.7207 2020-10-20 00:48:17,102 - mmaction - INFO - Epoch [146][280/396] lr: 1.189e-01, eta: 21:51:34, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7391, loss_cls: 2.1398, loss: 2.1398, grad_norm: 1.8637, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.7136, loss/aux0: 1.7136 2020-10-20 00:48:53,655 - mmaction - INFO - Epoch [146][300/396] lr: 1.189e-01, eta: 21:50:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7299, loss_cls: 2.1411, loss: 2.1411, grad_norm: 1.8366, top1_acc/aux0: 0.5664, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7458, loss/aux0: 1.7458 2020-10-20 00:48:54,615 - mmaction - INFO - Epoch [146][300/396] lr: 1.189e-01, eta: 21:50:59, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7299, loss_cls: 2.1411, loss: 2.1411, grad_norm: 1.8259, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7456, loss/aux0: 1.7456 2020-10-20 00:49:31,246 - mmaction - INFO - Epoch [146][320/396] lr: 1.189e-01, eta: 21:50:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7393, loss_cls: 2.1253, loss: 2.1253, grad_norm: 1.8730, top1_acc/aux0: 0.5654, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7419, loss/aux0: 1.7419 2020-10-20 00:49:32,279 - mmaction - INFO - Epoch [146][320/396] lr: 1.189e-01, eta: 21:50:24, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4820, top5_acc: 0.7393, loss_cls: 2.1253, loss: 2.1253, grad_norm: 1.8759, top1_acc/aux0: 0.5630, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7504, loss/aux0: 1.7504 2020-10-20 00:50:08,799 - mmaction - INFO - Epoch [146][340/396] lr: 1.189e-01, eta: 21:49:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7430, loss_cls: 2.1046, loss: 2.1046, grad_norm: 1.8769, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6747, loss/aux0: 1.6747 2020-10-20 00:50:09,724 - mmaction - INFO - Epoch [146][340/396] lr: 1.189e-01, eta: 21:49:49, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7430, loss_cls: 2.1046, loss: 2.1046, grad_norm: 1.8691, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6670, loss/aux0: 1.6670 2020-10-20 00:50:46,372 - mmaction - INFO - Epoch [146][360/396] lr: 1.189e-01, eta: 21:49:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7354, loss_cls: 2.1473, loss: 2.1473, grad_norm: 1.7818, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6772, loss/aux0: 1.6772 2020-10-20 00:50:47,355 - mmaction - INFO - Epoch [146][360/396] lr: 1.189e-01, eta: 21:49:15, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7354, loss_cls: 2.1473, loss: 2.1473, grad_norm: 1.7938, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6983, loss/aux0: 1.6983 2020-10-20 00:51:23,837 - mmaction - INFO - Epoch [146][380/396] lr: 1.189e-01, eta: 21:48:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7349, loss_cls: 2.1492, loss: 2.1492, grad_norm: 1.8733, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7590, loss/aux0: 1.7590 2020-10-20 00:51:24,774 - mmaction - INFO - Epoch [146][380/396] lr: 1.189e-01, eta: 21:48:40, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4815, top5_acc: 0.7349, loss_cls: 2.1492, loss: 2.1492, grad_norm: 1.8659, top1_acc/aux0: 0.5690, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7492, loss/aux0: 1.7492 2020-10-20 00:56:12,902 - mmaction - INFO - Epoch [147][20/396] lr: 1.171e-01, eta: 21:47:00, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7576, loss_cls: 2.0634, loss: 2.0634, grad_norm: 1.8219, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8235, loss_cls/aux0: 1.6590, loss/aux0: 1.6590 2020-10-20 00:56:13,917 - mmaction - INFO - Epoch [147][20/396] lr: 1.171e-01, eta: 21:47:14, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7576, loss_cls: 2.0634, loss: 2.0634, grad_norm: 1.8340, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6634, loss/aux0: 1.6634 2020-10-20 00:56:50,439 - mmaction - INFO - Epoch [147][40/396] lr: 1.171e-01, eta: 21:46:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7414, loss_cls: 2.0926, loss: 2.0926, grad_norm: 1.8532, top1_acc/aux0: 0.5711, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7252, loss/aux0: 1.7252 2020-10-20 00:56:51,415 - mmaction - INFO - Epoch [147][40/396] lr: 1.171e-01, eta: 21:46:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7414, loss_cls: 2.0926, loss: 2.0926, grad_norm: 1.8557, top1_acc/aux0: 0.5716, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.7261, loss/aux0: 1.7261 2020-10-20 00:57:27,952 - mmaction - INFO - Epoch [147][60/396] lr: 1.171e-01, eta: 21:45:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7562, loss_cls: 2.0476, loss: 2.0476, grad_norm: 1.8364, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7047, loss/aux0: 1.7047 2020-10-20 00:57:28,912 - mmaction - INFO - Epoch [147][60/396] lr: 1.171e-01, eta: 21:46:04, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7562, loss_cls: 2.0476, loss: 2.0476, grad_norm: 1.8493, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6885, loss/aux0: 1.6885 2020-10-20 00:58:05,420 - mmaction - INFO - Epoch [147][80/396] lr: 1.171e-01, eta: 21:45:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4917, top5_acc: 0.7445, loss_cls: 2.0905, loss: 2.0905, grad_norm: 1.8472, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6871, loss/aux0: 1.6871 2020-10-20 00:58:06,430 - mmaction - INFO - Epoch [147][80/396] lr: 1.171e-01, eta: 21:45:29, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4917, top5_acc: 0.7445, loss_cls: 2.0905, loss: 2.0905, grad_norm: 1.8504, top1_acc/aux0: 0.5745, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.6919, loss/aux0: 1.6919 2020-10-20 00:58:42,964 - mmaction - INFO - Epoch [147][100/396] lr: 1.171e-01, eta: 21:44:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7471, loss_cls: 2.1032, loss: 2.1032, grad_norm: 1.8857, top1_acc/aux0: 0.5773, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7102, loss/aux0: 1.7102 2020-10-20 00:58:43,922 - mmaction - INFO - Epoch [147][100/396] lr: 1.171e-01, eta: 21:44:54, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7471, loss_cls: 2.1032, loss: 2.1032, grad_norm: 1.8854, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7205, loss/aux0: 1.7205 2020-10-20 00:59:20,443 - mmaction - INFO - Epoch [147][120/396] lr: 1.171e-01, eta: 21:44:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7318, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.8536, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6974, loss/aux0: 1.6974 2020-10-20 00:59:21,409 - mmaction - INFO - Epoch [147][120/396] lr: 1.171e-01, eta: 21:44:19, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4737, top5_acc: 0.7318, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.8611, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6975, loss/aux0: 1.6975 2020-10-20 00:59:58,021 - mmaction - INFO - Epoch [147][140/396] lr: 1.171e-01, eta: 21:43:30, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7458, loss_cls: 2.1375, loss: 2.1375, grad_norm: 1.8376, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.6852, loss/aux0: 1.6852 2020-10-20 00:59:58,966 - mmaction - INFO - Epoch [147][140/396] lr: 1.171e-01, eta: 21:43:45, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4880, top5_acc: 0.7458, loss_cls: 2.1375, loss: 2.1375, grad_norm: 1.8498, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.6875, loss/aux0: 1.6875 2020-10-20 01:00:35,528 - mmaction - INFO - Epoch [147][160/396] lr: 1.171e-01, eta: 21:42:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7326, loss_cls: 2.1326, loss: 2.1326, grad_norm: 1.8561, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7477, loss/aux0: 1.7477 2020-10-20 01:00:36,456 - mmaction - INFO - Epoch [147][160/396] lr: 1.171e-01, eta: 21:43:10, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4766, top5_acc: 0.7326, loss_cls: 2.1326, loss: 2.1326, grad_norm: 1.8510, top1_acc/aux0: 0.5789, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7358, loss/aux0: 1.7358 2020-10-20 01:01:13,030 - mmaction - INFO - Epoch [147][180/396] lr: 1.171e-01, eta: 21:42:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7357, loss_cls: 2.1419, loss: 2.1419, grad_norm: 1.8928, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.6942, loss/aux0: 1.6942 2020-10-20 01:01:13,973 - mmaction - INFO - Epoch [147][180/396] lr: 1.171e-01, eta: 21:42:35, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7357, loss_cls: 2.1419, loss: 2.1419, grad_norm: 1.8977, top1_acc/aux0: 0.5828, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.6990, loss/aux0: 1.6990 2020-10-20 01:01:50,623 - mmaction - INFO - Epoch [147][200/396] lr: 1.171e-01, eta: 21:41:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7359, loss_cls: 2.1363, loss: 2.1363, grad_norm: 1.8447, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7217, loss/aux0: 1.7217 2020-10-20 01:01:51,592 - mmaction - INFO - Epoch [147][200/396] lr: 1.171e-01, eta: 21:42:00, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7359, loss_cls: 2.1363, loss: 2.1363, grad_norm: 1.8391, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.7082, loss/aux0: 1.7082 2020-10-20 01:02:28,300 - mmaction - INFO - Epoch [147][220/396] lr: 1.171e-01, eta: 21:41:11, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7385, loss_cls: 2.0990, loss: 2.0990, grad_norm: 1.8026, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6401, loss/aux0: 1.6401 2020-10-20 01:02:29,265 - mmaction - INFO - Epoch [147][220/396] lr: 1.171e-01, eta: 21:41:25, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4896, top5_acc: 0.7385, loss_cls: 2.0990, loss: 2.0990, grad_norm: 1.7944, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6506, loss/aux0: 1.6506 2020-10-20 01:03:05,742 - mmaction - INFO - Epoch [147][240/396] lr: 1.171e-01, eta: 21:40:36, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7417, loss_cls: 2.1044, loss: 2.1044, grad_norm: 1.8808, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6672, loss/aux0: 1.6672 2020-10-20 01:03:06,706 - mmaction - INFO - Epoch [147][240/396] lr: 1.171e-01, eta: 21:40:50, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7417, loss_cls: 2.1044, loss: 2.1044, grad_norm: 1.8860, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6884, loss/aux0: 1.6884 2020-10-20 01:03:43,246 - mmaction - INFO - Epoch [147][260/396] lr: 1.171e-01, eta: 21:40:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7451, loss_cls: 2.0402, loss: 2.0402, grad_norm: 1.8279, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6857, loss/aux0: 1.6857 2020-10-20 01:03:44,208 - mmaction - INFO - Epoch [147][260/396] lr: 1.171e-01, eta: 21:40:15, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7451, loss_cls: 2.0402, loss: 2.0402, grad_norm: 1.8345, top1_acc/aux0: 0.5727, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6809, loss/aux0: 1.6809 2020-10-20 01:04:20,835 - mmaction - INFO - Epoch [147][280/396] lr: 1.171e-01, eta: 21:39:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7323, loss_cls: 2.1544, loss: 2.1544, grad_norm: 1.8482, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7235, loss/aux0: 1.7235 2020-10-20 01:04:21,802 - mmaction - INFO - Epoch [147][280/396] lr: 1.171e-01, eta: 21:39:40, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4844, top5_acc: 0.7323, loss_cls: 2.1544, loss: 2.1544, grad_norm: 1.8459, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7021, loss/aux0: 1.7021 2020-10-20 01:04:58,493 - mmaction - INFO - Epoch [147][300/396] lr: 1.171e-01, eta: 21:38:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7411, loss_cls: 2.1180, loss: 2.1180, grad_norm: 1.8137, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7021, loss/aux0: 1.7021 2020-10-20 01:04:59,444 - mmaction - INFO - Epoch [147][300/396] lr: 1.171e-01, eta: 21:39:05, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4852, top5_acc: 0.7411, loss_cls: 2.1180, loss: 2.1180, grad_norm: 1.8357, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7189, loss/aux0: 1.7189 2020-10-20 01:05:36,071 - mmaction - INFO - Epoch [147][320/396] lr: 1.171e-01, eta: 21:38:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7409, loss_cls: 2.0977, loss: 2.0977, grad_norm: 1.8414, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6773, loss/aux0: 1.6773 2020-10-20 01:05:37,030 - mmaction - INFO - Epoch [147][320/396] lr: 1.171e-01, eta: 21:38:30, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7409, loss_cls: 2.0977, loss: 2.0977, grad_norm: 1.8539, top1_acc/aux0: 0.5758, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6717, loss/aux0: 1.6717 2020-10-20 01:06:13,597 - mmaction - INFO - Epoch [147][340/396] lr: 1.171e-01, eta: 21:37:42, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7289, loss_cls: 2.1138, loss: 2.1138, grad_norm: 1.8492, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7220, loss/aux0: 1.7220 2020-10-20 01:06:14,576 - mmaction - INFO - Epoch [147][340/396] lr: 1.171e-01, eta: 21:37:56, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7289, loss_cls: 2.1138, loss: 2.1138, grad_norm: 1.8464, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7277, loss/aux0: 1.7277 2020-10-20 01:06:51,162 - mmaction - INFO - Epoch [147][360/396] lr: 1.171e-01, eta: 21:37:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7479, loss_cls: 2.0603, loss: 2.0603, grad_norm: 1.8256, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6941, loss/aux0: 1.6941 2020-10-20 01:06:52,125 - mmaction - INFO - Epoch [147][360/396] lr: 1.171e-01, eta: 21:37:21, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7479, loss_cls: 2.0603, loss: 2.0603, grad_norm: 1.8287, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6930, loss/aux0: 1.6930 2020-10-20 01:07:28,757 - mmaction - INFO - Epoch [147][380/396] lr: 1.171e-01, eta: 21:36:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7549, loss_cls: 2.0755, loss: 2.0755, grad_norm: 1.8666, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6998, loss/aux0: 1.6998 2020-10-20 01:07:29,739 - mmaction - INFO - Epoch [147][380/396] lr: 1.171e-01, eta: 21:36:46, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7549, loss_cls: 2.0755, loss: 2.0755, grad_norm: 1.8743, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.7015, loss/aux0: 1.7015 2020-10-20 01:12:18,597 - mmaction - INFO - Epoch [148][20/396] lr: 1.153e-01, eta: 21:35:07, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7529, loss_cls: 2.0307, loss: 2.0307, grad_norm: 1.8390, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.7012, loss/aux0: 1.7012 2020-10-20 01:12:19,555 - mmaction - INFO - Epoch [148][20/396] lr: 1.153e-01, eta: 21:35:20, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7529, loss_cls: 2.0307, loss: 2.0307, grad_norm: 1.8442, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6943, loss/aux0: 1.6943 2020-10-20 01:12:56,039 - mmaction - INFO - Epoch [148][40/396] lr: 1.153e-01, eta: 21:34:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7482, loss_cls: 2.0981, loss: 2.0981, grad_norm: 1.8556, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6758, loss/aux0: 1.6758 2020-10-20 01:12:56,981 - mmaction - INFO - Epoch [148][40/396] lr: 1.153e-01, eta: 21:34:45, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4831, top5_acc: 0.7482, loss_cls: 2.0981, loss: 2.0981, grad_norm: 1.8566, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6760, loss/aux0: 1.6760 2020-10-20 01:13:33,475 - mmaction - INFO - Epoch [148][60/396] lr: 1.153e-01, eta: 21:33:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7388, loss_cls: 2.0837, loss: 2.0837, grad_norm: 1.8184, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6835, loss/aux0: 1.6835 2020-10-20 01:13:34,445 - mmaction - INFO - Epoch [148][60/396] lr: 1.153e-01, eta: 21:34:10, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4870, top5_acc: 0.7388, loss_cls: 2.0837, loss: 2.0837, grad_norm: 1.8111, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6838, loss/aux0: 1.6838 2020-10-20 01:14:10,920 - mmaction - INFO - Epoch [148][80/396] lr: 1.153e-01, eta: 21:33:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7523, loss_cls: 2.0534, loss: 2.0534, grad_norm: 1.8658, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.7089, loss/aux0: 1.7089 2020-10-20 01:14:11,892 - mmaction - INFO - Epoch [148][80/396] lr: 1.153e-01, eta: 21:33:36, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7523, loss_cls: 2.0534, loss: 2.0534, grad_norm: 1.8528, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8117, loss_cls/aux0: 1.7041, loss/aux0: 1.7041 2020-10-20 01:14:48,436 - mmaction - INFO - Epoch [148][100/396] lr: 1.153e-01, eta: 21:32:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7422, loss_cls: 2.0883, loss: 2.0883, grad_norm: 1.8448, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6285, loss/aux0: 1.6285 2020-10-20 01:14:49,392 - mmaction - INFO - Epoch [148][100/396] lr: 1.153e-01, eta: 21:33:01, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4839, top5_acc: 0.7422, loss_cls: 2.0883, loss: 2.0883, grad_norm: 1.8595, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6433, loss/aux0: 1.6433 2020-10-20 01:15:26,000 - mmaction - INFO - Epoch [148][120/396] lr: 1.153e-01, eta: 21:32:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7523, loss_cls: 2.0803, loss: 2.0803, grad_norm: 1.8474, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7096, loss/aux0: 1.7096 2020-10-20 01:15:26,956 - mmaction - INFO - Epoch [148][120/396] lr: 1.153e-01, eta: 21:32:26, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7523, loss_cls: 2.0803, loss: 2.0803, grad_norm: 1.8519, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7026, loss/aux0: 1.7026 2020-10-20 01:16:03,484 - mmaction - INFO - Epoch [148][140/396] lr: 1.153e-01, eta: 21:31:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7500, loss_cls: 2.0712, loss: 2.0712, grad_norm: 1.8780, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6992, loss/aux0: 1.6992 2020-10-20 01:16:04,420 - mmaction - INFO - Epoch [148][140/396] lr: 1.153e-01, eta: 21:31:51, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7500, loss_cls: 2.0712, loss: 2.0712, grad_norm: 1.8592, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.7022, loss/aux0: 1.7022 2020-10-20 01:16:40,941 - mmaction - INFO - Epoch [148][160/396] lr: 1.153e-01, eta: 21:31:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4937, top5_acc: 0.7508, loss_cls: 2.0803, loss: 2.0803, grad_norm: 1.8791, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6688, loss/aux0: 1.6688 2020-10-20 01:16:41,888 - mmaction - INFO - Epoch [148][160/396] lr: 1.153e-01, eta: 21:31:16, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4937, top5_acc: 0.7508, loss_cls: 2.0803, loss: 2.0803, grad_norm: 1.8812, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6711, loss/aux0: 1.6711 2020-10-20 01:17:18,360 - mmaction - INFO - Epoch [148][180/396] lr: 1.153e-01, eta: 21:30:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7560, loss_cls: 2.0412, loss: 2.0412, grad_norm: 1.8664, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8096, loss_cls/aux0: 1.7331, loss/aux0: 1.7331 2020-10-20 01:17:19,284 - mmaction - INFO - Epoch [148][180/396] lr: 1.153e-01, eta: 21:30:41, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7560, loss_cls: 2.0412, loss: 2.0412, grad_norm: 1.8622, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7317, loss/aux0: 1.7317 2020-10-20 01:17:55,938 - mmaction - INFO - Epoch [148][200/396] lr: 1.153e-01, eta: 21:29:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7383, loss_cls: 2.1522, loss: 2.1522, grad_norm: 1.8796, top1_acc/aux0: 0.5648, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.7835, loss/aux0: 1.7835 2020-10-20 01:17:56,871 - mmaction - INFO - Epoch [148][200/396] lr: 1.153e-01, eta: 21:30:06, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7383, loss_cls: 2.1522, loss: 2.1522, grad_norm: 1.8806, top1_acc/aux0: 0.5633, top5_acc/aux0: 0.8018, loss_cls/aux0: 1.7898, loss/aux0: 1.7898 2020-10-20 01:18:33,356 - mmaction - INFO - Epoch [148][220/396] lr: 1.153e-01, eta: 21:29:17, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7443, loss_cls: 2.0859, loss: 2.0859, grad_norm: 1.8773, top1_acc/aux0: 0.5656, top5_acc/aux0: 0.8039, loss_cls/aux0: 1.7375, loss/aux0: 1.7375 2020-10-20 01:18:34,307 - mmaction - INFO - Epoch [148][220/396] lr: 1.153e-01, eta: 21:29:31, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7443, loss_cls: 2.0859, loss: 2.0859, grad_norm: 1.8824, top1_acc/aux0: 0.5659, top5_acc/aux0: 0.8060, loss_cls/aux0: 1.7336, loss/aux0: 1.7336 2020-10-20 01:19:10,926 - mmaction - INFO - Epoch [148][240/396] lr: 1.153e-01, eta: 21:28:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4966, top5_acc: 0.7352, loss_cls: 2.1125, loss: 2.1125, grad_norm: 1.8698, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7125, loss/aux0: 1.7125 2020-10-20 01:19:11,876 - mmaction - INFO - Epoch [148][240/396] lr: 1.153e-01, eta: 21:28:56, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4966, top5_acc: 0.7352, loss_cls: 2.1125, loss: 2.1125, grad_norm: 1.8663, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7067, loss/aux0: 1.7067 2020-10-20 01:19:48,456 - mmaction - INFO - Epoch [148][260/396] lr: 1.153e-01, eta: 21:28:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7388, loss_cls: 2.1266, loss: 2.1266, grad_norm: 1.8307, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7164, loss/aux0: 1.7164 2020-10-20 01:19:49,427 - mmaction - INFO - Epoch [148][260/396] lr: 1.153e-01, eta: 21:28:21, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4865, top5_acc: 0.7388, loss_cls: 2.1266, loss: 2.1266, grad_norm: 1.8289, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7190, loss/aux0: 1.7190 2020-10-20 01:20:25,926 - mmaction - INFO - Epoch [148][280/396] lr: 1.153e-01, eta: 21:27:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7435, loss_cls: 2.1083, loss: 2.1083, grad_norm: 1.8884, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6859, loss/aux0: 1.6859 2020-10-20 01:20:26,886 - mmaction - INFO - Epoch [148][280/396] lr: 1.153e-01, eta: 21:27:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7435, loss_cls: 2.1083, loss: 2.1083, grad_norm: 1.8920, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6913, loss/aux0: 1.6913 2020-10-20 01:21:03,437 - mmaction - INFO - Epoch [148][300/396] lr: 1.153e-01, eta: 21:26:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4937, top5_acc: 0.7466, loss_cls: 2.0961, loss: 2.0961, grad_norm: 1.7848, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6946, loss/aux0: 1.6946 2020-10-20 01:21:04,377 - mmaction - INFO - Epoch [148][300/396] lr: 1.153e-01, eta: 21:27:11, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4937, top5_acc: 0.7466, loss_cls: 2.0961, loss: 2.0961, grad_norm: 1.7907, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6816, loss/aux0: 1.6816 2020-10-20 01:21:41,094 - mmaction - INFO - Epoch [148][320/396] lr: 1.153e-01, eta: 21:26:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7518, loss_cls: 2.0628, loss: 2.0628, grad_norm: 1.8968, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6616, loss/aux0: 1.6616 2020-10-20 01:21:42,052 - mmaction - INFO - Epoch [148][320/396] lr: 1.153e-01, eta: 21:26:36, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7518, loss_cls: 2.0628, loss: 2.0628, grad_norm: 1.8853, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6749, loss/aux0: 1.6749 2020-10-20 01:22:18,609 - mmaction - INFO - Epoch [148][340/396] lr: 1.153e-01, eta: 21:25:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7417, loss_cls: 2.1061, loss: 2.1061, grad_norm: 1.8906, top1_acc/aux0: 0.5685, top5_acc/aux0: 0.8057, loss_cls/aux0: 1.7459, loss/aux0: 1.7459 2020-10-20 01:22:19,561 - mmaction - INFO - Epoch [148][340/396] lr: 1.153e-01, eta: 21:26:01, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7417, loss_cls: 2.1061, loss: 2.1061, grad_norm: 1.8935, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7493, loss/aux0: 1.7493 2020-10-20 01:22:56,030 - mmaction - INFO - Epoch [148][360/396] lr: 1.153e-01, eta: 21:25:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7292, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.8986, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6457, loss/aux0: 1.6457 2020-10-20 01:22:56,988 - mmaction - INFO - Epoch [148][360/396] lr: 1.153e-01, eta: 21:25:26, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4674, top5_acc: 0.7292, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.8865, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6254, loss/aux0: 1.6254 2020-10-20 01:23:33,488 - mmaction - INFO - Epoch [148][380/396] lr: 1.153e-01, eta: 21:24:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7409, loss_cls: 2.0836, loss: 2.0836, grad_norm: 1.8559, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.7051, loss/aux0: 1.7051 2020-10-20 01:23:34,456 - mmaction - INFO - Epoch [148][380/396] lr: 1.153e-01, eta: 21:24:51, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7409, loss_cls: 2.0836, loss: 2.0836, grad_norm: 1.8630, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7219, loss/aux0: 1.7219 2020-10-20 01:28:33,882 - mmaction - INFO - Epoch [149][20/396] lr: 1.136e-01, eta: 21:23:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7505, loss_cls: 2.0672, loss: 2.0672, grad_norm: 1.8552, top1_acc/aux0: 0.5855, top5_acc/aux0: 0.8152, loss_cls/aux0: 1.6848, loss/aux0: 1.6848 2020-10-20 01:28:34,842 - mmaction - INFO - Epoch [149][20/396] lr: 1.136e-01, eta: 21:23:26, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7505, loss_cls: 2.0672, loss: 2.0672, grad_norm: 1.8688, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6936, loss/aux0: 1.6936 2020-10-20 01:29:11,238 - mmaction - INFO - Epoch [149][40/396] lr: 1.136e-01, eta: 21:22:37, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7552, loss_cls: 2.0240, loss: 2.0240, grad_norm: 1.8602, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.7005, loss/aux0: 1.7005 2020-10-20 01:29:12,239 - mmaction - INFO - Epoch [149][40/396] lr: 1.136e-01, eta: 21:22:51, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7552, loss_cls: 2.0240, loss: 2.0240, grad_norm: 1.8687, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6889, loss/aux0: 1.6889 2020-10-20 01:29:48,788 - mmaction - INFO - Epoch [149][60/396] lr: 1.136e-01, eta: 21:22:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7594, loss_cls: 2.0392, loss: 2.0392, grad_norm: 1.8521, top1_acc/aux0: 0.5674, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7309, loss/aux0: 1.7309 2020-10-20 01:29:49,733 - mmaction - INFO - Epoch [149][60/396] lr: 1.136e-01, eta: 21:22:16, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4948, top5_acc: 0.7594, loss_cls: 2.0392, loss: 2.0392, grad_norm: 1.8604, top1_acc/aux0: 0.5667, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7329, loss/aux0: 1.7329 2020-10-20 01:30:26,158 - mmaction - INFO - Epoch [149][80/396] lr: 1.136e-01, eta: 21:21:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7508, loss_cls: 2.0606, loss: 2.0606, grad_norm: 1.8557, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7178, loss/aux0: 1.7178 2020-10-20 01:30:27,163 - mmaction - INFO - Epoch [149][80/396] lr: 1.136e-01, eta: 21:21:41, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7508, loss_cls: 2.0606, loss: 2.0606, grad_norm: 1.8421, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7107, loss/aux0: 1.7107 2020-10-20 01:31:03,545 - mmaction - INFO - Epoch [149][100/396] lr: 1.136e-01, eta: 21:20:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7484, loss_cls: 2.1207, loss: 2.1207, grad_norm: 1.9125, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.7023, loss/aux0: 1.7023 2020-10-20 01:31:04,473 - mmaction - INFO - Epoch [149][100/396] lr: 1.136e-01, eta: 21:21:06, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4810, top5_acc: 0.7484, loss_cls: 2.1207, loss: 2.1207, grad_norm: 1.9228, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.7139, loss/aux0: 1.7139 2020-10-20 01:31:41,172 - mmaction - INFO - Epoch [149][120/396] lr: 1.136e-01, eta: 21:20:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7487, loss_cls: 2.0588, loss: 2.0588, grad_norm: 1.8970, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6685, loss/aux0: 1.6685 2020-10-20 01:31:42,143 - mmaction - INFO - Epoch [149][120/396] lr: 1.136e-01, eta: 21:20:31, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7487, loss_cls: 2.0588, loss: 2.0588, grad_norm: 1.8981, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6572, loss/aux0: 1.6572 2020-10-20 01:32:18,791 - mmaction - INFO - Epoch [149][140/396] lr: 1.136e-01, eta: 21:19:43, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7471, loss_cls: 2.0709, loss: 2.0709, grad_norm: 1.9251, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.6228, loss/aux0: 1.6228 2020-10-20 01:32:19,733 - mmaction - INFO - Epoch [149][140/396] lr: 1.136e-01, eta: 21:19:56, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7471, loss_cls: 2.0709, loss: 2.0709, grad_norm: 1.9258, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.6292, loss/aux0: 1.6292 2020-10-20 01:32:56,388 - mmaction - INFO - Epoch [149][160/396] lr: 1.136e-01, eta: 21:19:08, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7479, loss_cls: 2.0782, loss: 2.0782, grad_norm: 1.8653, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6384, loss/aux0: 1.6384 2020-10-20 01:32:57,406 - mmaction - INFO - Epoch [149][160/396] lr: 1.136e-01, eta: 21:19:22, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7479, loss_cls: 2.0782, loss: 2.0782, grad_norm: 1.8671, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6419, loss/aux0: 1.6419 2020-10-20 01:33:33,892 - mmaction - INFO - Epoch [149][180/396] lr: 1.136e-01, eta: 21:18:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7456, loss_cls: 2.1067, loss: 2.1067, grad_norm: 1.8632, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.6881, loss/aux0: 1.6881 2020-10-20 01:33:34,882 - mmaction - INFO - Epoch [149][180/396] lr: 1.136e-01, eta: 21:18:47, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.4862, top5_acc: 0.7456, loss_cls: 2.1067, loss: 2.1067, grad_norm: 1.8615, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.6900, loss/aux0: 1.6900 2020-10-20 01:34:11,363 - mmaction - INFO - Epoch [149][200/396] lr: 1.136e-01, eta: 21:17:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7367, loss_cls: 2.1174, loss: 2.1174, grad_norm: 1.8623, top1_acc/aux0: 0.5784, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7351, loss/aux0: 1.7351 2020-10-20 01:34:12,331 - mmaction - INFO - Epoch [149][200/396] lr: 1.136e-01, eta: 21:18:12, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7367, loss_cls: 2.1174, loss: 2.1174, grad_norm: 1.8664, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7280, loss/aux0: 1.7280 2020-10-20 01:34:48,954 - mmaction - INFO - Epoch [149][220/396] lr: 1.136e-01, eta: 21:17:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7424, loss_cls: 2.0751, loss: 2.0751, grad_norm: 1.8417, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6592, loss/aux0: 1.6592 2020-10-20 01:34:49,929 - mmaction - INFO - Epoch [149][220/396] lr: 1.136e-01, eta: 21:17:37, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7424, loss_cls: 2.0751, loss: 2.0751, grad_norm: 1.8512, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6673, loss/aux0: 1.6673 2020-10-20 01:35:26,508 - mmaction - INFO - Epoch [149][240/396] lr: 1.136e-01, eta: 21:16:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4982, top5_acc: 0.7451, loss_cls: 2.0839, loss: 2.0839, grad_norm: 1.8756, top1_acc/aux0: 0.5753, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7023, loss/aux0: 1.7023 2020-10-20 01:35:27,530 - mmaction - INFO - Epoch [149][240/396] lr: 1.136e-01, eta: 21:17:02, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4982, top5_acc: 0.7451, loss_cls: 2.0839, loss: 2.0839, grad_norm: 1.8750, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.7103, loss/aux0: 1.7103 2020-10-20 01:36:03,965 - mmaction - INFO - Epoch [149][260/396] lr: 1.136e-01, eta: 21:16:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7422, loss_cls: 2.0813, loss: 2.0813, grad_norm: 1.8355, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7305, loss/aux0: 1.7305 2020-10-20 01:36:04,935 - mmaction - INFO - Epoch [149][260/396] lr: 1.136e-01, eta: 21:16:27, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7422, loss_cls: 2.0813, loss: 2.0813, grad_norm: 1.8326, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8081, loss_cls/aux0: 1.7151, loss/aux0: 1.7151 2020-10-20 01:36:41,429 - mmaction - INFO - Epoch [149][280/396] lr: 1.136e-01, eta: 21:15:38, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4940, top5_acc: 0.7435, loss_cls: 2.0894, loss: 2.0894, grad_norm: 1.8722, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7016, loss/aux0: 1.7016 2020-10-20 01:36:42,354 - mmaction - INFO - Epoch [149][280/396] lr: 1.136e-01, eta: 21:15:52, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4940, top5_acc: 0.7435, loss_cls: 2.0894, loss: 2.0894, grad_norm: 1.8834, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8143, loss_cls/aux0: 1.7120, loss/aux0: 1.7120 2020-10-20 01:37:18,956 - mmaction - INFO - Epoch [149][300/396] lr: 1.136e-01, eta: 21:15:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7411, loss_cls: 2.1058, loss: 2.1058, grad_norm: 1.9399, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.7078, loss/aux0: 1.7078 2020-10-20 01:37:19,925 - mmaction - INFO - Epoch [149][300/396] lr: 1.136e-01, eta: 21:15:17, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4891, top5_acc: 0.7411, loss_cls: 2.1058, loss: 2.1058, grad_norm: 1.9444, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.7043, loss/aux0: 1.7043 2020-10-20 01:37:56,584 - mmaction - INFO - Epoch [149][320/396] lr: 1.136e-01, eta: 21:14:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7487, loss_cls: 2.1078, loss: 2.1078, grad_norm: 1.8851, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6621, loss/aux0: 1.6621 2020-10-20 01:37:57,506 - mmaction - INFO - Epoch [149][320/396] lr: 1.136e-01, eta: 21:14:42, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4878, top5_acc: 0.7487, loss_cls: 2.1078, loss: 2.1078, grad_norm: 1.8815, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6635, loss/aux0: 1.6635 2020-10-20 01:38:34,054 - mmaction - INFO - Epoch [149][340/396] lr: 1.136e-01, eta: 21:13:53, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7430, loss_cls: 2.0923, loss: 2.0923, grad_norm: 1.8714, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8091, loss_cls/aux0: 1.7363, loss/aux0: 1.7363 2020-10-20 01:38:35,017 - mmaction - INFO - Epoch [149][340/396] lr: 1.136e-01, eta: 21:14:07, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7430, loss_cls: 2.0923, loss: 2.0923, grad_norm: 1.8806, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7265, loss/aux0: 1.7265 2020-10-20 01:39:11,504 - mmaction - INFO - Epoch [149][360/396] lr: 1.136e-01, eta: 21:13:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7451, loss_cls: 2.0904, loss: 2.0904, grad_norm: 1.8736, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6955, loss/aux0: 1.6955 2020-10-20 01:39:12,476 - mmaction - INFO - Epoch [149][360/396] lr: 1.136e-01, eta: 21:13:32, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4922, top5_acc: 0.7451, loss_cls: 2.0904, loss: 2.0904, grad_norm: 1.8635, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6984, loss/aux0: 1.6984 2020-10-20 01:39:49,040 - mmaction - INFO - Epoch [149][380/396] lr: 1.136e-01, eta: 21:12:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7490, loss_cls: 2.0569, loss: 2.0569, grad_norm: 1.8943, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.6666, loss/aux0: 1.6666 2020-10-20 01:39:49,990 - mmaction - INFO - Epoch [149][380/396] lr: 1.136e-01, eta: 21:12:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7490, loss_cls: 2.0569, loss: 2.0569, grad_norm: 1.8929, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.6701, loss/aux0: 1.6701 2020-10-20 01:44:48,953 - mmaction - INFO - Epoch [150][20/396] lr: 1.118e-01, eta: 21:11:19, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7497, loss_cls: 2.0585, loss: 2.0585, grad_norm: 1.8977, top1_acc/aux0: 0.5737, top5_acc/aux0: 0.8215, loss_cls/aux0: 1.7002, loss/aux0: 1.7002 2020-10-20 01:44:49,916 - mmaction - INFO - Epoch [150][20/396] lr: 1.118e-01, eta: 21:11:32, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7497, loss_cls: 2.0585, loss: 2.0585, grad_norm: 1.8951, top1_acc/aux0: 0.5742, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6956, loss/aux0: 1.6956 2020-10-20 01:45:26,180 - mmaction - INFO - Epoch [150][40/396] lr: 1.118e-01, eta: 21:10:44, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7523, loss_cls: 2.0114, loss: 2.0114, grad_norm: 1.8984, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6714, loss/aux0: 1.6714 2020-10-20 01:45:27,142 - mmaction - INFO - Epoch [150][40/396] lr: 1.118e-01, eta: 21:10:57, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7523, loss_cls: 2.0114, loss: 2.0114, grad_norm: 1.8991, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6805, loss/aux0: 1.6805 2020-10-20 01:46:03,710 - mmaction - INFO - Epoch [150][60/396] lr: 1.118e-01, eta: 21:10:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7349, loss_cls: 2.1242, loss: 2.1242, grad_norm: 1.8969, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6963, loss/aux0: 1.6963 2020-10-20 01:46:04,654 - mmaction - INFO - Epoch [150][60/396] lr: 1.118e-01, eta: 21:10:22, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4911, top5_acc: 0.7349, loss_cls: 2.1242, loss: 2.1242, grad_norm: 1.9065, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6980, loss/aux0: 1.6980 2020-10-20 01:46:41,309 - mmaction - INFO - Epoch [150][80/396] lr: 1.118e-01, eta: 21:09:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7526, loss_cls: 2.0350, loss: 2.0350, grad_norm: 1.8649, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8083, loss_cls/aux0: 1.7163, loss/aux0: 1.7163 2020-10-20 01:46:42,294 - mmaction - INFO - Epoch [150][80/396] lr: 1.118e-01, eta: 21:09:47, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7526, loss_cls: 2.0350, loss: 2.0350, grad_norm: 1.8585, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7039, loss/aux0: 1.7039 2020-10-20 01:47:18,770 - mmaction - INFO - Epoch [150][100/396] lr: 1.118e-01, eta: 21:08:59, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7435, loss_cls: 2.0840, loss: 2.0840, grad_norm: 1.9065, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7185, loss/aux0: 1.7185 2020-10-20 01:47:19,707 - mmaction - INFO - Epoch [150][100/396] lr: 1.118e-01, eta: 21:09:12, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7435, loss_cls: 2.0840, loss: 2.0840, grad_norm: 1.9064, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7256, loss/aux0: 1.7256 2020-10-20 01:47:56,211 - mmaction - INFO - Epoch [150][120/396] lr: 1.118e-01, eta: 21:08:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7380, loss_cls: 2.1302, loss: 2.1302, grad_norm: 1.8937, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6799, loss/aux0: 1.6799 2020-10-20 01:47:57,158 - mmaction - INFO - Epoch [150][120/396] lr: 1.118e-01, eta: 21:08:37, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4849, top5_acc: 0.7380, loss_cls: 2.1302, loss: 2.1302, grad_norm: 1.8990, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6795, loss/aux0: 1.6795 2020-10-20 01:48:33,561 - mmaction - INFO - Epoch [150][140/396] lr: 1.118e-01, eta: 21:07:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7451, loss_cls: 2.0805, loss: 2.0805, grad_norm: 1.8949, top1_acc/aux0: 0.5695, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.7136, loss/aux0: 1.7136 2020-10-20 01:48:34,524 - mmaction - INFO - Epoch [150][140/396] lr: 1.118e-01, eta: 21:08:02, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4909, top5_acc: 0.7451, loss_cls: 2.0805, loss: 2.0805, grad_norm: 1.8810, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7058, loss/aux0: 1.7058 2020-10-20 01:49:11,149 - mmaction - INFO - Epoch [150][160/396] lr: 1.118e-01, eta: 21:07:14, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7531, loss_cls: 2.0457, loss: 2.0457, grad_norm: 1.9007, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.6733, loss/aux0: 1.6733 2020-10-20 01:49:12,103 - mmaction - INFO - Epoch [150][160/396] lr: 1.118e-01, eta: 21:07:27, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7531, loss_cls: 2.0457, loss: 2.0457, grad_norm: 1.9027, top1_acc/aux0: 0.5836, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6838, loss/aux0: 1.6838 2020-10-20 01:49:48,689 - mmaction - INFO - Epoch [150][180/396] lr: 1.118e-01, eta: 21:06:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7451, loss_cls: 2.1078, loss: 2.1078, grad_norm: 1.8675, top1_acc/aux0: 0.5734, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.7132, loss/aux0: 1.7132 2020-10-20 01:49:49,687 - mmaction - INFO - Epoch [150][180/396] lr: 1.118e-01, eta: 21:06:52, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7451, loss_cls: 2.1078, loss: 2.1078, grad_norm: 1.8601, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7086, loss/aux0: 1.7086 2020-10-20 01:50:26,185 - mmaction - INFO - Epoch [150][200/396] lr: 1.118e-01, eta: 21:06:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7456, loss_cls: 2.0762, loss: 2.0762, grad_norm: 1.8868, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6702, loss/aux0: 1.6702 2020-10-20 01:50:27,122 - mmaction - INFO - Epoch [150][200/396] lr: 1.118e-01, eta: 21:06:17, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4872, top5_acc: 0.7456, loss_cls: 2.0762, loss: 2.0762, grad_norm: 1.8826, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6730, loss/aux0: 1.6730 2020-10-20 01:51:03,786 - mmaction - INFO - Epoch [150][220/396] lr: 1.118e-01, eta: 21:05:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7406, loss_cls: 2.0580, loss: 2.0580, grad_norm: 1.9047, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6718, loss/aux0: 1.6718 2020-10-20 01:51:04,754 - mmaction - INFO - Epoch [150][220/396] lr: 1.118e-01, eta: 21:05:42, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7406, loss_cls: 2.0580, loss: 2.0580, grad_norm: 1.9030, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6656, loss/aux0: 1.6656 2020-10-20 01:51:41,456 - mmaction - INFO - Epoch [150][240/396] lr: 1.118e-01, eta: 21:04:54, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7417, loss_cls: 2.0978, loss: 2.0978, grad_norm: 1.8571, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6539, loss/aux0: 1.6539 2020-10-20 01:51:42,421 - mmaction - INFO - Epoch [150][240/396] lr: 1.118e-01, eta: 21:05:08, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7417, loss_cls: 2.0978, loss: 2.0978, grad_norm: 1.8669, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6618, loss/aux0: 1.6618 2020-10-20 01:52:19,007 - mmaction - INFO - Epoch [150][260/396] lr: 1.118e-01, eta: 21:04:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7367, loss_cls: 2.1329, loss: 2.1329, grad_norm: 1.8862, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6864, loss/aux0: 1.6864 2020-10-20 01:52:19,943 - mmaction - INFO - Epoch [150][260/396] lr: 1.118e-01, eta: 21:04:33, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7367, loss_cls: 2.1329, loss: 2.1329, grad_norm: 1.8944, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6789, loss/aux0: 1.6789 2020-10-20 01:52:56,684 - mmaction - INFO - Epoch [150][280/396] lr: 1.118e-01, eta: 21:03:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7523, loss_cls: 2.0618, loss: 2.0618, grad_norm: 1.8794, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.7123, loss/aux0: 1.7123 2020-10-20 01:52:57,651 - mmaction - INFO - Epoch [150][280/396] lr: 1.118e-01, eta: 21:03:58, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7523, loss_cls: 2.0618, loss: 2.0618, grad_norm: 1.8749, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.7142, loss/aux0: 1.7142 2020-10-20 01:53:33,983 - mmaction - INFO - Epoch [150][300/396] lr: 1.118e-01, eta: 21:03:09, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7422, loss_cls: 2.1105, loss: 2.1105, grad_norm: 1.9084, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.6794, loss/aux0: 1.6794 2020-10-20 01:53:34,963 - mmaction - INFO - Epoch [150][300/396] lr: 1.118e-01, eta: 21:03:23, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7422, loss_cls: 2.1105, loss: 2.1105, grad_norm: 1.9031, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.6768, loss/aux0: 1.6768 2020-10-20 01:54:11,594 - mmaction - INFO - Epoch [150][320/396] lr: 1.118e-01, eta: 21:02:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7503, loss_cls: 2.0779, loss: 2.0779, grad_norm: 1.8859, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6715, loss/aux0: 1.6715 2020-10-20 01:54:12,559 - mmaction - INFO - Epoch [150][320/396] lr: 1.118e-01, eta: 21:02:48, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4927, top5_acc: 0.7503, loss_cls: 2.0779, loss: 2.0779, grad_norm: 1.8785, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6669, loss/aux0: 1.6669 2020-10-20 01:54:49,073 - mmaction - INFO - Epoch [150][340/396] lr: 1.118e-01, eta: 21:01:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7318, loss_cls: 2.1476, loss: 2.1476, grad_norm: 1.9280, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6686, loss/aux0: 1.6686 2020-10-20 01:54:50,021 - mmaction - INFO - Epoch [150][340/396] lr: 1.118e-01, eta: 21:02:13, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4792, top5_acc: 0.7318, loss_cls: 2.1476, loss: 2.1476, grad_norm: 1.9319, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6794, loss/aux0: 1.6794 2020-10-20 01:55:26,735 - mmaction - INFO - Epoch [150][360/396] lr: 1.118e-01, eta: 21:01:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7547, loss_cls: 2.0530, loss: 2.0530, grad_norm: 1.9082, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6865, loss/aux0: 1.6865 2020-10-20 01:55:27,741 - mmaction - INFO - Epoch [150][360/396] lr: 1.118e-01, eta: 21:01:38, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7547, loss_cls: 2.0530, loss: 2.0530, grad_norm: 1.9167, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6821, loss/aux0: 1.6821 2020-10-20 01:56:04,331 - mmaction - INFO - Epoch [150][380/396] lr: 1.118e-01, eta: 21:00:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4935, top5_acc: 0.7372, loss_cls: 2.1274, loss: 2.1274, grad_norm: 1.8328, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.6792, loss/aux0: 1.6792 2020-10-20 01:56:05,327 - mmaction - INFO - Epoch [150][380/396] lr: 1.118e-01, eta: 21:01:03, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.4935, top5_acc: 0.7372, loss_cls: 2.1274, loss: 2.1274, grad_norm: 1.8274, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6602, loss/aux0: 1.6602 2020-10-20 02:01:03,430 - mmaction - INFO - Epoch [151][20/396] lr: 1.100e-01, eta: 20:59:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.4956, top5_acc: 0.7508, loss_cls: 2.0479, loss: 2.0479, grad_norm: 1.9295, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8257, loss_cls/aux0: 1.6744, loss/aux0: 1.6744 2020-10-20 02:01:04,342 - mmaction - INFO - Epoch [151][20/396] lr: 1.100e-01, eta: 20:59:38, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.4956, top5_acc: 0.7508, loss_cls: 2.0479, loss: 2.0479, grad_norm: 1.9240, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6697, loss/aux0: 1.6697 2020-10-20 02:01:40,721 - mmaction - INFO - Epoch [151][40/396] lr: 1.100e-01, eta: 20:58:50, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7503, loss_cls: 2.0450, loss: 2.0450, grad_norm: 1.8986, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6518, loss/aux0: 1.6518 2020-10-20 02:01:41,666 - mmaction - INFO - Epoch [151][40/396] lr: 1.100e-01, eta: 20:59:03, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.4943, top5_acc: 0.7503, loss_cls: 2.0450, loss: 2.0450, grad_norm: 1.8949, top1_acc/aux0: 0.5810, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6571, loss/aux0: 1.6571 2020-10-20 02:02:18,177 - mmaction - INFO - Epoch [151][60/396] lr: 1.100e-01, eta: 20:58:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7391, loss_cls: 2.1082, loss: 2.1082, grad_norm: 1.8904, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8073, loss_cls/aux0: 1.7389, loss/aux0: 1.7389 2020-10-20 02:02:19,144 - mmaction - INFO - Epoch [151][60/396] lr: 1.100e-01, eta: 20:58:28, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4833, top5_acc: 0.7391, loss_cls: 2.1082, loss: 2.1082, grad_norm: 1.8852, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8065, loss_cls/aux0: 1.7365, loss/aux0: 1.7365 2020-10-20 02:02:55,627 - mmaction - INFO - Epoch [151][80/396] lr: 1.100e-01, eta: 20:57:40, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7615, loss_cls: 2.0267, loss: 2.0267, grad_norm: 1.9080, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6760, loss/aux0: 1.6760 2020-10-20 02:02:56,578 - mmaction - INFO - Epoch [151][80/396] lr: 1.100e-01, eta: 20:57:53, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7615, loss_cls: 2.0267, loss: 2.0267, grad_norm: 1.9059, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6734, loss/aux0: 1.6734 2020-10-20 02:03:33,222 - mmaction - INFO - Epoch [151][100/396] lr: 1.100e-01, eta: 20:57:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7656, loss_cls: 1.9826, loss: 1.9826, grad_norm: 1.8867, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8148, loss_cls/aux0: 1.6843, loss/aux0: 1.6843 2020-10-20 02:03:34,178 - mmaction - INFO - Epoch [151][100/396] lr: 1.100e-01, eta: 20:57:18, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7656, loss_cls: 1.9826, loss: 1.9826, grad_norm: 1.8937, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6879, loss/aux0: 1.6879 2020-10-20 02:04:10,773 - mmaction - INFO - Epoch [151][120/396] lr: 1.100e-01, eta: 20:56:30, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5138, top5_acc: 0.7578, loss_cls: 1.9984, loss: 1.9984, grad_norm: 1.8949, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6584, loss/aux0: 1.6584 2020-10-20 02:04:11,684 - mmaction - INFO - Epoch [151][120/396] lr: 1.100e-01, eta: 20:56:43, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.5138, top5_acc: 0.7578, loss_cls: 1.9984, loss: 1.9984, grad_norm: 1.9110, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6696, loss/aux0: 1.6696 2020-10-20 02:04:48,401 - mmaction - INFO - Epoch [151][140/396] lr: 1.100e-01, eta: 20:55:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7445, loss_cls: 2.1077, loss: 2.1077, grad_norm: 1.8721, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.6821, loss/aux0: 1.6821 2020-10-20 02:04:49,365 - mmaction - INFO - Epoch [151][140/396] lr: 1.100e-01, eta: 20:56:08, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7445, loss_cls: 2.1077, loss: 2.1077, grad_norm: 1.8780, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6699, loss/aux0: 1.6699 2020-10-20 02:05:25,963 - mmaction - INFO - Epoch [151][160/396] lr: 1.100e-01, eta: 20:55:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7510, loss_cls: 2.0235, loss: 2.0235, grad_norm: 1.8911, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6221, loss/aux0: 1.6221 2020-10-20 02:05:26,887 - mmaction - INFO - Epoch [151][160/396] lr: 1.100e-01, eta: 20:55:33, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7510, loss_cls: 2.0235, loss: 2.0235, grad_norm: 1.8958, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6381, loss/aux0: 1.6381 2020-10-20 02:06:03,619 - mmaction - INFO - Epoch [151][180/396] lr: 1.100e-01, eta: 20:54:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7490, loss_cls: 2.0867, loss: 2.0867, grad_norm: 1.9057, top1_acc/aux0: 0.5747, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.7037, loss/aux0: 1.7037 2020-10-20 02:06:04,647 - mmaction - INFO - Epoch [151][180/396] lr: 1.100e-01, eta: 20:54:58, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4984, top5_acc: 0.7490, loss_cls: 2.0867, loss: 2.0867, grad_norm: 1.9049, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6853, loss/aux0: 1.6853 2020-10-20 02:06:41,314 - mmaction - INFO - Epoch [151][200/396] lr: 1.100e-01, eta: 20:54:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7422, loss_cls: 2.0874, loss: 2.0874, grad_norm: 1.9039, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6569, loss/aux0: 1.6569 2020-10-20 02:06:42,238 - mmaction - INFO - Epoch [151][200/396] lr: 1.100e-01, eta: 20:54:24, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7422, loss_cls: 2.0874, loss: 2.0874, grad_norm: 1.8902, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6524, loss/aux0: 1.6524 2020-10-20 02:07:18,914 - mmaction - INFO - Epoch [151][220/396] lr: 1.100e-01, eta: 20:53:36, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7398, loss_cls: 2.0943, loss: 2.0943, grad_norm: 1.9159, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6342, loss/aux0: 1.6342 2020-10-20 02:07:19,908 - mmaction - INFO - Epoch [151][220/396] lr: 1.100e-01, eta: 20:53:49, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.4898, top5_acc: 0.7398, loss_cls: 2.0943, loss: 2.0943, grad_norm: 1.9120, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6497, loss/aux0: 1.6497 2020-10-20 02:07:56,518 - mmaction - INFO - Epoch [151][240/396] lr: 1.100e-01, eta: 20:53:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7508, loss_cls: 2.0534, loss: 2.0534, grad_norm: 1.9120, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8154, loss_cls/aux0: 1.7249, loss/aux0: 1.7249 2020-10-20 02:07:57,474 - mmaction - INFO - Epoch [151][240/396] lr: 1.100e-01, eta: 20:53:14, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7508, loss_cls: 2.0534, loss: 2.0534, grad_norm: 1.9212, top1_acc/aux0: 0.5799, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.7195, loss/aux0: 1.7195 2020-10-20 02:08:33,931 - mmaction - INFO - Epoch [151][260/396] lr: 1.100e-01, eta: 20:52:26, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4940, top5_acc: 0.7474, loss_cls: 2.0729, loss: 2.0729, grad_norm: 1.9101, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6607, loss/aux0: 1.6607 2020-10-20 02:08:34,917 - mmaction - INFO - Epoch [151][260/396] lr: 1.100e-01, eta: 20:52:39, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.4940, top5_acc: 0.7474, loss_cls: 2.0729, loss: 2.0729, grad_norm: 1.9243, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6594, loss/aux0: 1.6594 2020-10-20 02:09:11,544 - mmaction - INFO - Epoch [151][280/396] lr: 1.100e-01, eta: 20:51:51, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5070, top5_acc: 0.7576, loss_cls: 2.0357, loss: 2.0357, grad_norm: 1.9033, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8159, loss_cls/aux0: 1.6732, loss/aux0: 1.6732 2020-10-20 02:09:12,543 - mmaction - INFO - Epoch [151][280/396] lr: 1.100e-01, eta: 20:52:04, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5070, top5_acc: 0.7576, loss_cls: 2.0357, loss: 2.0357, grad_norm: 1.9112, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6706, loss/aux0: 1.6706 2020-10-20 02:09:49,088 - mmaction - INFO - Epoch [151][300/396] lr: 1.100e-01, eta: 20:51:16, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7451, loss_cls: 2.1123, loss: 2.1123, grad_norm: 1.9093, top1_acc/aux0: 0.5680, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.7381, loss/aux0: 1.7381 2020-10-20 02:09:50,054 - mmaction - INFO - Epoch [151][300/396] lr: 1.100e-01, eta: 20:51:29, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7451, loss_cls: 2.1123, loss: 2.1123, grad_norm: 1.9235, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7495, loss/aux0: 1.7495 2020-10-20 02:10:26,657 - mmaction - INFO - Epoch [151][320/396] lr: 1.100e-01, eta: 20:50:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7417, loss_cls: 2.1067, loss: 2.1067, grad_norm: 1.8799, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6907, loss/aux0: 1.6907 2020-10-20 02:10:27,621 - mmaction - INFO - Epoch [151][320/396] lr: 1.100e-01, eta: 20:50:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4930, top5_acc: 0.7417, loss_cls: 2.1067, loss: 2.1067, grad_norm: 1.8872, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6843, loss/aux0: 1.6843 2020-10-20 02:11:04,268 - mmaction - INFO - Epoch [151][340/396] lr: 1.100e-01, eta: 20:50:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7401, loss_cls: 2.1219, loss: 2.1219, grad_norm: 1.8826, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6742, loss/aux0: 1.6742 2020-10-20 02:11:05,238 - mmaction - INFO - Epoch [151][340/396] lr: 1.100e-01, eta: 20:50:19, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7401, loss_cls: 2.1219, loss: 2.1219, grad_norm: 1.8920, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6777, loss/aux0: 1.6777 2020-10-20 02:11:41,861 - mmaction - INFO - Epoch [151][360/396] lr: 1.100e-01, eta: 20:49:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7495, loss_cls: 2.0691, loss: 2.0691, grad_norm: 1.9160, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6553, loss/aux0: 1.6553 2020-10-20 02:11:42,823 - mmaction - INFO - Epoch [151][360/396] lr: 1.100e-01, eta: 20:49:44, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7495, loss_cls: 2.0691, loss: 2.0691, grad_norm: 1.9177, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6443, loss/aux0: 1.6443 2020-10-20 02:12:19,424 - mmaction - INFO - Epoch [151][380/396] lr: 1.100e-01, eta: 20:48:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7458, loss_cls: 2.1008, loss: 2.1008, grad_norm: 1.8885, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6348, loss/aux0: 1.6348 2020-10-20 02:12:20,389 - mmaction - INFO - Epoch [151][380/396] lr: 1.100e-01, eta: 20:49:09, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7458, loss_cls: 2.1008, loss: 2.1008, grad_norm: 1.8899, top1_acc/aux0: 0.5794, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6341, loss/aux0: 1.6341 2020-10-20 02:17:19,965 - mmaction - INFO - Epoch [152][20/396] lr: 1.082e-01, eta: 20:47:32, time: 0.924, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7594, loss_cls: 1.9844, loss: 1.9844, grad_norm: 1.9261, top1_acc/aux0: 0.5861, top5_acc/aux0: 0.8194, loss_cls/aux0: 1.6511, loss/aux0: 1.6511 2020-10-20 02:17:20,919 - mmaction - INFO - Epoch [152][20/396] lr: 1.082e-01, eta: 20:47:44, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7594, loss_cls: 1.9844, loss: 1.9844, grad_norm: 1.9206, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6501, loss/aux0: 1.6501 2020-10-20 02:17:57,341 - mmaction - INFO - Epoch [152][40/396] lr: 1.082e-01, eta: 20:46:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7451, loss_cls: 2.0736, loss: 2.0736, grad_norm: 1.8918, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6712, loss/aux0: 1.6712 2020-10-20 02:17:58,290 - mmaction - INFO - Epoch [152][40/396] lr: 1.082e-01, eta: 20:47:09, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7451, loss_cls: 2.0736, loss: 2.0736, grad_norm: 1.9079, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6815, loss/aux0: 1.6815 2020-10-20 02:18:34,819 - mmaction - INFO - Epoch [152][60/396] lr: 1.082e-01, eta: 20:46:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7490, loss_cls: 2.0547, loss: 2.0547, grad_norm: 1.8629, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7000, loss/aux0: 1.7000 2020-10-20 02:18:35,771 - mmaction - INFO - Epoch [152][60/396] lr: 1.082e-01, eta: 20:46:35, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7490, loss_cls: 2.0547, loss: 2.0547, grad_norm: 1.8665, top1_acc/aux0: 0.5760, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6827, loss/aux0: 1.6827 2020-10-20 02:19:12,245 - mmaction - INFO - Epoch [152][80/396] lr: 1.082e-01, eta: 20:45:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7466, loss_cls: 2.0629, loss: 2.0629, grad_norm: 1.8767, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6356, loss/aux0: 1.6356 2020-10-20 02:19:13,268 - mmaction - INFO - Epoch [152][80/396] lr: 1.082e-01, eta: 20:46:00, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7466, loss_cls: 2.0629, loss: 2.0629, grad_norm: 1.8702, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6464, loss/aux0: 1.6464 2020-10-20 02:19:49,778 - mmaction - INFO - Epoch [152][100/396] lr: 1.082e-01, eta: 20:45:12, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7411, loss_cls: 2.0897, loss: 2.0897, grad_norm: 1.9014, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6613, loss/aux0: 1.6613 2020-10-20 02:19:50,738 - mmaction - INFO - Epoch [152][100/396] lr: 1.082e-01, eta: 20:45:25, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4971, top5_acc: 0.7411, loss_cls: 2.0897, loss: 2.0897, grad_norm: 1.9025, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6552, loss/aux0: 1.6552 2020-10-20 02:20:27,303 - mmaction - INFO - Epoch [152][120/396] lr: 1.082e-01, eta: 20:44:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7617, loss_cls: 2.0434, loss: 2.0434, grad_norm: 1.8846, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6758, loss/aux0: 1.6758 2020-10-20 02:20:28,270 - mmaction - INFO - Epoch [152][120/396] lr: 1.082e-01, eta: 20:44:50, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5008, top5_acc: 0.7617, loss_cls: 2.0434, loss: 2.0434, grad_norm: 1.8825, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6767, loss/aux0: 1.6767 2020-10-20 02:21:04,857 - mmaction - INFO - Epoch [152][140/396] lr: 1.082e-01, eta: 20:44:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7479, loss_cls: 2.0566, loss: 2.0566, grad_norm: 1.8917, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6506, loss/aux0: 1.6506 2020-10-20 02:21:05,825 - mmaction - INFO - Epoch [152][140/396] lr: 1.082e-01, eta: 20:44:15, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7479, loss_cls: 2.0566, loss: 2.0566, grad_norm: 1.8968, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6653, loss/aux0: 1.6653 2020-10-20 02:21:42,463 - mmaction - INFO - Epoch [152][160/396] lr: 1.082e-01, eta: 20:43:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7615, loss_cls: 2.0221, loss: 2.0221, grad_norm: 1.9253, top1_acc/aux0: 0.5820, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6594, loss/aux0: 1.6594 2020-10-20 02:21:43,427 - mmaction - INFO - Epoch [152][160/396] lr: 1.082e-01, eta: 20:43:40, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7615, loss_cls: 2.0221, loss: 2.0221, grad_norm: 1.9125, top1_acc/aux0: 0.5849, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6421, loss/aux0: 1.6421 2020-10-20 02:22:20,130 - mmaction - INFO - Epoch [152][180/396] lr: 1.082e-01, eta: 20:42:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7417, loss_cls: 2.0880, loss: 2.0880, grad_norm: 1.8712, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6020, loss/aux0: 1.6020 2020-10-20 02:22:21,093 - mmaction - INFO - Epoch [152][180/396] lr: 1.082e-01, eta: 20:43:05, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7417, loss_cls: 2.0880, loss: 2.0880, grad_norm: 1.8750, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5958, loss/aux0: 1.5958 2020-10-20 02:22:57,565 - mmaction - INFO - Epoch [152][200/396] lr: 1.082e-01, eta: 20:42:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7542, loss_cls: 2.0258, loss: 2.0258, grad_norm: 1.9268, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6385, loss/aux0: 1.6385 2020-10-20 02:22:58,517 - mmaction - INFO - Epoch [152][200/396] lr: 1.082e-01, eta: 20:42:30, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7542, loss_cls: 2.0258, loss: 2.0258, grad_norm: 1.9094, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6537, loss/aux0: 1.6537 2020-10-20 02:23:35,162 - mmaction - INFO - Epoch [152][220/396] lr: 1.082e-01, eta: 20:41:42, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7354, loss_cls: 2.1143, loss: 2.1143, grad_norm: 1.8814, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.6922, loss/aux0: 1.6922 2020-10-20 02:23:36,087 - mmaction - INFO - Epoch [152][220/396] lr: 1.082e-01, eta: 20:41:55, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7354, loss_cls: 2.1143, loss: 2.1143, grad_norm: 1.8759, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8112, loss_cls/aux0: 1.6824, loss/aux0: 1.6824 2020-10-20 02:24:12,659 - mmaction - INFO - Epoch [152][240/396] lr: 1.082e-01, eta: 20:41:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5029, top5_acc: 0.7526, loss_cls: 2.0561, loss: 2.0561, grad_norm: 1.8829, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6339, loss/aux0: 1.6339 2020-10-20 02:24:13,622 - mmaction - INFO - Epoch [152][240/396] lr: 1.082e-01, eta: 20:41:20, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5029, top5_acc: 0.7526, loss_cls: 2.0561, loss: 2.0561, grad_norm: 1.8753, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6372, loss/aux0: 1.6372 2020-10-20 02:24:50,204 - mmaction - INFO - Epoch [152][260/396] lr: 1.082e-01, eta: 20:40:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7576, loss_cls: 2.0532, loss: 2.0532, grad_norm: 1.9385, top1_acc/aux0: 0.5779, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6846, loss/aux0: 1.6846 2020-10-20 02:24:51,148 - mmaction - INFO - Epoch [152][260/396] lr: 1.082e-01, eta: 20:40:45, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7576, loss_cls: 2.0532, loss: 2.0532, grad_norm: 1.9374, top1_acc/aux0: 0.5792, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6767, loss/aux0: 1.6767 2020-10-20 02:25:27,646 - mmaction - INFO - Epoch [152][280/396] lr: 1.082e-01, eta: 20:39:57, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7503, loss_cls: 2.0425, loss: 2.0425, grad_norm: 1.9206, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8102, loss_cls/aux0: 1.7265, loss/aux0: 1.7265 2020-10-20 02:25:28,609 - mmaction - INFO - Epoch [152][280/396] lr: 1.082e-01, eta: 20:40:10, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4990, top5_acc: 0.7503, loss_cls: 2.0425, loss: 2.0425, grad_norm: 1.9249, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.7388, loss/aux0: 1.7388 2020-10-20 02:26:05,270 - mmaction - INFO - Epoch [152][300/396] lr: 1.082e-01, eta: 20:39:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7398, loss_cls: 2.1151, loss: 2.1151, grad_norm: 1.9471, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6750, loss/aux0: 1.6750 2020-10-20 02:26:06,210 - mmaction - INFO - Epoch [152][300/396] lr: 1.082e-01, eta: 20:39:35, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4888, top5_acc: 0.7398, loss_cls: 2.1151, loss: 2.1151, grad_norm: 1.9350, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6773, loss/aux0: 1.6773 2020-10-20 02:26:42,756 - mmaction - INFO - Epoch [152][320/396] lr: 1.082e-01, eta: 20:38:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7492, loss_cls: 2.0515, loss: 2.0515, grad_norm: 1.9813, top1_acc/aux0: 0.5721, top5_acc/aux0: 0.8122, loss_cls/aux0: 1.7200, loss/aux0: 1.7200 2020-10-20 02:26:43,791 - mmaction - INFO - Epoch [152][320/396] lr: 1.082e-01, eta: 20:39:00, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7492, loss_cls: 2.0515, loss: 2.0515, grad_norm: 1.9854, top1_acc/aux0: 0.5706, top5_acc/aux0: 0.8138, loss_cls/aux0: 1.7188, loss/aux0: 1.7188 2020-10-20 02:27:20,482 - mmaction - INFO - Epoch [152][340/396] lr: 1.082e-01, eta: 20:38:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7461, loss_cls: 2.0411, loss: 2.0411, grad_norm: 1.8848, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6312, loss/aux0: 1.6312 2020-10-20 02:27:21,394 - mmaction - INFO - Epoch [152][340/396] lr: 1.082e-01, eta: 20:38:25, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7461, loss_cls: 2.0411, loss: 2.0411, grad_norm: 1.8898, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6327, loss/aux0: 1.6327 2020-10-20 02:27:58,053 - mmaction - INFO - Epoch [152][360/396] lr: 1.082e-01, eta: 20:37:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4966, top5_acc: 0.7422, loss_cls: 2.0933, loss: 2.0933, grad_norm: 1.9103, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6813, loss/aux0: 1.6813 2020-10-20 02:27:59,019 - mmaction - INFO - Epoch [152][360/396] lr: 1.082e-01, eta: 20:37:50, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4966, top5_acc: 0.7422, loss_cls: 2.0933, loss: 2.0933, grad_norm: 1.9093, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6835, loss/aux0: 1.6835 2020-10-20 02:28:35,489 - mmaction - INFO - Epoch [152][380/396] lr: 1.082e-01, eta: 20:37:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7432, loss_cls: 2.0987, loss: 2.0987, grad_norm: 1.9393, top1_acc/aux0: 0.5805, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6774, loss/aux0: 1.6774 2020-10-20 02:28:36,450 - mmaction - INFO - Epoch [152][380/396] lr: 1.082e-01, eta: 20:37:15, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4857, top5_acc: 0.7432, loss_cls: 2.0987, loss: 2.0987, grad_norm: 1.9343, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6667, loss/aux0: 1.6667 2020-10-20 02:29:08,281 - mmaction - INFO - Saving checkpoint at 152 epochs 2020-10-20 02:30:46,878 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 02:30:47,006 - mmaction - INFO - top1_acc 0.6002 top5_acc 0.8326 2020-10-20 02:30:47,006 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 02:30:47,051 - mmaction - INFO - mean_acc 0.6004 2020-10-20 02:30:47,051 - mmaction - INFO - Now best checkpoint is epoch_152.pth 2020-10-20 02:30:47,057 - mmaction - INFO - Epoch(val) [152][396] top1_acc: 0.6002, top5_acc: 0.8326, mean_class_accuracy: 0.6004 2020-10-20 02:35:04,701 - mmaction - INFO - Epoch [153][20/396] lr: 1.065e-01, eta: 20:35:38, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7557, loss_cls: 2.0330, loss: 2.0330, grad_norm: 1.8912, top1_acc/aux0: 0.5869, top5_acc/aux0: 0.8246, loss_cls/aux0: 1.6641, loss/aux0: 1.6641 2020-10-20 02:35:05,613 - mmaction - INFO - Epoch [153][20/396] lr: 1.065e-01, eta: 20:35:51, time: 0.925, data_time: 0.001, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7557, loss_cls: 2.0330, loss: 2.0330, grad_norm: 1.8879, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6633, loss/aux0: 1.6633 2020-10-20 02:35:42,066 - mmaction - INFO - Epoch [153][40/396] lr: 1.065e-01, eta: 20:35:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7523, loss_cls: 2.0028, loss: 2.0028, grad_norm: 1.8857, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6029, loss/aux0: 1.6029 2020-10-20 02:35:43,017 - mmaction - INFO - Epoch [153][40/396] lr: 1.065e-01, eta: 20:35:16, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7523, loss_cls: 2.0028, loss: 2.0028, grad_norm: 1.8936, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5994, loss/aux0: 1.5994 2020-10-20 02:36:19,546 - mmaction - INFO - Epoch [153][60/396] lr: 1.065e-01, eta: 20:34:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7438, loss_cls: 2.0812, loss: 2.0812, grad_norm: 1.9057, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6620, loss/aux0: 1.6620 2020-10-20 02:36:20,543 - mmaction - INFO - Epoch [153][60/396] lr: 1.065e-01, eta: 20:34:41, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.4964, top5_acc: 0.7438, loss_cls: 2.0812, loss: 2.0812, grad_norm: 1.9025, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6579, loss/aux0: 1.6579 2020-10-20 02:36:57,063 - mmaction - INFO - Epoch [153][80/396] lr: 1.065e-01, eta: 20:33:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7503, loss_cls: 2.0522, loss: 2.0522, grad_norm: 1.8987, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6425, loss/aux0: 1.6425 2020-10-20 02:36:58,013 - mmaction - INFO - Epoch [153][80/396] lr: 1.065e-01, eta: 20:34:06, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5057, top5_acc: 0.7503, loss_cls: 2.0522, loss: 2.0522, grad_norm: 1.9201, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6498, loss/aux0: 1.6498 2020-10-20 02:37:34,329 - mmaction - INFO - Epoch [153][100/396] lr: 1.065e-01, eta: 20:33:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7526, loss_cls: 2.0489, loss: 2.0489, grad_norm: 1.9416, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6362, loss/aux0: 1.6362 2020-10-20 02:37:35,266 - mmaction - INFO - Epoch [153][100/396] lr: 1.065e-01, eta: 20:33:31, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7526, loss_cls: 2.0489, loss: 2.0489, grad_norm: 1.9556, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6552, loss/aux0: 1.6552 2020-10-20 02:38:11,681 - mmaction - INFO - Epoch [153][120/396] lr: 1.065e-01, eta: 20:32:43, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7596, loss_cls: 2.0076, loss: 2.0076, grad_norm: 1.9175, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6577, loss/aux0: 1.6577 2020-10-20 02:38:12,643 - mmaction - INFO - Epoch [153][120/396] lr: 1.065e-01, eta: 20:32:56, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7596, loss_cls: 2.0076, loss: 2.0076, grad_norm: 1.9085, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6398, loss/aux0: 1.6398 2020-10-20 02:38:49,119 - mmaction - INFO - Epoch [153][140/396] lr: 1.065e-01, eta: 20:32:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7625, loss_cls: 1.9790, loss: 1.9790, grad_norm: 1.9658, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6284, loss/aux0: 1.6284 2020-10-20 02:38:50,078 - mmaction - INFO - Epoch [153][140/396] lr: 1.065e-01, eta: 20:32:21, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7625, loss_cls: 1.9790, loss: 1.9790, grad_norm: 1.9528, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6301, loss/aux0: 1.6301 2020-10-20 02:39:26,784 - mmaction - INFO - Epoch [153][160/396] lr: 1.065e-01, eta: 20:31:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7464, loss_cls: 2.0481, loss: 2.0481, grad_norm: 1.8752, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6137, loss/aux0: 1.6137 2020-10-20 02:39:27,756 - mmaction - INFO - Epoch [153][160/396] lr: 1.065e-01, eta: 20:31:46, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7464, loss_cls: 2.0481, loss: 2.0481, grad_norm: 1.8785, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6031, loss/aux0: 1.6031 2020-10-20 02:40:04,301 - mmaction - INFO - Epoch [153][180/396] lr: 1.065e-01, eta: 20:30:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7458, loss_cls: 2.0727, loss: 2.0727, grad_norm: 1.8723, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6475, loss/aux0: 1.6475 2020-10-20 02:40:05,236 - mmaction - INFO - Epoch [153][180/396] lr: 1.065e-01, eta: 20:31:11, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7458, loss_cls: 2.0727, loss: 2.0727, grad_norm: 1.8686, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6519, loss/aux0: 1.6519 2020-10-20 02:40:41,776 - mmaction - INFO - Epoch [153][200/396] lr: 1.065e-01, eta: 20:30:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7505, loss_cls: 2.0512, loss: 2.0512, grad_norm: 1.9405, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6160, loss/aux0: 1.6160 2020-10-20 02:40:42,744 - mmaction - INFO - Epoch [153][200/396] lr: 1.065e-01, eta: 20:30:35, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7505, loss_cls: 2.0512, loss: 2.0512, grad_norm: 1.9410, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6175, loss/aux0: 1.6175 2020-10-20 02:41:19,379 - mmaction - INFO - Epoch [153][220/396] lr: 1.065e-01, eta: 20:29:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4763, top5_acc: 0.7422, loss_cls: 2.1243, loss: 2.1243, grad_norm: 1.9446, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6927, loss/aux0: 1.6927 2020-10-20 02:41:20,354 - mmaction - INFO - Epoch [153][220/396] lr: 1.065e-01, eta: 20:30:00, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4763, top5_acc: 0.7422, loss_cls: 2.1243, loss: 2.1243, grad_norm: 1.9385, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8206, loss_cls/aux0: 1.6947, loss/aux0: 1.6947 2020-10-20 02:41:56,863 - mmaction - INFO - Epoch [153][240/396] lr: 1.065e-01, eta: 20:29:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7495, loss_cls: 2.0641, loss: 2.0641, grad_norm: 1.8833, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6598, loss/aux0: 1.6598 2020-10-20 02:41:57,812 - mmaction - INFO - Epoch [153][240/396] lr: 1.065e-01, eta: 20:29:25, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7495, loss_cls: 2.0641, loss: 2.0641, grad_norm: 1.9000, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6650, loss/aux0: 1.6650 2020-10-20 02:42:34,582 - mmaction - INFO - Epoch [153][260/396] lr: 1.065e-01, eta: 20:28:38, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7490, loss_cls: 2.0841, loss: 2.0841, grad_norm: 1.9264, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.6257, loss/aux0: 1.6257 2020-10-20 02:42:35,553 - mmaction - INFO - Epoch [153][260/396] lr: 1.065e-01, eta: 20:28:51, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.4945, top5_acc: 0.7490, loss_cls: 2.0841, loss: 2.0841, grad_norm: 1.9271, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.6223, loss/aux0: 1.6223 2020-10-20 02:43:12,083 - mmaction - INFO - Epoch [153][280/396] lr: 1.065e-01, eta: 20:28:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7487, loss_cls: 2.0262, loss: 2.0262, grad_norm: 1.9890, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6568, loss/aux0: 1.6568 2020-10-20 02:43:13,062 - mmaction - INFO - Epoch [153][280/396] lr: 1.065e-01, eta: 20:28:16, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7487, loss_cls: 2.0262, loss: 2.0262, grad_norm: 1.9852, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6576, loss/aux0: 1.6576 2020-10-20 02:43:49,803 - mmaction - INFO - Epoch [153][300/396] lr: 1.065e-01, eta: 20:27:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4914, top5_acc: 0.7271, loss_cls: 2.1489, loss: 2.1489, grad_norm: 1.9062, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6162, loss/aux0: 1.6162 2020-10-20 02:43:50,744 - mmaction - INFO - Epoch [153][300/396] lr: 1.065e-01, eta: 20:27:41, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4914, top5_acc: 0.7271, loss_cls: 2.1489, loss: 2.1489, grad_norm: 1.9136, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6198, loss/aux0: 1.6198 2020-10-20 02:44:27,226 - mmaction - INFO - Epoch [153][320/396] lr: 1.065e-01, eta: 20:26:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7445, loss_cls: 2.0648, loss: 2.0648, grad_norm: 1.9248, top1_acc/aux0: 0.5701, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.7024, loss/aux0: 1.7024 2020-10-20 02:44:28,190 - mmaction - INFO - Epoch [153][320/396] lr: 1.065e-01, eta: 20:27:06, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7445, loss_cls: 2.0648, loss: 2.0648, grad_norm: 1.9299, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6939, loss/aux0: 1.6939 2020-10-20 02:45:04,808 - mmaction - INFO - Epoch [153][340/396] lr: 1.065e-01, eta: 20:26:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7591, loss_cls: 2.0393, loss: 2.0393, grad_norm: 1.9485, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6417, loss/aux0: 1.6417 2020-10-20 02:45:05,761 - mmaction - INFO - Epoch [153][340/396] lr: 1.065e-01, eta: 20:26:31, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5010, top5_acc: 0.7591, loss_cls: 2.0393, loss: 2.0393, grad_norm: 1.9526, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6523, loss/aux0: 1.6523 2020-10-20 02:45:42,439 - mmaction - INFO - Epoch [153][360/396] lr: 1.065e-01, eta: 20:25:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7422, loss_cls: 2.0721, loss: 2.0721, grad_norm: 1.9145, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6634, loss/aux0: 1.6634 2020-10-20 02:45:43,391 - mmaction - INFO - Epoch [153][360/396] lr: 1.065e-01, eta: 20:25:56, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7422, loss_cls: 2.0721, loss: 2.0721, grad_norm: 1.9066, top1_acc/aux0: 0.5911, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6528, loss/aux0: 1.6528 2020-10-20 02:46:19,941 - mmaction - INFO - Epoch [153][380/396] lr: 1.065e-01, eta: 20:25:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7411, loss_cls: 2.1260, loss: 2.1260, grad_norm: 1.9235, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.7258, loss/aux0: 1.7258 2020-10-20 02:46:20,899 - mmaction - INFO - Epoch [153][380/396] lr: 1.065e-01, eta: 20:25:21, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.4875, top5_acc: 0.7411, loss_cls: 2.1260, loss: 2.1260, grad_norm: 1.9126, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.7245, loss/aux0: 1.7245 2020-10-20 02:51:08,655 - mmaction - INFO - Epoch [154][20/396] lr: 1.047e-01, eta: 20:23:45, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7531, loss_cls: 2.0465, loss: 2.0465, grad_norm: 1.9537, top1_acc/aux0: 0.5921, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6744, loss/aux0: 1.6744 2020-10-20 02:51:09,609 - mmaction - INFO - Epoch [154][20/396] lr: 1.047e-01, eta: 20:23:57, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7531, loss_cls: 2.0465, loss: 2.0465, grad_norm: 1.9430, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6698, loss/aux0: 1.6698 2020-10-20 02:51:46,166 - mmaction - INFO - Epoch [154][40/396] lr: 1.047e-01, eta: 20:23:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7542, loss_cls: 2.0503, loss: 2.0503, grad_norm: 1.9105, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6778, loss/aux0: 1.6778 2020-10-20 02:51:47,116 - mmaction - INFO - Epoch [154][40/396] lr: 1.047e-01, eta: 20:23:22, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7542, loss_cls: 2.0503, loss: 2.0503, grad_norm: 1.9089, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6827, loss/aux0: 1.6827 2020-10-20 02:52:23,697 - mmaction - INFO - Epoch [154][60/396] lr: 1.047e-01, eta: 20:22:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7552, loss_cls: 2.0419, loss: 2.0419, grad_norm: 1.9092, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6813, loss/aux0: 1.6813 2020-10-20 02:52:24,621 - mmaction - INFO - Epoch [154][60/396] lr: 1.047e-01, eta: 20:22:47, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7552, loss_cls: 2.0419, loss: 2.0419, grad_norm: 1.9031, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8193, loss_cls/aux0: 1.6773, loss/aux0: 1.6773 2020-10-20 02:53:01,064 - mmaction - INFO - Epoch [154][80/396] lr: 1.047e-01, eta: 20:22:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7576, loss_cls: 2.0007, loss: 2.0007, grad_norm: 1.9493, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6735, loss/aux0: 1.6735 2020-10-20 02:53:02,007 - mmaction - INFO - Epoch [154][80/396] lr: 1.047e-01, eta: 20:22:12, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7576, loss_cls: 2.0007, loss: 2.0007, grad_norm: 1.9411, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6779, loss/aux0: 1.6779 2020-10-20 02:53:38,332 - mmaction - INFO - Epoch [154][100/396] lr: 1.047e-01, eta: 20:21:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7529, loss_cls: 2.0256, loss: 2.0256, grad_norm: 1.9506, top1_acc/aux0: 0.5859, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6682, loss/aux0: 1.6682 2020-10-20 02:53:39,295 - mmaction - INFO - Epoch [154][100/396] lr: 1.047e-01, eta: 20:21:37, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7529, loss_cls: 2.0256, loss: 2.0256, grad_norm: 1.9477, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6636, loss/aux0: 1.6636 2020-10-20 02:54:15,728 - mmaction - INFO - Epoch [154][120/396] lr: 1.047e-01, eta: 20:20:49, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7589, loss_cls: 2.0024, loss: 2.0024, grad_norm: 1.8502, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6611, loss/aux0: 1.6611 2020-10-20 02:54:16,677 - mmaction - INFO - Epoch [154][120/396] lr: 1.047e-01, eta: 20:21:02, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7589, loss_cls: 2.0024, loss: 2.0024, grad_norm: 1.8520, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6615, loss/aux0: 1.6615 2020-10-20 02:54:53,298 - mmaction - INFO - Epoch [154][140/396] lr: 1.047e-01, eta: 20:20:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7549, loss_cls: 2.0249, loss: 2.0249, grad_norm: 1.9424, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6663, loss/aux0: 1.6663 2020-10-20 02:54:54,280 - mmaction - INFO - Epoch [154][140/396] lr: 1.047e-01, eta: 20:20:27, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7549, loss_cls: 2.0249, loss: 2.0249, grad_norm: 1.9376, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6651, loss/aux0: 1.6651 2020-10-20 02:55:30,941 - mmaction - INFO - Epoch [154][160/396] lr: 1.047e-01, eta: 20:19:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4940, top5_acc: 0.7443, loss_cls: 2.0853, loss: 2.0853, grad_norm: 1.8983, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6114, loss/aux0: 1.6114 2020-10-20 02:55:31,907 - mmaction - INFO - Epoch [154][160/396] lr: 1.047e-01, eta: 20:19:52, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.4940, top5_acc: 0.7443, loss_cls: 2.0853, loss: 2.0853, grad_norm: 1.9183, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6283, loss/aux0: 1.6283 2020-10-20 02:56:08,609 - mmaction - INFO - Epoch [154][180/396] lr: 1.047e-01, eta: 20:19:04, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7565, loss_cls: 2.0097, loss: 2.0097, grad_norm: 1.9170, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6340, loss/aux0: 1.6340 2020-10-20 02:56:09,568 - mmaction - INFO - Epoch [154][180/396] lr: 1.047e-01, eta: 20:19:17, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7565, loss_cls: 2.0097, loss: 2.0097, grad_norm: 1.9286, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6421, loss/aux0: 1.6421 2020-10-20 02:56:46,204 - mmaction - INFO - Epoch [154][200/396] lr: 1.047e-01, eta: 20:18:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7484, loss_cls: 2.0848, loss: 2.0848, grad_norm: 1.9294, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8052, loss_cls/aux0: 1.7081, loss/aux0: 1.7081 2020-10-20 02:56:47,170 - mmaction - INFO - Epoch [154][200/396] lr: 1.047e-01, eta: 20:18:42, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.4953, top5_acc: 0.7484, loss_cls: 2.0848, loss: 2.0848, grad_norm: 1.9219, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8128, loss_cls/aux0: 1.6744, loss/aux0: 1.6744 2020-10-20 02:57:23,601 - mmaction - INFO - Epoch [154][220/396] lr: 1.047e-01, eta: 20:17:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7492, loss_cls: 2.0410, loss: 2.0410, grad_norm: 1.9476, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6284, loss/aux0: 1.6284 2020-10-20 02:57:24,562 - mmaction - INFO - Epoch [154][220/396] lr: 1.047e-01, eta: 20:18:07, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7492, loss_cls: 2.0410, loss: 2.0410, grad_norm: 1.9451, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6383, loss/aux0: 1.6383 2020-10-20 02:58:01,211 - mmaction - INFO - Epoch [154][240/396] lr: 1.047e-01, eta: 20:17:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7586, loss_cls: 2.0561, loss: 2.0561, grad_norm: 1.9841, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.6274, loss/aux0: 1.6274 2020-10-20 02:58:02,176 - mmaction - INFO - Epoch [154][240/396] lr: 1.047e-01, eta: 20:17:32, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7586, loss_cls: 2.0561, loss: 2.0561, grad_norm: 1.9678, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6180, loss/aux0: 1.6180 2020-10-20 02:58:38,723 - mmaction - INFO - Epoch [154][260/396] lr: 1.047e-01, eta: 20:16:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7547, loss_cls: 2.0535, loss: 2.0535, grad_norm: 1.9678, top1_acc/aux0: 0.5802, top5_acc/aux0: 0.8167, loss_cls/aux0: 1.7085, loss/aux0: 1.7085 2020-10-20 02:58:39,690 - mmaction - INFO - Epoch [154][260/396] lr: 1.047e-01, eta: 20:16:57, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7547, loss_cls: 2.0535, loss: 2.0535, grad_norm: 1.9653, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.7182, loss/aux0: 1.7182 2020-10-20 02:59:16,268 - mmaction - INFO - Epoch [154][280/396] lr: 1.047e-01, eta: 20:16:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7531, loss_cls: 2.0726, loss: 2.0726, grad_norm: 1.9585, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6806, loss/aux0: 1.6806 2020-10-20 02:59:17,236 - mmaction - INFO - Epoch [154][280/396] lr: 1.047e-01, eta: 20:16:22, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7531, loss_cls: 2.0726, loss: 2.0726, grad_norm: 1.9618, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6857, loss/aux0: 1.6857 2020-10-20 02:59:53,867 - mmaction - INFO - Epoch [154][300/396] lr: 1.047e-01, eta: 20:15:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7490, loss_cls: 2.0393, loss: 2.0393, grad_norm: 1.8920, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6604, loss/aux0: 1.6604 2020-10-20 02:59:54,816 - mmaction - INFO - Epoch [154][300/396] lr: 1.047e-01, eta: 20:15:47, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7490, loss_cls: 2.0393, loss: 2.0393, grad_norm: 1.8928, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6550, loss/aux0: 1.6550 2020-10-20 03:00:36,846 - mmaction - INFO - Epoch [154][320/396] lr: 1.047e-01, eta: 20:14:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7367, loss_cls: 2.0845, loss: 2.0845, grad_norm: 1.9116, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6173, loss/aux0: 1.6173 2020-10-20 03:00:37,845 - mmaction - INFO - Epoch [154][320/396] lr: 1.047e-01, eta: 20:15:12, time: 0.946, data_time: 0.008, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7367, loss_cls: 2.0845, loss: 2.0845, grad_norm: 1.9069, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6250, loss/aux0: 1.6250 2020-10-20 03:01:14,340 - mmaction - INFO - Epoch [154][340/396] lr: 1.047e-01, eta: 20:14:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7479, loss_cls: 2.0912, loss: 2.0912, grad_norm: 1.8925, top1_acc/aux0: 0.5841, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6715, loss/aux0: 1.6715 2020-10-20 03:01:15,284 - mmaction - INFO - Epoch [154][340/396] lr: 1.047e-01, eta: 20:14:37, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4969, top5_acc: 0.7479, loss_cls: 2.0912, loss: 2.0912, grad_norm: 1.9009, top1_acc/aux0: 0.5846, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6662, loss/aux0: 1.6662 2020-10-20 03:01:51,747 - mmaction - INFO - Epoch [154][360/396] lr: 1.047e-01, eta: 20:13:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7490, loss_cls: 2.0263, loss: 2.0263, grad_norm: 1.9113, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6311, loss/aux0: 1.6311 2020-10-20 03:01:52,716 - mmaction - INFO - Epoch [154][360/396] lr: 1.047e-01, eta: 20:14:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5021, top5_acc: 0.7490, loss_cls: 2.0263, loss: 2.0263, grad_norm: 1.9108, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6370, loss/aux0: 1.6370 2020-10-20 03:02:29,189 - mmaction - INFO - Epoch [154][380/396] lr: 1.047e-01, eta: 20:13:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7453, loss_cls: 2.0695, loss: 2.0695, grad_norm: 1.9473, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6225, loss/aux0: 1.6225 2020-10-20 03:02:30,140 - mmaction - INFO - Epoch [154][380/396] lr: 1.047e-01, eta: 20:13:27, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7453, loss_cls: 2.0695, loss: 2.0695, grad_norm: 1.9604, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6286, loss/aux0: 1.6286 2020-10-20 03:07:34,836 - mmaction - INFO - Epoch [155][20/396] lr: 1.029e-01, eta: 20:11:51, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7531, loss_cls: 2.0210, loss: 2.0210, grad_norm: 1.9392, top1_acc/aux0: 0.5907, top5_acc/aux0: 0.8215, loss_cls/aux0: 1.6404, loss/aux0: 1.6404 2020-10-20 03:07:35,770 - mmaction - INFO - Epoch [155][20/396] lr: 1.029e-01, eta: 20:12:03, time: 0.924, data_time: 0.002, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7531, loss_cls: 2.0210, loss: 2.0210, grad_norm: 1.9407, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6358, loss/aux0: 1.6358 2020-10-20 03:08:12,211 - mmaction - INFO - Epoch [155][40/396] lr: 1.029e-01, eta: 20:11:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7495, loss_cls: 2.0449, loss: 2.0449, grad_norm: 1.9624, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6286, loss/aux0: 1.6286 2020-10-20 03:08:13,182 - mmaction - INFO - Epoch [155][40/396] lr: 1.029e-01, eta: 20:11:28, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7495, loss_cls: 2.0449, loss: 2.0449, grad_norm: 1.9744, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6440, loss/aux0: 1.6440 2020-10-20 03:08:49,721 - mmaction - INFO - Epoch [155][60/396] lr: 1.029e-01, eta: 20:10:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5143, top5_acc: 0.7552, loss_cls: 2.0053, loss: 2.0053, grad_norm: 1.9143, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6840, loss/aux0: 1.6840 2020-10-20 03:08:50,691 - mmaction - INFO - Epoch [155][60/396] lr: 1.029e-01, eta: 20:10:53, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5143, top5_acc: 0.7552, loss_cls: 2.0053, loss: 2.0053, grad_norm: 1.9236, top1_acc/aux0: 0.5844, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6805, loss/aux0: 1.6805 2020-10-20 03:09:27,070 - mmaction - INFO - Epoch [155][80/396] lr: 1.029e-01, eta: 20:10:06, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7438, loss_cls: 2.0664, loss: 2.0664, grad_norm: 1.9195, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8201, loss_cls/aux0: 1.6584, loss/aux0: 1.6584 2020-10-20 03:09:28,031 - mmaction - INFO - Epoch [155][80/396] lr: 1.029e-01, eta: 20:10:18, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7438, loss_cls: 2.0664, loss: 2.0664, grad_norm: 1.9159, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6465, loss/aux0: 1.6465 2020-10-20 03:10:04,423 - mmaction - INFO - Epoch [155][100/396] lr: 1.029e-01, eta: 20:09:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7534, loss_cls: 2.0335, loss: 2.0335, grad_norm: 1.9224, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8185, loss_cls/aux0: 1.6705, loss/aux0: 1.6705 2020-10-20 03:10:05,382 - mmaction - INFO - Epoch [155][100/396] lr: 1.029e-01, eta: 20:09:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7534, loss_cls: 2.0335, loss: 2.0335, grad_norm: 1.9143, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6734, loss/aux0: 1.6734 2020-10-20 03:10:41,973 - mmaction - INFO - Epoch [155][120/396] lr: 1.029e-01, eta: 20:08:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7523, loss_cls: 2.0211, loss: 2.0211, grad_norm: 1.9461, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6397, loss/aux0: 1.6397 2020-10-20 03:10:42,937 - mmaction - INFO - Epoch [155][120/396] lr: 1.029e-01, eta: 20:09:08, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7523, loss_cls: 2.0211, loss: 2.0211, grad_norm: 1.9405, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6319, loss/aux0: 1.6319 2020-10-20 03:11:19,493 - mmaction - INFO - Epoch [155][140/396] lr: 1.029e-01, eta: 20:08:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7544, loss_cls: 2.0068, loss: 2.0068, grad_norm: 1.9438, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6481, loss/aux0: 1.6481 2020-10-20 03:11:20,481 - mmaction - INFO - Epoch [155][140/396] lr: 1.029e-01, eta: 20:08:33, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5039, top5_acc: 0.7544, loss_cls: 2.0068, loss: 2.0068, grad_norm: 1.9413, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6666, loss/aux0: 1.6666 2020-10-20 03:11:57,024 - mmaction - INFO - Epoch [155][160/396] lr: 1.029e-01, eta: 20:07:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7596, loss_cls: 2.0061, loss: 2.0061, grad_norm: 1.8996, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8174, loss_cls/aux0: 1.6834, loss/aux0: 1.6834 2020-10-20 03:11:57,972 - mmaction - INFO - Epoch [155][160/396] lr: 1.029e-01, eta: 20:07:58, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7596, loss_cls: 2.0061, loss: 2.0061, grad_norm: 1.8898, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6706, loss/aux0: 1.6706 2020-10-20 03:12:34,503 - mmaction - INFO - Epoch [155][180/396] lr: 1.029e-01, eta: 20:07:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7625, loss_cls: 1.9985, loss: 1.9985, grad_norm: 1.9151, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6477, loss/aux0: 1.6477 2020-10-20 03:12:35,544 - mmaction - INFO - Epoch [155][180/396] lr: 1.029e-01, eta: 20:07:23, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7625, loss_cls: 1.9985, loss: 1.9985, grad_norm: 1.8993, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6427, loss/aux0: 1.6427 2020-10-20 03:13:12,194 - mmaction - INFO - Epoch [155][200/396] lr: 1.029e-01, eta: 20:06:36, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7633, loss_cls: 2.0187, loss: 2.0187, grad_norm: 1.9792, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8161, loss_cls/aux0: 1.6452, loss/aux0: 1.6452 2020-10-20 03:13:13,113 - mmaction - INFO - Epoch [155][200/396] lr: 1.029e-01, eta: 20:06:48, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5107, top5_acc: 0.7633, loss_cls: 2.0187, loss: 2.0187, grad_norm: 1.9789, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.6542, loss/aux0: 1.6542 2020-10-20 03:13:49,641 - mmaction - INFO - Epoch [155][220/396] lr: 1.029e-01, eta: 20:06:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7482, loss_cls: 2.0475, loss: 2.0475, grad_norm: 1.9309, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5719, loss/aux0: 1.5719 2020-10-20 03:13:50,600 - mmaction - INFO - Epoch [155][220/396] lr: 1.029e-01, eta: 20:06:13, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7482, loss_cls: 2.0475, loss: 2.0475, grad_norm: 1.9348, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5716, loss/aux0: 1.5716 2020-10-20 03:14:27,270 - mmaction - INFO - Epoch [155][240/396] lr: 1.029e-01, eta: 20:05:26, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5062, top5_acc: 0.7474, loss_cls: 2.0422, loss: 2.0422, grad_norm: 1.9343, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6336, loss/aux0: 1.6336 2020-10-20 03:14:28,227 - mmaction - INFO - Epoch [155][240/396] lr: 1.029e-01, eta: 20:05:38, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5062, top5_acc: 0.7474, loss_cls: 2.0422, loss: 2.0422, grad_norm: 1.9412, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6479, loss/aux0: 1.6479 2020-10-20 03:15:04,878 - mmaction - INFO - Epoch [155][260/396] lr: 1.029e-01, eta: 20:04:51, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7464, loss_cls: 2.0567, loss: 2.0567, grad_norm: 1.9649, top1_acc/aux0: 0.5763, top5_acc/aux0: 0.8107, loss_cls/aux0: 1.7266, loss/aux0: 1.7266 2020-10-20 03:15:05,916 - mmaction - INFO - Epoch [155][260/396] lr: 1.029e-01, eta: 20:05:03, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.5031, top5_acc: 0.7464, loss_cls: 2.0567, loss: 2.0567, grad_norm: 1.9552, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8125, loss_cls/aux0: 1.7157, loss/aux0: 1.7157 2020-10-20 03:15:42,612 - mmaction - INFO - Epoch [155][280/396] lr: 1.029e-01, eta: 20:04:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7534, loss_cls: 2.0517, loss: 2.0517, grad_norm: 1.9343, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6213, loss/aux0: 1.6213 2020-10-20 03:15:43,580 - mmaction - INFO - Epoch [155][280/396] lr: 1.029e-01, eta: 20:04:28, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.4906, top5_acc: 0.7534, loss_cls: 2.0517, loss: 2.0517, grad_norm: 1.9397, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6145, loss/aux0: 1.6145 2020-10-20 03:16:20,216 - mmaction - INFO - Epoch [155][300/396] lr: 1.029e-01, eta: 20:03:41, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7378, loss_cls: 2.1222, loss: 2.1222, grad_norm: 1.9431, top1_acc/aux0: 0.5862, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6457, loss/aux0: 1.6457 2020-10-20 03:16:21,239 - mmaction - INFO - Epoch [155][300/396] lr: 1.029e-01, eta: 20:03:53, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7378, loss_cls: 2.1222, loss: 2.1222, grad_norm: 1.9364, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6477, loss/aux0: 1.6477 2020-10-20 03:16:57,855 - mmaction - INFO - Epoch [155][320/396] lr: 1.029e-01, eta: 20:03:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7461, loss_cls: 2.0884, loss: 2.0884, grad_norm: 1.9380, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6477, loss/aux0: 1.6477 2020-10-20 03:16:58,804 - mmaction - INFO - Epoch [155][320/396] lr: 1.029e-01, eta: 20:03:18, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.4919, top5_acc: 0.7461, loss_cls: 2.0884, loss: 2.0884, grad_norm: 1.9341, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6516, loss/aux0: 1.6516 2020-10-20 03:17:35,436 - mmaction - INFO - Epoch [155][340/396] lr: 1.029e-01, eta: 20:02:31, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7526, loss_cls: 2.0267, loss: 2.0267, grad_norm: 1.9764, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6086, loss/aux0: 1.6086 2020-10-20 03:17:36,373 - mmaction - INFO - Epoch [155][340/396] lr: 1.029e-01, eta: 20:02:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7526, loss_cls: 2.0267, loss: 2.0267, grad_norm: 1.9806, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6021, loss/aux0: 1.6021 2020-10-20 03:18:13,064 - mmaction - INFO - Epoch [155][360/396] lr: 1.029e-01, eta: 20:01:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7500, loss_cls: 2.0954, loss: 2.0954, grad_norm: 1.9287, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6048, loss/aux0: 1.6048 2020-10-20 03:18:14,015 - mmaction - INFO - Epoch [155][360/396] lr: 1.029e-01, eta: 20:02:08, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4932, top5_acc: 0.7500, loss_cls: 2.0954, loss: 2.0954, grad_norm: 1.9364, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6153, loss/aux0: 1.6153 2020-10-20 03:18:50,518 - mmaction - INFO - Epoch [155][380/396] lr: 1.029e-01, eta: 20:01:21, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7505, loss_cls: 2.0595, loss: 2.0595, grad_norm: 1.9344, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6426, loss/aux0: 1.6426 2020-10-20 03:18:51,491 - mmaction - INFO - Epoch [155][380/396] lr: 1.029e-01, eta: 20:01:33, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7505, loss_cls: 2.0595, loss: 2.0595, grad_norm: 1.9244, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6301, loss/aux0: 1.6301 2020-10-20 03:23:39,693 - mmaction - INFO - Epoch [156][20/396] lr: 1.012e-01, eta: 19:59:58, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7594, loss_cls: 1.9887, loss: 1.9887, grad_norm: 1.9060, top1_acc/aux0: 0.6022, top5_acc/aux0: 0.8248, loss_cls/aux0: 1.6118, loss/aux0: 1.6118 2020-10-20 03:23:40,640 - mmaction - INFO - Epoch [156][20/396] lr: 1.012e-01, eta: 20:00:10, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5133, top5_acc: 0.7594, loss_cls: 1.9887, loss: 1.9887, grad_norm: 1.9010, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6019, loss/aux0: 1.6019 2020-10-20 03:24:16,957 - mmaction - INFO - Epoch [156][40/396] lr: 1.012e-01, eta: 19:59:23, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5268, top5_acc: 0.7586, loss_cls: 1.9601, loss: 1.9601, grad_norm: 1.9549, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6197, loss/aux0: 1.6197 2020-10-20 03:24:17,916 - mmaction - INFO - Epoch [156][40/396] lr: 1.012e-01, eta: 19:59:35, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5268, top5_acc: 0.7586, loss_cls: 1.9601, loss: 1.9601, grad_norm: 1.9640, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6326, loss/aux0: 1.6326 2020-10-20 03:24:54,461 - mmaction - INFO - Epoch [156][60/396] lr: 1.012e-01, eta: 19:58:48, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7599, loss_cls: 2.0033, loss: 2.0033, grad_norm: 1.9564, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6268, loss/aux0: 1.6268 2020-10-20 03:24:55,417 - mmaction - INFO - Epoch [156][60/396] lr: 1.012e-01, eta: 19:59:00, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7599, loss_cls: 2.0033, loss: 2.0033, grad_norm: 1.9681, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6376, loss/aux0: 1.6376 2020-10-20 03:25:32,024 - mmaction - INFO - Epoch [156][80/396] lr: 1.012e-01, eta: 19:58:13, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7529, loss_cls: 2.0194, loss: 2.0194, grad_norm: 1.9239, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.6005, loss/aux0: 1.6005 2020-10-20 03:25:32,988 - mmaction - INFO - Epoch [156][80/396] lr: 1.012e-01, eta: 19:58:25, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7529, loss_cls: 2.0194, loss: 2.0194, grad_norm: 1.9352, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5916, loss/aux0: 1.5916 2020-10-20 03:26:09,465 - mmaction - INFO - Epoch [156][100/396] lr: 1.012e-01, eta: 19:57:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7622, loss_cls: 1.9704, loss: 1.9704, grad_norm: 1.9667, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.6757, loss/aux0: 1.6757 2020-10-20 03:26:10,368 - mmaction - INFO - Epoch [156][100/396] lr: 1.012e-01, eta: 19:57:50, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7622, loss_cls: 1.9704, loss: 1.9704, grad_norm: 1.9563, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8133, loss_cls/aux0: 1.6813, loss/aux0: 1.6813 2020-10-20 03:26:46,964 - mmaction - INFO - Epoch [156][120/396] lr: 1.012e-01, eta: 19:57:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7562, loss_cls: 2.0373, loss: 2.0373, grad_norm: 1.9225, top1_acc/aux0: 0.5937, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6434, loss/aux0: 1.6434 2020-10-20 03:26:47,932 - mmaction - INFO - Epoch [156][120/396] lr: 1.012e-01, eta: 19:57:15, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7562, loss_cls: 2.0373, loss: 2.0373, grad_norm: 1.9297, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6413, loss/aux0: 1.6413 2020-10-20 03:27:24,458 - mmaction - INFO - Epoch [156][140/396] lr: 1.012e-01, eta: 19:56:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7607, loss_cls: 1.9997, loss: 1.9997, grad_norm: 1.8842, top1_acc/aux0: 0.5966, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6237, loss/aux0: 1.6237 2020-10-20 03:27:25,392 - mmaction - INFO - Epoch [156][140/396] lr: 1.012e-01, eta: 19:56:40, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7607, loss_cls: 1.9997, loss: 1.9997, grad_norm: 1.8830, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.6153, loss/aux0: 1.6153 2020-10-20 03:28:01,986 - mmaction - INFO - Epoch [156][160/396] lr: 1.012e-01, eta: 19:55:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7609, loss_cls: 1.9935, loss: 1.9935, grad_norm: 1.9916, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5765, loss/aux0: 1.5765 2020-10-20 03:28:02,919 - mmaction - INFO - Epoch [156][160/396] lr: 1.012e-01, eta: 19:56:05, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7609, loss_cls: 1.9935, loss: 1.9935, grad_norm: 2.0124, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5865, loss/aux0: 1.5865 2020-10-20 03:28:39,384 - mmaction - INFO - Epoch [156][180/396] lr: 1.012e-01, eta: 19:55:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5102, top5_acc: 0.7505, loss_cls: 2.0310, loss: 2.0310, grad_norm: 1.9995, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6395, loss/aux0: 1.6395 2020-10-20 03:28:40,344 - mmaction - INFO - Epoch [156][180/396] lr: 1.012e-01, eta: 19:55:30, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5102, top5_acc: 0.7505, loss_cls: 2.0310, loss: 2.0310, grad_norm: 2.0153, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6276, loss/aux0: 1.6276 2020-10-20 03:29:16,855 - mmaction - INFO - Epoch [156][200/396] lr: 1.012e-01, eta: 19:54:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7477, loss_cls: 2.0582, loss: 2.0582, grad_norm: 1.9261, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6371, loss/aux0: 1.6371 2020-10-20 03:29:17,835 - mmaction - INFO - Epoch [156][200/396] lr: 1.012e-01, eta: 19:54:55, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7477, loss_cls: 2.0582, loss: 2.0582, grad_norm: 1.9361, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6369, loss/aux0: 1.6369 2020-10-20 03:29:54,356 - mmaction - INFO - Epoch [156][220/396] lr: 1.012e-01, eta: 19:54:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7539, loss_cls: 2.0100, loss: 2.0100, grad_norm: 1.9386, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6080, loss/aux0: 1.6080 2020-10-20 03:29:55,310 - mmaction - INFO - Epoch [156][220/396] lr: 1.012e-01, eta: 19:54:20, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7539, loss_cls: 2.0100, loss: 2.0100, grad_norm: 1.9288, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6041, loss/aux0: 1.6041 2020-10-20 03:30:31,910 - mmaction - INFO - Epoch [156][240/396] lr: 1.012e-01, eta: 19:53:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5130, top5_acc: 0.7568, loss_cls: 1.9940, loss: 1.9940, grad_norm: 1.9858, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6122, loss/aux0: 1.6122 2020-10-20 03:30:32,869 - mmaction - INFO - Epoch [156][240/396] lr: 1.012e-01, eta: 19:53:45, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5130, top5_acc: 0.7568, loss_cls: 1.9940, loss: 1.9940, grad_norm: 1.9967, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6187, loss/aux0: 1.6187 2020-10-20 03:31:09,479 - mmaction - INFO - Epoch [156][260/396] lr: 1.012e-01, eta: 19:52:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7516, loss_cls: 2.0646, loss: 2.0646, grad_norm: 1.9342, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5900, loss/aux0: 1.5900 2020-10-20 03:31:10,430 - mmaction - INFO - Epoch [156][260/396] lr: 1.012e-01, eta: 19:53:10, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7516, loss_cls: 2.0646, loss: 2.0646, grad_norm: 1.9356, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6068, loss/aux0: 1.6068 2020-10-20 03:31:46,934 - mmaction - INFO - Epoch [156][280/396] lr: 1.012e-01, eta: 19:52:22, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7482, loss_cls: 2.0417, loss: 2.0417, grad_norm: 1.9394, top1_acc/aux0: 0.5831, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6714, loss/aux0: 1.6714 2020-10-20 03:31:47,872 - mmaction - INFO - Epoch [156][280/396] lr: 1.012e-01, eta: 19:52:34, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7482, loss_cls: 2.0417, loss: 2.0417, grad_norm: 1.9326, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6379, loss/aux0: 1.6379 2020-10-20 03:32:24,538 - mmaction - INFO - Epoch [156][300/396] lr: 1.012e-01, eta: 19:51:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7542, loss_cls: 2.0623, loss: 2.0623, grad_norm: 1.9916, top1_acc/aux0: 0.5914, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.6270, loss/aux0: 1.6270 2020-10-20 03:32:25,546 - mmaction - INFO - Epoch [156][300/396] lr: 1.012e-01, eta: 19:51:59, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.4979, top5_acc: 0.7542, loss_cls: 2.0623, loss: 2.0623, grad_norm: 1.9996, top1_acc/aux0: 0.5872, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6421, loss/aux0: 1.6421 2020-10-20 03:33:02,154 - mmaction - INFO - Epoch [156][320/396] lr: 1.012e-01, eta: 19:51:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7490, loss_cls: 2.0246, loss: 2.0246, grad_norm: 1.9535, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5973, loss/aux0: 1.5973 2020-10-20 03:33:03,103 - mmaction - INFO - Epoch [156][320/396] lr: 1.012e-01, eta: 19:51:24, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7490, loss_cls: 2.0246, loss: 2.0246, grad_norm: 1.9608, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5984, loss/aux0: 1.5984 2020-10-20 03:33:39,644 - mmaction - INFO - Epoch [156][340/396] lr: 1.012e-01, eta: 19:50:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7573, loss_cls: 2.0293, loss: 2.0293, grad_norm: 1.8920, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6237, loss/aux0: 1.6237 2020-10-20 03:33:40,628 - mmaction - INFO - Epoch [156][340/396] lr: 1.012e-01, eta: 19:50:49, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7573, loss_cls: 2.0293, loss: 2.0293, grad_norm: 1.8973, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6200, loss/aux0: 1.6200 2020-10-20 03:34:17,088 - mmaction - INFO - Epoch [156][360/396] lr: 1.012e-01, eta: 19:50:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7523, loss_cls: 2.0512, loss: 2.0512, grad_norm: 1.9532, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6661, loss/aux0: 1.6661 2020-10-20 03:34:18,040 - mmaction - INFO - Epoch [156][360/396] lr: 1.012e-01, eta: 19:50:14, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7523, loss_cls: 2.0512, loss: 2.0512, grad_norm: 1.9558, top1_acc/aux0: 0.5797, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6824, loss/aux0: 1.6824 2020-10-20 03:34:54,604 - mmaction - INFO - Epoch [156][380/396] lr: 1.012e-01, eta: 19:49:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4883, top5_acc: 0.7398, loss_cls: 2.1085, loss: 2.1085, grad_norm: 1.9598, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6186, loss/aux0: 1.6186 2020-10-20 03:34:55,582 - mmaction - INFO - Epoch [156][380/396] lr: 1.012e-01, eta: 19:49:39, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.4883, top5_acc: 0.7398, loss_cls: 2.1085, loss: 2.1085, grad_norm: 1.9572, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5971, loss/aux0: 1.5971 2020-10-20 03:39:44,482 - mmaction - INFO - Epoch [157][20/396] lr: 9.947e-02, eta: 19:48:05, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7591, loss_cls: 2.0003, loss: 2.0003, grad_norm: 1.9184, top1_acc/aux0: 0.6053, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.5906, loss/aux0: 1.5906 2020-10-20 03:39:45,451 - mmaction - INFO - Epoch [157][20/396] lr: 9.947e-02, eta: 19:48:17, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7591, loss_cls: 2.0003, loss: 2.0003, grad_norm: 1.9081, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.5893, loss/aux0: 1.5893 2020-10-20 03:40:21,872 - mmaction - INFO - Epoch [157][40/396] lr: 9.947e-02, eta: 19:47:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7562, loss_cls: 2.0172, loss: 2.0172, grad_norm: 1.9615, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5996, loss/aux0: 1.5996 2020-10-20 03:40:22,875 - mmaction - INFO - Epoch [157][40/396] lr: 9.947e-02, eta: 19:47:41, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7562, loss_cls: 2.0172, loss: 2.0172, grad_norm: 1.9591, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.6019, loss/aux0: 1.6019 2020-10-20 03:40:59,404 - mmaction - INFO - Epoch [157][60/396] lr: 9.947e-02, eta: 19:46:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7667, loss_cls: 1.9627, loss: 1.9627, grad_norm: 1.8843, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6449, loss/aux0: 1.6449 2020-10-20 03:41:00,365 - mmaction - INFO - Epoch [157][60/396] lr: 9.947e-02, eta: 19:47:06, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7667, loss_cls: 1.9627, loss: 1.9627, grad_norm: 1.8957, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6384, loss/aux0: 1.6384 2020-10-20 03:41:36,866 - mmaction - INFO - Epoch [157][80/396] lr: 9.947e-02, eta: 19:46:19, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7698, loss_cls: 1.9709, loss: 1.9709, grad_norm: 1.9663, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5670, loss/aux0: 1.5670 2020-10-20 03:41:37,823 - mmaction - INFO - Epoch [157][80/396] lr: 9.947e-02, eta: 19:46:31, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7698, loss_cls: 1.9709, loss: 1.9709, grad_norm: 1.9720, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5758, loss/aux0: 1.5758 2020-10-20 03:42:14,415 - mmaction - INFO - Epoch [157][100/396] lr: 9.947e-02, eta: 19:45:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7529, loss_cls: 2.0459, loss: 2.0459, grad_norm: 1.9753, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6421, loss/aux0: 1.6421 2020-10-20 03:42:15,380 - mmaction - INFO - Epoch [157][100/396] lr: 9.947e-02, eta: 19:45:56, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5135, top5_acc: 0.7529, loss_cls: 2.0459, loss: 2.0459, grad_norm: 1.9685, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8164, loss_cls/aux0: 1.6473, loss/aux0: 1.6473 2020-10-20 03:42:52,005 - mmaction - INFO - Epoch [157][120/396] lr: 9.947e-02, eta: 19:45:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7565, loss_cls: 2.0008, loss: 2.0008, grad_norm: 1.9692, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6150, loss/aux0: 1.6150 2020-10-20 03:42:52,982 - mmaction - INFO - Epoch [157][120/396] lr: 9.947e-02, eta: 19:45:21, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7565, loss_cls: 2.0008, loss: 2.0008, grad_norm: 1.9617, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6016, loss/aux0: 1.6016 2020-10-20 03:43:29,693 - mmaction - INFO - Epoch [157][140/396] lr: 9.947e-02, eta: 19:44:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7563, loss_cls: 1.9940, loss: 1.9940, grad_norm: 1.9518, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6262, loss/aux0: 1.6262 2020-10-20 03:43:30,642 - mmaction - INFO - Epoch [157][140/396] lr: 9.947e-02, eta: 19:44:46, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7563, loss_cls: 1.9940, loss: 1.9940, grad_norm: 1.9547, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6348, loss/aux0: 1.6348 2020-10-20 03:44:07,233 - mmaction - INFO - Epoch [157][160/396] lr: 9.947e-02, eta: 19:43:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7695, loss_cls: 1.9545, loss: 1.9545, grad_norm: 1.9759, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5888, loss/aux0: 1.5888 2020-10-20 03:44:08,178 - mmaction - INFO - Epoch [157][160/396] lr: 9.947e-02, eta: 19:44:11, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7695, loss_cls: 1.9545, loss: 1.9545, grad_norm: 1.9612, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5891, loss/aux0: 1.5891 2020-10-20 03:44:44,816 - mmaction - INFO - Epoch [157][180/396] lr: 9.947e-02, eta: 19:43:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7419, loss_cls: 2.0668, loss: 2.0668, grad_norm: 1.9463, top1_acc/aux0: 0.5852, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6219, loss/aux0: 1.6219 2020-10-20 03:44:45,778 - mmaction - INFO - Epoch [157][180/396] lr: 9.947e-02, eta: 19:43:36, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.4951, top5_acc: 0.7419, loss_cls: 2.0668, loss: 2.0668, grad_norm: 1.9493, top1_acc/aux0: 0.5854, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6216, loss/aux0: 1.6216 2020-10-20 03:45:22,220 - mmaction - INFO - Epoch [157][200/396] lr: 9.947e-02, eta: 19:42:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7500, loss_cls: 2.0504, loss: 2.0504, grad_norm: 1.9222, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5851, loss/aux0: 1.5851 2020-10-20 03:45:23,148 - mmaction - INFO - Epoch [157][200/396] lr: 9.947e-02, eta: 19:43:01, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.4992, top5_acc: 0.7500, loss_cls: 2.0504, loss: 2.0504, grad_norm: 1.9325, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5894, loss/aux0: 1.5894 2020-10-20 03:45:59,722 - mmaction - INFO - Epoch [157][220/396] lr: 9.947e-02, eta: 19:42:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7625, loss_cls: 2.0029, loss: 2.0029, grad_norm: 1.9600, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8031, loss_cls/aux0: 1.7138, loss/aux0: 1.7138 2020-10-20 03:46:00,671 - mmaction - INFO - Epoch [157][220/396] lr: 9.947e-02, eta: 19:42:26, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7625, loss_cls: 2.0029, loss: 2.0029, grad_norm: 1.9486, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8042, loss_cls/aux0: 1.7023, loss/aux0: 1.7023 2020-10-20 03:46:37,233 - mmaction - INFO - Epoch [157][240/396] lr: 9.947e-02, eta: 19:41:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7549, loss_cls: 2.0442, loss: 2.0442, grad_norm: 2.0082, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6330, loss/aux0: 1.6330 2020-10-20 03:46:38,185 - mmaction - INFO - Epoch [157][240/396] lr: 9.947e-02, eta: 19:41:51, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7549, loss_cls: 2.0442, loss: 2.0442, grad_norm: 2.0143, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6314, loss/aux0: 1.6314 2020-10-20 03:47:14,888 - mmaction - INFO - Epoch [157][260/396] lr: 9.947e-02, eta: 19:41:04, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5023, top5_acc: 0.7534, loss_cls: 2.0374, loss: 2.0374, grad_norm: 1.9626, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6060, loss/aux0: 1.6060 2020-10-20 03:47:15,830 - mmaction - INFO - Epoch [157][260/396] lr: 9.947e-02, eta: 19:41:16, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5023, top5_acc: 0.7534, loss_cls: 2.0374, loss: 2.0374, grad_norm: 1.9502, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.6041, loss/aux0: 1.6041 2020-10-20 03:47:52,465 - mmaction - INFO - Epoch [157][280/396] lr: 9.947e-02, eta: 19:40:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7549, loss_cls: 2.0564, loss: 2.0564, grad_norm: 1.8904, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6251, loss/aux0: 1.6251 2020-10-20 03:47:53,418 - mmaction - INFO - Epoch [157][280/396] lr: 9.947e-02, eta: 19:40:41, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5018, top5_acc: 0.7549, loss_cls: 2.0564, loss: 2.0564, grad_norm: 1.8892, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6294, loss/aux0: 1.6294 2020-10-20 03:48:29,965 - mmaction - INFO - Epoch [157][300/396] lr: 9.947e-02, eta: 19:39:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7609, loss_cls: 1.9887, loss: 1.9887, grad_norm: 2.0205, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6549, loss/aux0: 1.6549 2020-10-20 03:48:30,936 - mmaction - INFO - Epoch [157][300/396] lr: 9.947e-02, eta: 19:40:06, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7609, loss_cls: 1.9887, loss: 1.9887, grad_norm: 2.0188, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.6691, loss/aux0: 1.6691 2020-10-20 03:49:07,512 - mmaction - INFO - Epoch [157][320/396] lr: 9.947e-02, eta: 19:39:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7573, loss_cls: 2.0283, loss: 2.0283, grad_norm: 1.9097, top1_acc/aux0: 0.5948, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6564, loss/aux0: 1.6564 2020-10-20 03:49:08,473 - mmaction - INFO - Epoch [157][320/396] lr: 9.947e-02, eta: 19:39:30, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7573, loss_cls: 2.0283, loss: 2.0283, grad_norm: 1.9198, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6505, loss/aux0: 1.6505 2020-10-20 03:49:44,948 - mmaction - INFO - Epoch [157][340/396] lr: 9.947e-02, eta: 19:38:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7531, loss_cls: 2.0342, loss: 2.0342, grad_norm: 1.9671, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6518, loss/aux0: 1.6518 2020-10-20 03:49:45,894 - mmaction - INFO - Epoch [157][340/396] lr: 9.947e-02, eta: 19:38:55, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5003, top5_acc: 0.7531, loss_cls: 2.0342, loss: 2.0342, grad_norm: 1.9660, top1_acc/aux0: 0.5893, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6512, loss/aux0: 1.6512 2020-10-20 03:50:22,629 - mmaction - INFO - Epoch [157][360/396] lr: 9.947e-02, eta: 19:38:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7599, loss_cls: 2.0270, loss: 2.0270, grad_norm: 1.9838, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5997, loss/aux0: 1.5997 2020-10-20 03:50:23,612 - mmaction - INFO - Epoch [157][360/396] lr: 9.947e-02, eta: 19:38:20, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7599, loss_cls: 2.0270, loss: 2.0270, grad_norm: 1.9760, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5979, loss/aux0: 1.5979 2020-10-20 03:51:00,025 - mmaction - INFO - Epoch [157][380/396] lr: 9.947e-02, eta: 19:37:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7617, loss_cls: 2.0134, loss: 2.0134, grad_norm: 1.9531, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6414, loss/aux0: 1.6414 2020-10-20 03:51:00,995 - mmaction - INFO - Epoch [157][380/396] lr: 9.947e-02, eta: 19:37:45, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7617, loss_cls: 2.0134, loss: 2.0134, grad_norm: 1.9503, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6396, loss/aux0: 1.6396 2020-10-20 03:55:50,091 - mmaction - INFO - Epoch [158][20/396] lr: 9.774e-02, eta: 19:36:11, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7831, loss_cls: 1.9153, loss: 1.9153, grad_norm: 1.9242, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8270, loss_cls/aux0: 1.6414, loss/aux0: 1.6414 2020-10-20 03:55:51,059 - mmaction - INFO - Epoch [158][20/396] lr: 9.774e-02, eta: 19:36:23, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7831, loss_cls: 1.9153, loss: 1.9153, grad_norm: 1.9304, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6524, loss/aux0: 1.6524 2020-10-20 03:56:27,457 - mmaction - INFO - Epoch [158][40/396] lr: 9.774e-02, eta: 19:35:36, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7547, loss_cls: 1.9742, loss: 1.9742, grad_norm: 1.9620, top1_acc/aux0: 0.5839, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.6321, loss/aux0: 1.6321 2020-10-20 03:56:28,457 - mmaction - INFO - Epoch [158][40/396] lr: 9.774e-02, eta: 19:35:48, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7547, loss_cls: 1.9742, loss: 1.9742, grad_norm: 1.9643, top1_acc/aux0: 0.5857, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.6194, loss/aux0: 1.6194 2020-10-20 03:57:05,020 - mmaction - INFO - Epoch [158][60/396] lr: 9.774e-02, eta: 19:35:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5216, top5_acc: 0.7630, loss_cls: 1.9676, loss: 1.9676, grad_norm: 1.9966, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6176, loss/aux0: 1.6176 2020-10-20 03:57:05,953 - mmaction - INFO - Epoch [158][60/396] lr: 9.774e-02, eta: 19:35:13, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5216, top5_acc: 0.7630, loss_cls: 1.9676, loss: 1.9676, grad_norm: 1.9707, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5985, loss/aux0: 1.5985 2020-10-20 03:57:42,509 - mmaction - INFO - Epoch [158][80/396] lr: 9.774e-02, eta: 19:34:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7635, loss_cls: 2.0124, loss: 2.0124, grad_norm: 2.0169, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5822, loss/aux0: 1.5822 2020-10-20 03:57:43,463 - mmaction - INFO - Epoch [158][80/396] lr: 9.774e-02, eta: 19:34:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5096, top5_acc: 0.7635, loss_cls: 2.0124, loss: 2.0124, grad_norm: 2.0123, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6056, loss/aux0: 1.6056 2020-10-20 03:58:19,885 - mmaction - INFO - Epoch [158][100/396] lr: 9.774e-02, eta: 19:33:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5172, top5_acc: 0.7656, loss_cls: 1.9894, loss: 1.9894, grad_norm: 1.9787, top1_acc/aux0: 0.5977, top5_acc/aux0: 0.8242, loss_cls/aux0: 1.6303, loss/aux0: 1.6303 2020-10-20 03:58:20,858 - mmaction - INFO - Epoch [158][100/396] lr: 9.774e-02, eta: 19:34:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5172, top5_acc: 0.7656, loss_cls: 1.9894, loss: 1.9894, grad_norm: 1.9954, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6333, loss/aux0: 1.6333 2020-10-20 03:58:57,299 - mmaction - INFO - Epoch [158][120/396] lr: 9.774e-02, eta: 19:33:15, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7685, loss_cls: 1.9417, loss: 1.9417, grad_norm: 1.9686, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6281, loss/aux0: 1.6281 2020-10-20 03:58:58,272 - mmaction - INFO - Epoch [158][120/396] lr: 9.774e-02, eta: 19:33:27, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5224, top5_acc: 0.7685, loss_cls: 1.9417, loss: 1.9417, grad_norm: 1.9695, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6196, loss/aux0: 1.6196 2020-10-20 03:59:34,733 - mmaction - INFO - Epoch [158][140/396] lr: 9.774e-02, eta: 19:32:40, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7674, loss_cls: 1.9682, loss: 1.9682, grad_norm: 2.0058, top1_acc/aux0: 0.5997, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6223, loss/aux0: 1.6223 2020-10-20 03:59:35,686 - mmaction - INFO - Epoch [158][140/396] lr: 9.774e-02, eta: 19:32:52, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7674, loss_cls: 1.9682, loss: 1.9682, grad_norm: 1.9926, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6169, loss/aux0: 1.6169 2020-10-20 04:00:12,218 - mmaction - INFO - Epoch [158][160/396] lr: 9.774e-02, eta: 19:32:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7620, loss_cls: 1.9892, loss: 1.9892, grad_norm: 1.9238, top1_acc/aux0: 0.5919, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6617, loss/aux0: 1.6617 2020-10-20 04:00:13,202 - mmaction - INFO - Epoch [158][160/396] lr: 9.774e-02, eta: 19:32:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7620, loss_cls: 1.9892, loss: 1.9892, grad_norm: 1.9373, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8169, loss_cls/aux0: 1.6767, loss/aux0: 1.6767 2020-10-20 04:00:49,807 - mmaction - INFO - Epoch [158][180/396] lr: 9.774e-02, eta: 19:31:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7591, loss_cls: 2.0131, loss: 2.0131, grad_norm: 1.9747, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5908, loss/aux0: 1.5908 2020-10-20 04:00:50,757 - mmaction - INFO - Epoch [158][180/396] lr: 9.774e-02, eta: 19:31:42, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7591, loss_cls: 2.0131, loss: 2.0131, grad_norm: 1.9774, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5836, loss/aux0: 1.5836 2020-10-20 04:01:27,210 - mmaction - INFO - Epoch [158][200/396] lr: 9.774e-02, eta: 19:30:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7513, loss_cls: 2.0245, loss: 2.0245, grad_norm: 1.9930, top1_acc/aux0: 0.5909, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6415, loss/aux0: 1.6415 2020-10-20 04:01:28,178 - mmaction - INFO - Epoch [158][200/396] lr: 9.774e-02, eta: 19:31:07, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7513, loss_cls: 2.0245, loss: 2.0245, grad_norm: 1.9802, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6384, loss/aux0: 1.6384 2020-10-20 04:02:04,737 - mmaction - INFO - Epoch [158][220/396] lr: 9.774e-02, eta: 19:30:20, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7568, loss_cls: 2.0374, loss: 2.0374, grad_norm: 1.9972, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6309, loss/aux0: 1.6309 2020-10-20 04:02:05,689 - mmaction - INFO - Epoch [158][220/396] lr: 9.774e-02, eta: 19:30:31, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5052, top5_acc: 0.7568, loss_cls: 2.0374, loss: 2.0374, grad_norm: 1.9968, top1_acc/aux0: 0.5898, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6368, loss/aux0: 1.6368 2020-10-20 04:02:42,277 - mmaction - INFO - Epoch [158][240/396] lr: 9.774e-02, eta: 19:29:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7643, loss_cls: 1.9799, loss: 1.9799, grad_norm: 1.9741, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8187, loss_cls/aux0: 1.6294, loss/aux0: 1.6294 2020-10-20 04:02:43,218 - mmaction - INFO - Epoch [158][240/396] lr: 9.774e-02, eta: 19:29:56, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5154, top5_acc: 0.7643, loss_cls: 1.9799, loss: 1.9799, grad_norm: 1.9899, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.6404, loss/aux0: 1.6404 2020-10-20 04:03:19,874 - mmaction - INFO - Epoch [158][260/396] lr: 9.774e-02, eta: 19:29:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7620, loss_cls: 2.0328, loss: 2.0328, grad_norm: 1.9684, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8094, loss_cls/aux0: 1.6753, loss/aux0: 1.6753 2020-10-20 04:03:20,834 - mmaction - INFO - Epoch [158][260/396] lr: 9.774e-02, eta: 19:29:21, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.4974, top5_acc: 0.7620, loss_cls: 2.0328, loss: 2.0328, grad_norm: 1.9615, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8086, loss_cls/aux0: 1.6747, loss/aux0: 1.6747 2020-10-20 04:03:57,549 - mmaction - INFO - Epoch [158][280/396] lr: 9.774e-02, eta: 19:28:35, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7620, loss_cls: 1.9868, loss: 1.9868, grad_norm: 1.9373, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.5843, loss/aux0: 1.5843 2020-10-20 04:03:58,521 - mmaction - INFO - Epoch [158][280/396] lr: 9.774e-02, eta: 19:28:46, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7620, loss_cls: 1.9868, loss: 1.9868, grad_norm: 1.9362, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5673, loss/aux0: 1.5673 2020-10-20 04:04:35,113 - mmaction - INFO - Epoch [158][300/396] lr: 9.774e-02, eta: 19:28:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5091, top5_acc: 0.7549, loss_cls: 2.0193, loss: 2.0193, grad_norm: 1.9532, top1_acc/aux0: 0.5971, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.6314, loss/aux0: 1.6314 2020-10-20 04:04:36,076 - mmaction - INFO - Epoch [158][300/396] lr: 9.774e-02, eta: 19:28:11, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5091, top5_acc: 0.7549, loss_cls: 2.0193, loss: 2.0193, grad_norm: 1.9543, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6366, loss/aux0: 1.6366 2020-10-20 04:05:12,595 - mmaction - INFO - Epoch [158][320/396] lr: 9.774e-02, eta: 19:27:24, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7477, loss_cls: 2.0690, loss: 2.0690, grad_norm: 1.9970, top1_acc/aux0: 0.5951, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6358, loss/aux0: 1.6358 2020-10-20 04:05:13,534 - mmaction - INFO - Epoch [158][320/396] lr: 9.774e-02, eta: 19:27:36, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4924, top5_acc: 0.7477, loss_cls: 2.0690, loss: 2.0690, grad_norm: 1.9816, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6307, loss/aux0: 1.6307 2020-10-20 04:05:50,074 - mmaction - INFO - Epoch [158][340/396] lr: 9.774e-02, eta: 19:26:49, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7656, loss_cls: 2.0023, loss: 2.0023, grad_norm: 1.9726, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5637, loss/aux0: 1.5637 2020-10-20 04:05:51,030 - mmaction - INFO - Epoch [158][340/396] lr: 9.774e-02, eta: 19:27:01, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7656, loss_cls: 2.0023, loss: 2.0023, grad_norm: 1.9666, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5650, loss/aux0: 1.5650 2020-10-20 04:06:27,701 - mmaction - INFO - Epoch [158][360/396] lr: 9.774e-02, eta: 19:26:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7456, loss_cls: 2.0468, loss: 2.0468, grad_norm: 1.9628, top1_acc/aux0: 0.5813, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.7038, loss/aux0: 1.7038 2020-10-20 04:06:28,632 - mmaction - INFO - Epoch [158][360/396] lr: 9.774e-02, eta: 19:26:26, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7456, loss_cls: 2.0468, loss: 2.0468, grad_norm: 1.9582, top1_acc/aux0: 0.5818, top5_acc/aux0: 0.8104, loss_cls/aux0: 1.7046, loss/aux0: 1.7046 2020-10-20 04:07:05,007 - mmaction - INFO - Epoch [158][380/396] lr: 9.774e-02, eta: 19:25:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7492, loss_cls: 2.0516, loss: 2.0516, grad_norm: 1.8988, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5582, loss/aux0: 1.5582 2020-10-20 04:07:05,964 - mmaction - INFO - Epoch [158][380/396] lr: 9.774e-02, eta: 19:25:51, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.4995, top5_acc: 0.7492, loss_cls: 2.0516, loss: 2.0516, grad_norm: 1.9039, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5546, loss/aux0: 1.5546 2020-10-20 04:11:56,232 - mmaction - INFO - Epoch [159][20/396] lr: 9.602e-02, eta: 19:24:17, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7779, loss_cls: 1.9067, loss: 1.9067, grad_norm: 2.0362, top1_acc/aux0: 0.6058, top5_acc/aux0: 0.8254, loss_cls/aux0: 1.6111, loss/aux0: 1.6111 2020-10-20 04:11:57,178 - mmaction - INFO - Epoch [159][20/396] lr: 9.602e-02, eta: 19:24:29, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7779, loss_cls: 1.9067, loss: 1.9067, grad_norm: 2.0220, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6027, loss/aux0: 1.6027 2020-10-20 04:12:33,612 - mmaction - INFO - Epoch [159][40/396] lr: 9.602e-02, eta: 19:23:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7682, loss_cls: 1.9533, loss: 1.9533, grad_norm: 2.0066, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.6081, loss/aux0: 1.6081 2020-10-20 04:12:34,574 - mmaction - INFO - Epoch [159][40/396] lr: 9.602e-02, eta: 19:23:53, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7682, loss_cls: 1.9533, loss: 1.9533, grad_norm: 2.0025, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.6191, loss/aux0: 1.6191 2020-10-20 04:13:11,100 - mmaction - INFO - Epoch [159][60/396] lr: 9.602e-02, eta: 19:23:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7620, loss_cls: 1.9937, loss: 1.9937, grad_norm: 1.9269, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6276, loss/aux0: 1.6276 2020-10-20 04:13:12,051 - mmaction - INFO - Epoch [159][60/396] lr: 9.602e-02, eta: 19:23:18, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7620, loss_cls: 1.9937, loss: 1.9937, grad_norm: 1.9452, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6358, loss/aux0: 1.6358 2020-10-20 04:13:48,563 - mmaction - INFO - Epoch [159][80/396] lr: 9.602e-02, eta: 19:22:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7565, loss_cls: 1.9494, loss: 1.9494, grad_norm: 1.9935, top1_acc/aux0: 0.5883, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6506, loss/aux0: 1.6506 2020-10-20 04:13:49,517 - mmaction - INFO - Epoch [159][80/396] lr: 9.602e-02, eta: 19:22:43, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7565, loss_cls: 1.9494, loss: 1.9494, grad_norm: 1.9948, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6414, loss/aux0: 1.6414 2020-10-20 04:14:26,000 - mmaction - INFO - Epoch [159][100/396] lr: 9.602e-02, eta: 19:21:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7510, loss_cls: 2.0394, loss: 2.0394, grad_norm: 1.9647, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6113, loss/aux0: 1.6113 2020-10-20 04:14:26,956 - mmaction - INFO - Epoch [159][100/396] lr: 9.602e-02, eta: 19:22:08, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.4987, top5_acc: 0.7510, loss_cls: 2.0394, loss: 2.0394, grad_norm: 1.9634, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6065, loss/aux0: 1.6065 2020-10-20 04:15:03,592 - mmaction - INFO - Epoch [159][120/396] lr: 9.602e-02, eta: 19:21:22, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7659, loss_cls: 1.9919, loss: 1.9919, grad_norm: 2.0186, top1_acc/aux0: 0.5867, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6511, loss/aux0: 1.6511 2020-10-20 04:15:04,590 - mmaction - INFO - Epoch [159][120/396] lr: 9.602e-02, eta: 19:21:33, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.4961, top5_acc: 0.7659, loss_cls: 1.9919, loss: 1.9919, grad_norm: 2.0216, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6580, loss/aux0: 1.6580 2020-10-20 04:15:41,088 - mmaction - INFO - Epoch [159][140/396] lr: 9.602e-02, eta: 19:20:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5151, top5_acc: 0.7526, loss_cls: 2.0266, loss: 2.0266, grad_norm: 1.9938, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5747, loss/aux0: 1.5747 2020-10-20 04:15:42,044 - mmaction - INFO - Epoch [159][140/396] lr: 9.602e-02, eta: 19:20:58, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5151, top5_acc: 0.7526, loss_cls: 2.0266, loss: 2.0266, grad_norm: 2.0027, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5791, loss/aux0: 1.5791 2020-10-20 04:16:18,717 - mmaction - INFO - Epoch [159][160/396] lr: 9.602e-02, eta: 19:20:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7630, loss_cls: 2.0019, loss: 2.0019, grad_norm: 2.0347, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6227, loss/aux0: 1.6227 2020-10-20 04:16:19,728 - mmaction - INFO - Epoch [159][160/396] lr: 9.602e-02, eta: 19:20:23, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7630, loss_cls: 2.0019, loss: 2.0019, grad_norm: 2.0270, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.6061, loss/aux0: 1.6061 2020-10-20 04:16:56,309 - mmaction - INFO - Epoch [159][180/396] lr: 9.602e-02, eta: 19:19:36, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5112, top5_acc: 0.7563, loss_cls: 2.0371, loss: 2.0371, grad_norm: 1.9551, top1_acc/aux0: 0.5927, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6459, loss/aux0: 1.6459 2020-10-20 04:16:57,257 - mmaction - INFO - Epoch [159][180/396] lr: 9.602e-02, eta: 19:19:48, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.5112, top5_acc: 0.7563, loss_cls: 2.0371, loss: 2.0371, grad_norm: 1.9511, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8198, loss_cls/aux0: 1.6455, loss/aux0: 1.6455 2020-10-20 04:17:33,847 - mmaction - INFO - Epoch [159][200/396] lr: 9.602e-02, eta: 19:19:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7487, loss_cls: 2.0376, loss: 2.0376, grad_norm: 2.0082, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6138, loss/aux0: 1.6138 2020-10-20 04:17:34,801 - mmaction - INFO - Epoch [159][200/396] lr: 9.602e-02, eta: 19:19:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7487, loss_cls: 2.0376, loss: 2.0376, grad_norm: 2.0001, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6266, loss/aux0: 1.6266 2020-10-20 04:18:11,509 - mmaction - INFO - Epoch [159][220/396] lr: 9.602e-02, eta: 19:18:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5313, top5_acc: 0.7643, loss_cls: 1.9260, loss: 1.9260, grad_norm: 1.9589, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6388, loss/aux0: 1.6388 2020-10-20 04:18:12,469 - mmaction - INFO - Epoch [159][220/396] lr: 9.602e-02, eta: 19:18:38, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5313, top5_acc: 0.7643, loss_cls: 1.9260, loss: 1.9260, grad_norm: 1.9663, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6281, loss/aux0: 1.6281 2020-10-20 04:18:49,137 - mmaction - INFO - Epoch [159][240/396] lr: 9.602e-02, eta: 19:17:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7570, loss_cls: 2.0093, loss: 2.0093, grad_norm: 1.9698, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6284, loss/aux0: 1.6284 2020-10-20 04:18:50,095 - mmaction - INFO - Epoch [159][240/396] lr: 9.602e-02, eta: 19:18:03, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7570, loss_cls: 2.0093, loss: 2.0093, grad_norm: 1.9714, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6302, loss/aux0: 1.6302 2020-10-20 04:19:26,827 - mmaction - INFO - Epoch [159][260/396] lr: 9.602e-02, eta: 19:17:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7669, loss_cls: 1.9491, loss: 1.9491, grad_norm: 1.9684, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5627, loss/aux0: 1.5627 2020-10-20 04:19:27,784 - mmaction - INFO - Epoch [159][260/396] lr: 9.602e-02, eta: 19:17:28, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7669, loss_cls: 1.9491, loss: 1.9491, grad_norm: 1.9687, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5690, loss/aux0: 1.5690 2020-10-20 04:20:04,489 - mmaction - INFO - Epoch [159][280/396] lr: 9.602e-02, eta: 19:16:41, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7516, loss_cls: 2.0082, loss: 2.0082, grad_norm: 1.9603, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5878, loss/aux0: 1.5878 2020-10-20 04:20:05,436 - mmaction - INFO - Epoch [159][280/396] lr: 9.602e-02, eta: 19:16:53, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5185, top5_acc: 0.7516, loss_cls: 2.0082, loss: 2.0082, grad_norm: 1.9674, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5909, loss/aux0: 1.5909 2020-10-20 04:20:42,010 - mmaction - INFO - Epoch [159][300/396] lr: 9.602e-02, eta: 19:16:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7508, loss_cls: 2.0733, loss: 2.0733, grad_norm: 1.9890, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6346, loss/aux0: 1.6346 2020-10-20 04:20:42,976 - mmaction - INFO - Epoch [159][300/396] lr: 9.602e-02, eta: 19:16:18, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5047, top5_acc: 0.7508, loss_cls: 2.0733, loss: 2.0733, grad_norm: 1.9909, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6352, loss/aux0: 1.6352 2020-10-20 04:21:19,623 - mmaction - INFO - Epoch [159][320/396] lr: 9.602e-02, eta: 19:15:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7427, loss_cls: 2.0835, loss: 2.0835, grad_norm: 1.9550, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.6313, loss/aux0: 1.6313 2020-10-20 04:21:20,584 - mmaction - INFO - Epoch [159][320/396] lr: 9.602e-02, eta: 19:15:43, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5042, top5_acc: 0.7427, loss_cls: 2.0835, loss: 2.0835, grad_norm: 1.9493, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6152, loss/aux0: 1.6152 2020-10-20 04:21:57,186 - mmaction - INFO - Epoch [159][340/396] lr: 9.602e-02, eta: 19:14:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7674, loss_cls: 1.9897, loss: 1.9897, grad_norm: 1.9386, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.6006, loss/aux0: 1.6006 2020-10-20 04:21:58,155 - mmaction - INFO - Epoch [159][340/396] lr: 9.602e-02, eta: 19:15:08, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7674, loss_cls: 1.9897, loss: 1.9897, grad_norm: 1.9368, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.6029, loss/aux0: 1.6029 2020-10-20 04:22:34,788 - mmaction - INFO - Epoch [159][360/396] lr: 9.602e-02, eta: 19:14:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7549, loss_cls: 2.0303, loss: 2.0303, grad_norm: 1.9565, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5539, loss/aux0: 1.5539 2020-10-20 04:22:35,747 - mmaction - INFO - Epoch [159][360/396] lr: 9.602e-02, eta: 19:14:33, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7549, loss_cls: 2.0303, loss: 2.0303, grad_norm: 1.9545, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5563, loss/aux0: 1.5563 2020-10-20 04:23:12,303 - mmaction - INFO - Epoch [159][380/396] lr: 9.602e-02, eta: 19:13:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7549, loss_cls: 2.0117, loss: 2.0117, grad_norm: 1.9968, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6096, loss/aux0: 1.6096 2020-10-20 04:23:13,324 - mmaction - INFO - Epoch [159][380/396] lr: 9.602e-02, eta: 19:13:57, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7549, loss_cls: 2.0117, loss: 2.0117, grad_norm: 1.9872, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6042, loss/aux0: 1.6042 2020-10-20 04:28:01,370 - mmaction - INFO - Epoch [160][20/396] lr: 9.430e-02, eta: 19:12:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7711, loss_cls: 1.9380, loss: 1.9380, grad_norm: 1.9702, top1_acc/aux0: 0.5902, top5_acc/aux0: 0.8218, loss_cls/aux0: 1.6274, loss/aux0: 1.6274 2020-10-20 04:28:02,363 - mmaction - INFO - Epoch [160][20/396] lr: 9.430e-02, eta: 19:12:36, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7711, loss_cls: 1.9380, loss: 1.9380, grad_norm: 1.9845, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6350, loss/aux0: 1.6350 2020-10-20 04:28:38,711 - mmaction - INFO - Epoch [160][40/396] lr: 9.430e-02, eta: 19:11:49, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7617, loss_cls: 1.9912, loss: 1.9912, grad_norm: 1.9741, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5986, loss/aux0: 1.5986 2020-10-20 04:28:39,675 - mmaction - INFO - Epoch [160][40/396] lr: 9.430e-02, eta: 19:12:00, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7617, loss_cls: 1.9912, loss: 1.9912, grad_norm: 1.9700, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5739, loss/aux0: 1.5739 2020-10-20 04:29:16,197 - mmaction - INFO - Epoch [160][60/396] lr: 9.430e-02, eta: 19:11:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7708, loss_cls: 1.9332, loss: 1.9332, grad_norm: 2.0238, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5998, loss/aux0: 1.5998 2020-10-20 04:29:17,215 - mmaction - INFO - Epoch [160][60/396] lr: 9.430e-02, eta: 19:11:25, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7708, loss_cls: 1.9332, loss: 1.9332, grad_norm: 2.0392, top1_acc/aux0: 0.6018, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6282, loss/aux0: 1.6282 2020-10-20 04:29:53,766 - mmaction - INFO - Epoch [160][80/396] lr: 9.430e-02, eta: 19:10:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7635, loss_cls: 2.0013, loss: 2.0013, grad_norm: 1.9719, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.6215, loss/aux0: 1.6215 2020-10-20 04:29:54,750 - mmaction - INFO - Epoch [160][80/396] lr: 9.430e-02, eta: 19:10:50, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7635, loss_cls: 2.0013, loss: 2.0013, grad_norm: 1.9706, top1_acc/aux0: 0.5984, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.6083, loss/aux0: 1.6083 2020-10-20 04:30:31,029 - mmaction - INFO - Epoch [160][100/396] lr: 9.430e-02, eta: 19:10:04, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7555, loss_cls: 1.9928, loss: 1.9928, grad_norm: 1.9522, top1_acc/aux0: 0.5904, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6130, loss/aux0: 1.6130 2020-10-20 04:30:31,984 - mmaction - INFO - Epoch [160][100/396] lr: 9.430e-02, eta: 19:10:15, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7555, loss_cls: 1.9928, loss: 1.9928, grad_norm: 1.9441, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6114, loss/aux0: 1.6114 2020-10-20 04:31:08,687 - mmaction - INFO - Epoch [160][120/396] lr: 9.430e-02, eta: 19:09:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7617, loss_cls: 1.9707, loss: 1.9707, grad_norm: 2.0053, top1_acc/aux0: 0.6133, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5471, loss/aux0: 1.5471 2020-10-20 04:31:09,643 - mmaction - INFO - Epoch [160][120/396] lr: 9.430e-02, eta: 19:09:40, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5193, top5_acc: 0.7617, loss_cls: 1.9707, loss: 1.9707, grad_norm: 2.0005, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5522, loss/aux0: 1.5522 2020-10-20 04:31:46,018 - mmaction - INFO - Epoch [160][140/396] lr: 9.430e-02, eta: 19:08:53, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7521, loss_cls: 2.0287, loss: 2.0287, grad_norm: 2.0276, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5878, loss/aux0: 1.5878 2020-10-20 04:31:46,980 - mmaction - INFO - Epoch [160][140/396] lr: 9.430e-02, eta: 19:09:05, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7521, loss_cls: 2.0287, loss: 2.0287, grad_norm: 2.0207, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5781, loss/aux0: 1.5781 2020-10-20 04:32:23,709 - mmaction - INFO - Epoch [160][160/396] lr: 9.430e-02, eta: 19:08:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7651, loss_cls: 1.9835, loss: 1.9835, grad_norm: 1.9700, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6002, loss/aux0: 1.6002 2020-10-20 04:32:24,678 - mmaction - INFO - Epoch [160][160/396] lr: 9.430e-02, eta: 19:08:30, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5227, top5_acc: 0.7651, loss_cls: 1.9835, loss: 1.9835, grad_norm: 1.9617, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6121, loss/aux0: 1.6121 2020-10-20 04:33:01,292 - mmaction - INFO - Epoch [160][180/396] lr: 9.430e-02, eta: 19:07:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7581, loss_cls: 1.9895, loss: 1.9895, grad_norm: 2.0265, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8180, loss_cls/aux0: 1.6533, loss/aux0: 1.6533 2020-10-20 04:33:02,230 - mmaction - INFO - Epoch [160][180/396] lr: 9.430e-02, eta: 19:07:54, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7581, loss_cls: 1.9895, loss: 1.9895, grad_norm: 2.0162, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.6446, loss/aux0: 1.6446 2020-10-20 04:33:38,780 - mmaction - INFO - Epoch [160][200/396] lr: 9.430e-02, eta: 19:07:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7547, loss_cls: 1.9908, loss: 1.9908, grad_norm: 2.0030, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5729, loss/aux0: 1.5729 2020-10-20 04:33:39,734 - mmaction - INFO - Epoch [160][200/396] lr: 9.430e-02, eta: 19:07:19, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7547, loss_cls: 1.9908, loss: 1.9908, grad_norm: 1.9997, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5793, loss/aux0: 1.5793 2020-10-20 04:34:16,334 - mmaction - INFO - Epoch [160][220/396] lr: 9.430e-02, eta: 19:06:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7648, loss_cls: 1.9583, loss: 1.9583, grad_norm: 1.9925, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5889, loss/aux0: 1.5889 2020-10-20 04:34:17,323 - mmaction - INFO - Epoch [160][220/396] lr: 9.430e-02, eta: 19:06:44, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7648, loss_cls: 1.9583, loss: 1.9583, grad_norm: 2.0064, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5958, loss/aux0: 1.5958 2020-10-20 04:34:53,880 - mmaction - INFO - Epoch [160][240/396] lr: 9.430e-02, eta: 19:05:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7547, loss_cls: 2.0395, loss: 2.0395, grad_norm: 2.0076, top1_acc/aux0: 0.5878, top5_acc/aux0: 0.8232, loss_cls/aux0: 1.6406, loss/aux0: 1.6406 2020-10-20 04:34:54,852 - mmaction - INFO - Epoch [160][240/396] lr: 9.430e-02, eta: 19:06:09, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7547, loss_cls: 2.0395, loss: 2.0395, grad_norm: 2.0148, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8208, loss_cls/aux0: 1.6414, loss/aux0: 1.6414 2020-10-20 04:35:31,420 - mmaction - INFO - Epoch [160][260/396] lr: 9.430e-02, eta: 19:05:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7544, loss_cls: 2.0318, loss: 2.0318, grad_norm: 2.0131, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6232, loss/aux0: 1.6232 2020-10-20 04:35:32,384 - mmaction - INFO - Epoch [160][260/396] lr: 9.430e-02, eta: 19:05:34, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5078, top5_acc: 0.7544, loss_cls: 2.0318, loss: 2.0318, grad_norm: 2.0061, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6067, loss/aux0: 1.6067 2020-10-20 04:36:08,922 - mmaction - INFO - Epoch [160][280/396] lr: 9.430e-02, eta: 19:04:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7563, loss_cls: 2.0141, loss: 2.0141, grad_norm: 2.0020, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5274, loss/aux0: 1.5274 2020-10-20 04:36:09,886 - mmaction - INFO - Epoch [160][280/396] lr: 9.430e-02, eta: 19:04:59, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5034, top5_acc: 0.7563, loss_cls: 2.0141, loss: 2.0141, grad_norm: 2.0003, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5395, loss/aux0: 1.5395 2020-10-20 04:36:46,412 - mmaction - INFO - Epoch [160][300/396] lr: 9.430e-02, eta: 19:04:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7651, loss_cls: 1.9811, loss: 1.9811, grad_norm: 1.9528, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5954, loss/aux0: 1.5954 2020-10-20 04:36:47,367 - mmaction - INFO - Epoch [160][300/396] lr: 9.430e-02, eta: 19:04:24, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7651, loss_cls: 1.9811, loss: 1.9811, grad_norm: 1.9509, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5866, loss/aux0: 1.5866 2020-10-20 04:37:23,763 - mmaction - INFO - Epoch [160][320/396] lr: 9.430e-02, eta: 19:03:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7458, loss_cls: 2.0614, loss: 2.0614, grad_norm: 2.0532, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6023, loss/aux0: 1.6023 2020-10-20 04:37:24,724 - mmaction - INFO - Epoch [160][320/396] lr: 9.430e-02, eta: 19:03:48, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5016, top5_acc: 0.7458, loss_cls: 2.0614, loss: 2.0614, grad_norm: 2.0395, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5952, loss/aux0: 1.5952 2020-10-20 04:38:01,302 - mmaction - INFO - Epoch [160][340/396] lr: 9.430e-02, eta: 19:03:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7391, loss_cls: 2.0634, loss: 2.0634, grad_norm: 1.9797, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5723, loss/aux0: 1.5723 2020-10-20 04:38:02,244 - mmaction - INFO - Epoch [160][340/396] lr: 9.430e-02, eta: 19:03:13, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.4977, top5_acc: 0.7391, loss_cls: 2.0634, loss: 2.0634, grad_norm: 1.9893, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5820, loss/aux0: 1.5820 2020-10-20 04:38:38,714 - mmaction - INFO - Epoch [160][360/396] lr: 9.430e-02, eta: 19:02:27, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7490, loss_cls: 2.0381, loss: 2.0381, grad_norm: 1.9851, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5712, loss/aux0: 1.5712 2020-10-20 04:38:39,675 - mmaction - INFO - Epoch [160][360/396] lr: 9.430e-02, eta: 19:02:38, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7490, loss_cls: 2.0381, loss: 2.0381, grad_norm: 1.9861, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5707, loss/aux0: 1.5707 2020-10-20 04:39:16,384 - mmaction - INFO - Epoch [160][380/396] lr: 9.430e-02, eta: 19:01:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7612, loss_cls: 2.0000, loss: 2.0000, grad_norm: 1.9987, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6128, loss/aux0: 1.6128 2020-10-20 04:39:17,345 - mmaction - INFO - Epoch [160][380/396] lr: 9.430e-02, eta: 19:02:03, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5068, top5_acc: 0.7612, loss_cls: 2.0000, loss: 2.0000, grad_norm: 1.9951, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6129, loss/aux0: 1.6129 2020-10-20 04:39:49,684 - mmaction - INFO - Saving checkpoint at 160 epochs 2020-10-20 04:41:32,454 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 04:41:32,577 - mmaction - INFO - top1_acc 0.6000 top5_acc 0.8363 2020-10-20 04:41:32,578 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 04:41:32,700 - mmaction - INFO - mean_acc 0.6002 2020-10-20 04:41:32,703 - mmaction - INFO - Epoch(val) [160][396] top1_acc: 0.6000, top5_acc: 0.8363, mean_class_accuracy: 0.6002 2020-10-20 04:45:27,109 - mmaction - INFO - Epoch [161][20/396] lr: 9.260e-02, eta: 19:00:30, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7615, loss_cls: 2.0020, loss: 2.0020, grad_norm: 1.9616, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6214, loss/aux0: 1.6214 2020-10-20 04:45:28,092 - mmaction - INFO - Epoch [161][20/396] lr: 9.260e-02, eta: 19:00:42, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.5122, top5_acc: 0.7615, loss_cls: 2.0020, loss: 2.0020, grad_norm: 1.9758, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6206, loss/aux0: 1.6206 2020-10-20 04:46:04,489 - mmaction - INFO - Epoch [161][40/396] lr: 9.260e-02, eta: 18:59:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7682, loss_cls: 1.9377, loss: 1.9377, grad_norm: 1.9412, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5723, loss/aux0: 1.5723 2020-10-20 04:46:05,456 - mmaction - INFO - Epoch [161][40/396] lr: 9.260e-02, eta: 19:00:07, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5289, top5_acc: 0.7682, loss_cls: 1.9377, loss: 1.9377, grad_norm: 1.9350, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5627, loss/aux0: 1.5627 2020-10-20 04:46:41,968 - mmaction - INFO - Epoch [161][60/396] lr: 9.260e-02, eta: 18:59:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5086, top5_acc: 0.7622, loss_cls: 1.9857, loss: 1.9857, grad_norm: 2.0516, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5992, loss/aux0: 1.5992 2020-10-20 04:46:42,939 - mmaction - INFO - Epoch [161][60/396] lr: 9.260e-02, eta: 18:59:31, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5086, top5_acc: 0.7622, loss_cls: 1.9857, loss: 1.9857, grad_norm: 2.0450, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6050, loss/aux0: 1.6050 2020-10-20 04:47:19,450 - mmaction - INFO - Epoch [161][80/396] lr: 9.260e-02, eta: 18:58:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5091, top5_acc: 0.7568, loss_cls: 1.9958, loss: 1.9958, grad_norm: 2.0583, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5623, loss/aux0: 1.5623 2020-10-20 04:47:20,463 - mmaction - INFO - Epoch [161][80/396] lr: 9.260e-02, eta: 18:58:56, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5091, top5_acc: 0.7568, loss_cls: 1.9958, loss: 1.9958, grad_norm: 2.0687, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5653, loss/aux0: 1.5653 2020-10-20 04:47:56,870 - mmaction - INFO - Epoch [161][100/396] lr: 9.260e-02, eta: 18:58:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7521, loss_cls: 2.0167, loss: 2.0167, grad_norm: 1.9934, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6064, loss/aux0: 1.6064 2020-10-20 04:47:57,825 - mmaction - INFO - Epoch [161][100/396] lr: 9.260e-02, eta: 18:58:21, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7521, loss_cls: 2.0167, loss: 2.0167, grad_norm: 1.9918, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.6033, loss/aux0: 1.6033 2020-10-20 04:48:34,329 - mmaction - INFO - Epoch [161][120/396] lr: 9.260e-02, eta: 18:57:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7596, loss_cls: 2.0172, loss: 2.0172, grad_norm: 2.0133, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5608, loss/aux0: 1.5608 2020-10-20 04:48:35,281 - mmaction - INFO - Epoch [161][120/396] lr: 9.260e-02, eta: 18:57:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5109, top5_acc: 0.7596, loss_cls: 2.0172, loss: 2.0172, grad_norm: 2.0006, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5706, loss/aux0: 1.5706 2020-10-20 04:49:11,983 - mmaction - INFO - Epoch [161][140/396] lr: 9.260e-02, eta: 18:57:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7641, loss_cls: 1.9566, loss: 1.9566, grad_norm: 2.0081, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.5845, loss/aux0: 1.5845 2020-10-20 04:49:12,971 - mmaction - INFO - Epoch [161][140/396] lr: 9.260e-02, eta: 18:57:11, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7641, loss_cls: 1.9566, loss: 1.9566, grad_norm: 2.0069, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5754, loss/aux0: 1.5754 2020-10-20 04:49:49,511 - mmaction - INFO - Epoch [161][160/396] lr: 9.260e-02, eta: 18:56:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7747, loss_cls: 1.9261, loss: 1.9261, grad_norm: 2.0099, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.6212, loss/aux0: 1.6212 2020-10-20 04:49:50,489 - mmaction - INFO - Epoch [161][160/396] lr: 9.260e-02, eta: 18:56:36, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7747, loss_cls: 1.9261, loss: 1.9261, grad_norm: 2.0084, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6131, loss/aux0: 1.6131 2020-10-20 04:50:27,035 - mmaction - INFO - Epoch [161][180/396] lr: 9.260e-02, eta: 18:55:49, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7581, loss_cls: 1.9984, loss: 1.9984, grad_norm: 1.9529, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5606, loss/aux0: 1.5606 2020-10-20 04:50:27,956 - mmaction - INFO - Epoch [161][180/396] lr: 9.260e-02, eta: 18:56:00, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7581, loss_cls: 1.9984, loss: 1.9984, grad_norm: 1.9494, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5618, loss/aux0: 1.5618 2020-10-20 04:51:04,452 - mmaction - INFO - Epoch [161][200/396] lr: 9.260e-02, eta: 18:55:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7677, loss_cls: 1.9348, loss: 1.9348, grad_norm: 2.0050, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5794, loss/aux0: 1.5794 2020-10-20 04:51:05,462 - mmaction - INFO - Epoch [161][200/396] lr: 9.260e-02, eta: 18:55:25, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7677, loss_cls: 1.9348, loss: 1.9348, grad_norm: 2.0095, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5906, loss/aux0: 1.5906 2020-10-20 04:51:42,104 - mmaction - INFO - Epoch [161][220/396] lr: 9.260e-02, eta: 18:54:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7547, loss_cls: 1.9970, loss: 1.9970, grad_norm: 2.0327, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8263, loss_cls/aux0: 1.6133, loss/aux0: 1.6133 2020-10-20 04:51:43,071 - mmaction - INFO - Epoch [161][220/396] lr: 9.260e-02, eta: 18:54:50, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7547, loss_cls: 1.9970, loss: 1.9970, grad_norm: 2.0270, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.6091, loss/aux0: 1.6091 2020-10-20 04:52:19,682 - mmaction - INFO - Epoch [161][240/396] lr: 9.260e-02, eta: 18:54:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7664, loss_cls: 1.9777, loss: 1.9777, grad_norm: 2.0212, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5731, loss/aux0: 1.5731 2020-10-20 04:52:20,619 - mmaction - INFO - Epoch [161][240/396] lr: 9.260e-02, eta: 18:54:15, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7664, loss_cls: 1.9777, loss: 1.9777, grad_norm: 2.0283, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5693, loss/aux0: 1.5693 2020-10-20 04:52:57,149 - mmaction - INFO - Epoch [161][260/396] lr: 9.260e-02, eta: 18:53:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7677, loss_cls: 1.9512, loss: 1.9512, grad_norm: 2.0297, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.6065, loss/aux0: 1.6065 2020-10-20 04:52:58,087 - mmaction - INFO - Epoch [161][260/396] lr: 9.260e-02, eta: 18:53:40, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7677, loss_cls: 1.9512, loss: 1.9512, grad_norm: 2.0123, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6081, loss/aux0: 1.6081 2020-10-20 04:53:34,640 - mmaction - INFO - Epoch [161][280/396] lr: 9.260e-02, eta: 18:52:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7625, loss_cls: 1.9618, loss: 1.9618, grad_norm: 2.0426, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5566, loss/aux0: 1.5566 2020-10-20 04:53:35,584 - mmaction - INFO - Epoch [161][280/396] lr: 9.260e-02, eta: 18:53:05, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5203, top5_acc: 0.7625, loss_cls: 1.9618, loss: 1.9618, grad_norm: 2.0507, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5697, loss/aux0: 1.5697 2020-10-20 04:54:12,119 - mmaction - INFO - Epoch [161][300/396] lr: 9.260e-02, eta: 18:52:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7643, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.0157, top1_acc/aux0: 0.5875, top5_acc/aux0: 0.8216, loss_cls/aux0: 1.6607, loss/aux0: 1.6607 2020-10-20 04:54:13,079 - mmaction - INFO - Epoch [161][300/396] lr: 9.260e-02, eta: 18:52:30, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7643, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.0060, top1_acc/aux0: 0.5888, top5_acc/aux0: 0.8221, loss_cls/aux0: 1.6580, loss/aux0: 1.6580 2020-10-20 04:54:49,815 - mmaction - INFO - Epoch [161][320/396] lr: 9.260e-02, eta: 18:51:43, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5036, top5_acc: 0.7581, loss_cls: 2.0317, loss: 2.0317, grad_norm: 2.0303, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5909, loss/aux0: 1.5909 2020-10-20 04:54:50,849 - mmaction - INFO - Epoch [161][320/396] lr: 9.260e-02, eta: 18:51:55, time: 0.948, data_time: 0.001, memory: 8466, top1_acc: 0.5036, top5_acc: 0.7581, loss_cls: 2.0317, loss: 2.0317, grad_norm: 2.0327, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.5871, loss/aux0: 1.5871 2020-10-20 04:55:27,419 - mmaction - INFO - Epoch [161][340/396] lr: 9.260e-02, eta: 18:51:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7563, loss_cls: 2.0328, loss: 2.0328, grad_norm: 2.0152, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5595, loss/aux0: 1.5595 2020-10-20 04:55:28,357 - mmaction - INFO - Epoch [161][340/396] lr: 9.260e-02, eta: 18:51:19, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7563, loss_cls: 2.0328, loss: 2.0328, grad_norm: 2.0092, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5643, loss/aux0: 1.5643 2020-10-20 04:56:04,974 - mmaction - INFO - Epoch [161][360/396] lr: 9.260e-02, eta: 18:50:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7617, loss_cls: 2.0125, loss: 2.0125, grad_norm: 2.0062, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5799, loss/aux0: 1.5799 2020-10-20 04:56:05,927 - mmaction - INFO - Epoch [161][360/396] lr: 9.260e-02, eta: 18:50:44, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7617, loss_cls: 2.0125, loss: 2.0125, grad_norm: 1.9993, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5789, loss/aux0: 1.5789 2020-10-20 04:56:42,619 - mmaction - INFO - Epoch [161][380/396] lr: 9.260e-02, eta: 18:49:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7589, loss_cls: 1.9905, loss: 1.9905, grad_norm: 1.9606, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.5894, loss/aux0: 1.5894 2020-10-20 04:56:43,574 - mmaction - INFO - Epoch [161][380/396] lr: 9.260e-02, eta: 18:50:09, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5117, top5_acc: 0.7589, loss_cls: 1.9905, loss: 1.9905, grad_norm: 1.9575, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5829, loss/aux0: 1.5829 2020-10-20 05:01:13,790 - mmaction - INFO - Epoch [162][20/396] lr: 9.090e-02, eta: 18:48:37, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7714, loss_cls: 1.9321, loss: 1.9321, grad_norm: 1.9732, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8317, loss_cls/aux0: 1.5656, loss/aux0: 1.5656 2020-10-20 05:01:14,728 - mmaction - INFO - Epoch [162][20/396] lr: 9.090e-02, eta: 18:48:48, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.5182, top5_acc: 0.7714, loss_cls: 1.9321, loss: 1.9321, grad_norm: 1.9663, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5597, loss/aux0: 1.5597 2020-10-20 05:01:51,240 - mmaction - INFO - Epoch [162][40/396] lr: 9.090e-02, eta: 18:48:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7651, loss_cls: 2.0186, loss: 2.0186, grad_norm: 1.9949, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5310, loss/aux0: 1.5310 2020-10-20 05:01:52,218 - mmaction - INFO - Epoch [162][40/396] lr: 9.090e-02, eta: 18:48:13, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5115, top5_acc: 0.7651, loss_cls: 2.0186, loss: 2.0186, grad_norm: 2.0000, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5407, loss/aux0: 1.5407 2020-10-20 05:02:28,573 - mmaction - INFO - Epoch [162][60/396] lr: 9.090e-02, eta: 18:47:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7648, loss_cls: 1.9935, loss: 1.9935, grad_norm: 2.0165, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.6334, loss/aux0: 1.6334 2020-10-20 05:02:29,531 - mmaction - INFO - Epoch [162][60/396] lr: 9.090e-02, eta: 18:47:38, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7648, loss_cls: 1.9935, loss: 1.9935, grad_norm: 2.0131, top1_acc/aux0: 0.5961, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6189, loss/aux0: 1.6189 2020-10-20 05:03:05,984 - mmaction - INFO - Epoch [162][80/396] lr: 9.090e-02, eta: 18:46:51, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7633, loss_cls: 2.0033, loss: 2.0033, grad_norm: 2.0252, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5453, loss/aux0: 1.5453 2020-10-20 05:03:06,932 - mmaction - INFO - Epoch [162][80/396] lr: 9.090e-02, eta: 18:47:02, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7633, loss_cls: 2.0033, loss: 2.0033, grad_norm: 2.0279, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5561, loss/aux0: 1.5561 2020-10-20 05:03:43,338 - mmaction - INFO - Epoch [162][100/396] lr: 9.090e-02, eta: 18:46:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7625, loss_cls: 2.0133, loss: 2.0133, grad_norm: 2.0037, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5601, loss/aux0: 1.5601 2020-10-20 05:03:44,295 - mmaction - INFO - Epoch [162][100/396] lr: 9.090e-02, eta: 18:46:27, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5005, top5_acc: 0.7625, loss_cls: 2.0133, loss: 2.0133, grad_norm: 2.0096, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5564, loss/aux0: 1.5564 2020-10-20 05:04:20,827 - mmaction - INFO - Epoch [162][120/396] lr: 9.090e-02, eta: 18:45:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7557, loss_cls: 1.9788, loss: 1.9788, grad_norm: 1.9758, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.5766, loss/aux0: 1.5766 2020-10-20 05:04:21,818 - mmaction - INFO - Epoch [162][120/396] lr: 9.090e-02, eta: 18:45:52, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7557, loss_cls: 1.9788, loss: 1.9788, grad_norm: 1.9656, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8247, loss_cls/aux0: 1.5858, loss/aux0: 1.5858 2020-10-20 05:04:58,376 - mmaction - INFO - Epoch [162][140/396] lr: 9.090e-02, eta: 18:45:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5141, top5_acc: 0.7664, loss_cls: 1.9980, loss: 1.9980, grad_norm: 2.0147, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5752, loss/aux0: 1.5752 2020-10-20 05:04:59,320 - mmaction - INFO - Epoch [162][140/396] lr: 9.090e-02, eta: 18:45:17, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5141, top5_acc: 0.7664, loss_cls: 1.9980, loss: 1.9980, grad_norm: 1.9988, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.5668, loss/aux0: 1.5668 2020-10-20 05:05:35,815 - mmaction - INFO - Epoch [162][160/396] lr: 9.090e-02, eta: 18:44:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7576, loss_cls: 1.9810, loss: 1.9810, grad_norm: 2.0074, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5773, loss/aux0: 1.5773 2020-10-20 05:05:36,765 - mmaction - INFO - Epoch [162][160/396] lr: 9.090e-02, eta: 18:44:42, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7576, loss_cls: 1.9810, loss: 1.9810, grad_norm: 2.0184, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5977, loss/aux0: 1.5977 2020-10-20 05:06:13,510 - mmaction - INFO - Epoch [162][180/396] lr: 9.090e-02, eta: 18:43:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5206, top5_acc: 0.7685, loss_cls: 1.9427, loss: 1.9427, grad_norm: 2.0677, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6049, loss/aux0: 1.6049 2020-10-20 05:06:14,470 - mmaction - INFO - Epoch [162][180/396] lr: 9.090e-02, eta: 18:44:06, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5206, top5_acc: 0.7685, loss_cls: 1.9427, loss: 1.9427, grad_norm: 2.0610, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5905, loss/aux0: 1.5905 2020-10-20 05:06:51,077 - mmaction - INFO - Epoch [162][200/396] lr: 9.090e-02, eta: 18:43:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7711, loss_cls: 1.9392, loss: 1.9392, grad_norm: 2.0049, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5830, loss/aux0: 1.5830 2020-10-20 05:06:52,022 - mmaction - INFO - Epoch [162][200/396] lr: 9.090e-02, eta: 18:43:31, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7711, loss_cls: 1.9392, loss: 1.9392, grad_norm: 1.9982, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5852, loss/aux0: 1.5852 2020-10-20 05:07:28,602 - mmaction - INFO - Epoch [162][220/396] lr: 9.090e-02, eta: 18:42:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5219, top5_acc: 0.7701, loss_cls: 1.9357, loss: 1.9357, grad_norm: 2.0229, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5230, loss/aux0: 1.5230 2020-10-20 05:07:29,552 - mmaction - INFO - Epoch [162][220/396] lr: 9.090e-02, eta: 18:42:56, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5219, top5_acc: 0.7701, loss_cls: 1.9357, loss: 1.9357, grad_norm: 2.0331, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5206, loss/aux0: 1.5206 2020-10-20 05:08:06,117 - mmaction - INFO - Epoch [162][240/396] lr: 9.090e-02, eta: 18:42:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7586, loss_cls: 2.0084, loss: 2.0084, grad_norm: 2.0205, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6125, loss/aux0: 1.6125 2020-10-20 05:08:07,068 - mmaction - INFO - Epoch [162][240/396] lr: 9.090e-02, eta: 18:42:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5060, top5_acc: 0.7586, loss_cls: 2.0084, loss: 2.0084, grad_norm: 2.0133, top1_acc/aux0: 0.6065, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6173, loss/aux0: 1.6173 2020-10-20 05:08:43,551 - mmaction - INFO - Epoch [162][260/396] lr: 9.090e-02, eta: 18:41:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7734, loss_cls: 1.9354, loss: 1.9354, grad_norm: 2.0413, top1_acc/aux0: 0.6063, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.6083, loss/aux0: 1.6083 2020-10-20 05:08:44,530 - mmaction - INFO - Epoch [162][260/396] lr: 9.090e-02, eta: 18:41:46, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7734, loss_cls: 1.9354, loss: 1.9354, grad_norm: 2.0435, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5965, loss/aux0: 1.5965 2020-10-20 05:09:21,046 - mmaction - INFO - Epoch [162][280/396] lr: 9.090e-02, eta: 18:41:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7740, loss_cls: 1.9661, loss: 1.9661, grad_norm: 2.0351, top1_acc/aux0: 0.5922, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.6332, loss/aux0: 1.6332 2020-10-20 05:09:22,009 - mmaction - INFO - Epoch [162][280/396] lr: 9.090e-02, eta: 18:41:11, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7740, loss_cls: 1.9661, loss: 1.9661, grad_norm: 2.0404, top1_acc/aux0: 0.5924, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6375, loss/aux0: 1.6375 2020-10-20 05:09:58,565 - mmaction - INFO - Epoch [162][300/396] lr: 9.090e-02, eta: 18:40:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7688, loss_cls: 1.9509, loss: 1.9509, grad_norm: 1.9839, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5457, loss/aux0: 1.5457 2020-10-20 05:09:59,528 - mmaction - INFO - Epoch [162][300/396] lr: 9.090e-02, eta: 18:40:36, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7688, loss_cls: 1.9509, loss: 1.9509, grad_norm: 1.9808, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5441, loss/aux0: 1.5441 2020-10-20 05:10:36,096 - mmaction - INFO - Epoch [162][320/396] lr: 9.090e-02, eta: 18:39:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7568, loss_cls: 1.9991, loss: 1.9991, grad_norm: 1.9924, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.6126, loss/aux0: 1.6126 2020-10-20 05:10:37,064 - mmaction - INFO - Epoch [162][320/396] lr: 9.090e-02, eta: 18:40:00, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5099, top5_acc: 0.7568, loss_cls: 1.9991, loss: 1.9991, grad_norm: 1.9844, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.6073, loss/aux0: 1.6073 2020-10-20 05:11:13,749 - mmaction - INFO - Epoch [162][340/396] lr: 9.090e-02, eta: 18:39:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7596, loss_cls: 2.0231, loss: 2.0231, grad_norm: 2.0430, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5835, loss/aux0: 1.5835 2020-10-20 05:11:14,676 - mmaction - INFO - Epoch [162][340/396] lr: 9.090e-02, eta: 18:39:25, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5026, top5_acc: 0.7596, loss_cls: 2.0231, loss: 2.0231, grad_norm: 2.0417, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5825, loss/aux0: 1.5825 2020-10-20 05:11:51,231 - mmaction - INFO - Epoch [162][360/396] lr: 9.090e-02, eta: 18:38:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7656, loss_cls: 1.9727, loss: 1.9727, grad_norm: 2.0338, top1_acc/aux0: 0.6013, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.6111, loss/aux0: 1.6111 2020-10-20 05:11:52,175 - mmaction - INFO - Epoch [162][360/396] lr: 9.090e-02, eta: 18:38:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7656, loss_cls: 1.9727, loss: 1.9727, grad_norm: 2.0400, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.6240, loss/aux0: 1.6240 2020-10-20 05:12:28,852 - mmaction - INFO - Epoch [162][380/396] lr: 9.090e-02, eta: 18:38:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7596, loss_cls: 1.9685, loss: 1.9685, grad_norm: 2.0017, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5832, loss/aux0: 1.5832 2020-10-20 05:12:29,819 - mmaction - INFO - Epoch [162][380/396] lr: 9.090e-02, eta: 18:38:15, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7596, loss_cls: 1.9685, loss: 1.9685, grad_norm: 2.0080, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5781, loss/aux0: 1.5781 2020-10-20 05:17:04,559 - mmaction - INFO - Epoch [163][20/396] lr: 8.921e-02, eta: 18:36:43, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7659, loss_cls: 1.9454, loss: 1.9454, grad_norm: 1.9649, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8481, loss_cls/aux0: 1.4813, loss/aux0: 1.4813 2020-10-20 05:17:05,512 - mmaction - INFO - Epoch [163][20/396] lr: 8.921e-02, eta: 18:36:54, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7659, loss_cls: 1.9454, loss: 1.9454, grad_norm: 1.9771, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4841, loss/aux0: 1.4841 2020-10-20 05:17:41,802 - mmaction - INFO - Epoch [163][40/396] lr: 8.921e-02, eta: 18:36:08, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7534, loss_cls: 1.9923, loss: 1.9923, grad_norm: 2.0118, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6180, loss/aux0: 1.6180 2020-10-20 05:17:42,733 - mmaction - INFO - Epoch [163][40/396] lr: 8.921e-02, eta: 18:36:19, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5169, top5_acc: 0.7534, loss_cls: 1.9923, loss: 1.9923, grad_norm: 2.0202, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.6194, loss/aux0: 1.6194 2020-10-20 05:18:19,267 - mmaction - INFO - Epoch [163][60/396] lr: 8.921e-02, eta: 18:35:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7695, loss_cls: 1.9267, loss: 1.9267, grad_norm: 2.0661, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5424, loss/aux0: 1.5424 2020-10-20 05:18:20,254 - mmaction - INFO - Epoch [163][60/396] lr: 8.921e-02, eta: 18:35:44, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7695, loss_cls: 1.9267, loss: 1.9267, grad_norm: 2.0674, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5477, loss/aux0: 1.5477 2020-10-20 05:18:56,734 - mmaction - INFO - Epoch [163][80/396] lr: 8.921e-02, eta: 18:34:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7674, loss_cls: 1.9669, loss: 1.9669, grad_norm: 1.9805, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5516, loss/aux0: 1.5516 2020-10-20 05:18:57,681 - mmaction - INFO - Epoch [163][80/396] lr: 8.921e-02, eta: 18:35:08, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7674, loss_cls: 1.9669, loss: 1.9669, grad_norm: 1.9829, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5417, loss/aux0: 1.5417 2020-10-20 05:19:34,223 - mmaction - INFO - Epoch [163][100/396] lr: 8.921e-02, eta: 18:34:23, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5141, top5_acc: 0.7747, loss_cls: 1.9599, loss: 1.9599, grad_norm: 2.0234, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5210, loss/aux0: 1.5210 2020-10-20 05:19:35,187 - mmaction - INFO - Epoch [163][100/396] lr: 8.921e-02, eta: 18:34:33, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.5141, top5_acc: 0.7747, loss_cls: 1.9599, loss: 1.9599, grad_norm: 2.0204, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5283, loss/aux0: 1.5283 2020-10-20 05:20:11,819 - mmaction - INFO - Epoch [163][120/396] lr: 8.921e-02, eta: 18:33:48, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7672, loss_cls: 1.9498, loss: 1.9498, grad_norm: 2.0576, top1_acc/aux0: 0.5956, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.6336, loss/aux0: 1.6336 2020-10-20 05:20:12,791 - mmaction - INFO - Epoch [163][120/396] lr: 8.921e-02, eta: 18:33:58, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7672, loss_cls: 1.9498, loss: 1.9498, grad_norm: 2.0557, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8253, loss_cls/aux0: 1.6241, loss/aux0: 1.6241 2020-10-20 05:20:49,448 - mmaction - INFO - Epoch [163][140/396] lr: 8.921e-02, eta: 18:33:12, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7677, loss_cls: 1.9613, loss: 1.9613, grad_norm: 2.0858, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5582, loss/aux0: 1.5582 2020-10-20 05:20:50,423 - mmaction - INFO - Epoch [163][140/396] lr: 8.921e-02, eta: 18:33:23, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7677, loss_cls: 1.9613, loss: 1.9613, grad_norm: 2.0896, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5754, loss/aux0: 1.5754 2020-10-20 05:21:26,928 - mmaction - INFO - Epoch [163][160/396] lr: 8.921e-02, eta: 18:32:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7664, loss_cls: 1.9673, loss: 1.9673, grad_norm: 2.0589, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5756, loss/aux0: 1.5756 2020-10-20 05:21:27,884 - mmaction - INFO - Epoch [163][160/396] lr: 8.921e-02, eta: 18:32:48, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5187, top5_acc: 0.7664, loss_cls: 1.9673, loss: 1.9673, grad_norm: 2.0746, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5592, loss/aux0: 1.5592 2020-10-20 05:22:04,347 - mmaction - INFO - Epoch [163][180/396] lr: 8.921e-02, eta: 18:32:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7479, loss_cls: 2.0508, loss: 2.0508, grad_norm: 2.0545, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5776, loss/aux0: 1.5776 2020-10-20 05:22:05,340 - mmaction - INFO - Epoch [163][180/396] lr: 8.921e-02, eta: 18:32:13, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.4997, top5_acc: 0.7479, loss_cls: 2.0508, loss: 2.0508, grad_norm: 2.0398, top1_acc/aux0: 0.6029, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5867, loss/aux0: 1.5867 2020-10-20 05:22:42,029 - mmaction - INFO - Epoch [163][200/396] lr: 8.921e-02, eta: 18:31:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7609, loss_cls: 2.0032, loss: 2.0032, grad_norm: 2.0801, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.5759, loss/aux0: 1.5759 2020-10-20 05:22:42,964 - mmaction - INFO - Epoch [163][200/396] lr: 8.921e-02, eta: 18:31:38, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5089, top5_acc: 0.7609, loss_cls: 2.0032, loss: 2.0032, grad_norm: 2.0784, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5684, loss/aux0: 1.5684 2020-10-20 05:23:19,464 - mmaction - INFO - Epoch [163][220/396] lr: 8.921e-02, eta: 18:30:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7703, loss_cls: 1.9465, loss: 1.9465, grad_norm: 2.0178, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6067, loss/aux0: 1.6067 2020-10-20 05:23:20,421 - mmaction - INFO - Epoch [163][220/396] lr: 8.921e-02, eta: 18:31:02, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5229, top5_acc: 0.7703, loss_cls: 1.9465, loss: 1.9465, grad_norm: 2.0048, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8305, loss_cls/aux0: 1.6080, loss/aux0: 1.6080 2020-10-20 05:23:57,020 - mmaction - INFO - Epoch [163][240/396] lr: 8.921e-02, eta: 18:30:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5172, top5_acc: 0.7648, loss_cls: 1.9787, loss: 1.9787, grad_norm: 2.0706, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.5853, loss/aux0: 1.5853 2020-10-20 05:23:58,015 - mmaction - INFO - Epoch [163][240/396] lr: 8.921e-02, eta: 18:30:27, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5172, top5_acc: 0.7648, loss_cls: 1.9787, loss: 1.9787, grad_norm: 2.0519, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5859, loss/aux0: 1.5859 2020-10-20 05:24:34,583 - mmaction - INFO - Epoch [163][260/396] lr: 8.921e-02, eta: 18:29:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7667, loss_cls: 1.9684, loss: 1.9684, grad_norm: 2.0443, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6201, loss/aux0: 1.6201 2020-10-20 05:24:35,496 - mmaction - INFO - Epoch [163][260/396] lr: 8.921e-02, eta: 18:29:52, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7667, loss_cls: 1.9684, loss: 1.9684, grad_norm: 2.0434, top1_acc/aux0: 0.5930, top5_acc/aux0: 0.8268, loss_cls/aux0: 1.6179, loss/aux0: 1.6179 2020-10-20 05:25:12,036 - mmaction - INFO - Epoch [163][280/396] lr: 8.921e-02, eta: 18:29:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7638, loss_cls: 1.9397, loss: 1.9397, grad_norm: 1.9901, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5639, loss/aux0: 1.5639 2020-10-20 05:25:13,006 - mmaction - INFO - Epoch [163][280/396] lr: 8.921e-02, eta: 18:29:17, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7638, loss_cls: 1.9397, loss: 1.9397, grad_norm: 1.9836, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5754, loss/aux0: 1.5754 2020-10-20 05:25:49,614 - mmaction - INFO - Epoch [163][300/396] lr: 8.921e-02, eta: 18:28:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7635, loss_cls: 1.9937, loss: 1.9937, grad_norm: 2.0108, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5779, loss/aux0: 1.5779 2020-10-20 05:25:50,570 - mmaction - INFO - Epoch [163][300/396] lr: 8.921e-02, eta: 18:28:42, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5049, top5_acc: 0.7635, loss_cls: 1.9937, loss: 1.9937, grad_norm: 2.0044, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5648, loss/aux0: 1.5648 2020-10-20 05:26:27,117 - mmaction - INFO - Epoch [163][320/396] lr: 8.921e-02, eta: 18:27:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7667, loss_cls: 1.9654, loss: 1.9654, grad_norm: 2.0571, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5745, loss/aux0: 1.5745 2020-10-20 05:26:28,052 - mmaction - INFO - Epoch [163][320/396] lr: 8.921e-02, eta: 18:28:06, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5234, top5_acc: 0.7667, loss_cls: 1.9654, loss: 1.9654, grad_norm: 2.0787, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5897, loss/aux0: 1.5897 2020-10-20 05:27:04,673 - mmaction - INFO - Epoch [163][340/396] lr: 8.921e-02, eta: 18:27:21, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7646, loss_cls: 2.0046, loss: 2.0046, grad_norm: 2.0704, top1_acc/aux0: 0.5958, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5822, loss/aux0: 1.5822 2020-10-20 05:27:05,618 - mmaction - INFO - Epoch [163][340/396] lr: 8.921e-02, eta: 18:27:31, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5083, top5_acc: 0.7646, loss_cls: 2.0046, loss: 2.0046, grad_norm: 2.0862, top1_acc/aux0: 0.6003, top5_acc/aux0: 0.8328, loss_cls/aux0: 1.5792, loss/aux0: 1.5792 2020-10-20 05:27:42,192 - mmaction - INFO - Epoch [163][360/396] lr: 8.921e-02, eta: 18:26:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7763, loss_cls: 1.9543, loss: 1.9543, grad_norm: 2.0292, top1_acc/aux0: 0.5982, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.6202, loss/aux0: 1.6202 2020-10-20 05:27:43,134 - mmaction - INFO - Epoch [163][360/396] lr: 8.921e-02, eta: 18:26:56, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5221, top5_acc: 0.7763, loss_cls: 1.9543, loss: 1.9543, grad_norm: 2.0370, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.6291, loss/aux0: 1.6291 2020-10-20 05:28:19,815 - mmaction - INFO - Epoch [163][380/396] lr: 8.921e-02, eta: 18:26:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7688, loss_cls: 1.9805, loss: 1.9805, grad_norm: 2.0248, top1_acc/aux0: 0.5935, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6484, loss/aux0: 1.6484 2020-10-20 05:28:20,762 - mmaction - INFO - Epoch [163][380/396] lr: 8.921e-02, eta: 18:26:21, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5164, top5_acc: 0.7688, loss_cls: 1.9805, loss: 1.9805, grad_norm: 2.0136, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.6215, loss/aux0: 1.6215 2020-10-20 05:32:51,065 - mmaction - INFO - Epoch [164][20/396] lr: 8.754e-02, eta: 18:24:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5232, top5_acc: 0.7589, loss_cls: 1.9702, loss: 1.9702, grad_norm: 2.0127, top1_acc/aux0: 0.6064, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5982, loss/aux0: 1.5982 2020-10-20 05:32:52,020 - mmaction - INFO - Epoch [164][20/396] lr: 8.754e-02, eta: 18:25:00, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5232, top5_acc: 0.7589, loss_cls: 1.9702, loss: 1.9702, grad_norm: 2.0022, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5856, loss/aux0: 1.5856 2020-10-20 05:33:28,379 - mmaction - INFO - Epoch [164][40/396] lr: 8.754e-02, eta: 18:24:14, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7667, loss_cls: 1.9575, loss: 1.9575, grad_norm: 2.0457, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5743, loss/aux0: 1.5743 2020-10-20 05:33:29,369 - mmaction - INFO - Epoch [164][40/396] lr: 8.754e-02, eta: 18:24:25, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7667, loss_cls: 1.9575, loss: 1.9575, grad_norm: 2.0355, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5854, loss/aux0: 1.5854 2020-10-20 05:34:05,738 - mmaction - INFO - Epoch [164][60/396] lr: 8.754e-02, eta: 18:23:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7578, loss_cls: 2.0337, loss: 2.0337, grad_norm: 2.0392, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5716, loss/aux0: 1.5716 2020-10-20 05:34:06,704 - mmaction - INFO - Epoch [164][60/396] lr: 8.754e-02, eta: 18:23:50, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5076, top5_acc: 0.7578, loss_cls: 2.0337, loss: 2.0337, grad_norm: 2.0300, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5694, loss/aux0: 1.5694 2020-10-20 05:34:43,278 - mmaction - INFO - Epoch [164][80/396] lr: 8.754e-02, eta: 18:23:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5255, top5_acc: 0.7680, loss_cls: 1.9727, loss: 1.9727, grad_norm: 2.0561, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5823, loss/aux0: 1.5823 2020-10-20 05:34:44,294 - mmaction - INFO - Epoch [164][80/396] lr: 8.754e-02, eta: 18:23:15, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5255, top5_acc: 0.7680, loss_cls: 1.9727, loss: 1.9727, grad_norm: 2.0489, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5788, loss/aux0: 1.5788 2020-10-20 05:35:20,780 - mmaction - INFO - Epoch [164][100/396] lr: 8.754e-02, eta: 18:22:29, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7641, loss_cls: 1.9199, loss: 1.9199, grad_norm: 2.0050, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5296, loss/aux0: 1.5296 2020-10-20 05:35:21,734 - mmaction - INFO - Epoch [164][100/396] lr: 8.754e-02, eta: 18:22:39, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7641, loss_cls: 1.9199, loss: 1.9199, grad_norm: 2.0221, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5406, loss/aux0: 1.5406 2020-10-20 05:35:58,298 - mmaction - INFO - Epoch [164][120/396] lr: 8.754e-02, eta: 18:21:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7737, loss_cls: 1.9047, loss: 1.9047, grad_norm: 2.0490, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5617, loss/aux0: 1.5617 2020-10-20 05:35:59,270 - mmaction - INFO - Epoch [164][120/396] lr: 8.754e-02, eta: 18:22:04, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7737, loss_cls: 1.9047, loss: 1.9047, grad_norm: 2.0534, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5604, loss/aux0: 1.5604 2020-10-20 05:36:35,735 - mmaction - INFO - Epoch [164][140/396] lr: 8.754e-02, eta: 18:21:18, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7758, loss_cls: 1.9459, loss: 1.9459, grad_norm: 2.0560, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5594, loss/aux0: 1.5594 2020-10-20 05:36:36,736 - mmaction - INFO - Epoch [164][140/396] lr: 8.754e-02, eta: 18:21:29, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7758, loss_cls: 1.9459, loss: 1.9459, grad_norm: 2.0413, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5541, loss/aux0: 1.5541 2020-10-20 05:37:13,231 - mmaction - INFO - Epoch [164][160/396] lr: 8.754e-02, eta: 18:20:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5195, top5_acc: 0.7594, loss_cls: 1.9787, loss: 1.9787, grad_norm: 2.0595, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5978, loss/aux0: 1.5978 2020-10-20 05:37:14,232 - mmaction - INFO - Epoch [164][160/396] lr: 8.754e-02, eta: 18:20:54, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5195, top5_acc: 0.7594, loss_cls: 1.9787, loss: 1.9787, grad_norm: 2.0730, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6099, loss/aux0: 1.6099 2020-10-20 05:37:50,813 - mmaction - INFO - Epoch [164][180/396] lr: 8.754e-02, eta: 18:20:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7620, loss_cls: 1.9891, loss: 1.9891, grad_norm: 2.0274, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5632, loss/aux0: 1.5632 2020-10-20 05:37:51,777 - mmaction - INFO - Epoch [164][180/396] lr: 8.754e-02, eta: 18:20:19, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7620, loss_cls: 1.9891, loss: 1.9891, grad_norm: 2.0296, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5567, loss/aux0: 1.5567 2020-10-20 05:38:28,365 - mmaction - INFO - Epoch [164][200/396] lr: 8.754e-02, eta: 18:19:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7711, loss_cls: 1.9774, loss: 1.9774, grad_norm: 2.0558, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5924, loss/aux0: 1.5924 2020-10-20 05:38:29,324 - mmaction - INFO - Epoch [164][200/396] lr: 8.754e-02, eta: 18:19:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5094, top5_acc: 0.7711, loss_cls: 1.9774, loss: 1.9774, grad_norm: 2.0569, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8273, loss_cls/aux0: 1.6017, loss/aux0: 1.6017 2020-10-20 05:39:05,943 - mmaction - INFO - Epoch [164][220/396] lr: 8.754e-02, eta: 18:18:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7711, loss_cls: 1.9149, loss: 1.9149, grad_norm: 2.0671, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8172, loss_cls/aux0: 1.6352, loss/aux0: 1.6352 2020-10-20 05:39:06,914 - mmaction - INFO - Epoch [164][220/396] lr: 8.754e-02, eta: 18:19:08, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7711, loss_cls: 1.9149, loss: 1.9149, grad_norm: 2.0671, top1_acc/aux0: 0.6047, top5_acc/aux0: 0.8195, loss_cls/aux0: 1.6187, loss/aux0: 1.6187 2020-10-20 05:39:43,482 - mmaction - INFO - Epoch [164][240/396] lr: 8.754e-02, eta: 18:18:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7531, loss_cls: 2.0516, loss: 2.0516, grad_norm: 2.1151, top1_acc/aux0: 0.5987, top5_acc/aux0: 0.8258, loss_cls/aux0: 1.6091, loss/aux0: 1.6091 2020-10-20 05:39:44,422 - mmaction - INFO - Epoch [164][240/396] lr: 8.754e-02, eta: 18:18:33, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5044, top5_acc: 0.7531, loss_cls: 2.0516, loss: 2.0516, grad_norm: 2.1122, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.6310, loss/aux0: 1.6310 2020-10-20 05:40:21,161 - mmaction - INFO - Epoch [164][260/396] lr: 8.754e-02, eta: 18:17:47, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5232, top5_acc: 0.7599, loss_cls: 1.9645, loss: 1.9645, grad_norm: 1.9969, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5847, loss/aux0: 1.5847 2020-10-20 05:40:22,130 - mmaction - INFO - Epoch [164][260/396] lr: 8.754e-02, eta: 18:17:58, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5232, top5_acc: 0.7599, loss_cls: 1.9645, loss: 1.9645, grad_norm: 2.0061, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5681, loss/aux0: 1.5681 2020-10-20 05:40:58,702 - mmaction - INFO - Epoch [164][280/396] lr: 8.754e-02, eta: 18:17:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7737, loss_cls: 1.9205, loss: 1.9205, grad_norm: 2.0631, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5723, loss/aux0: 1.5723 2020-10-20 05:40:59,620 - mmaction - INFO - Epoch [164][280/396] lr: 8.754e-02, eta: 18:17:23, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7737, loss_cls: 1.9205, loss: 1.9205, grad_norm: 2.0557, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5621, loss/aux0: 1.5621 2020-10-20 05:41:36,217 - mmaction - INFO - Epoch [164][300/396] lr: 8.754e-02, eta: 18:16:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7615, loss_cls: 1.9700, loss: 1.9700, grad_norm: 2.0359, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5739, loss/aux0: 1.5739 2020-10-20 05:41:37,172 - mmaction - INFO - Epoch [164][300/396] lr: 8.754e-02, eta: 18:16:48, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5276, top5_acc: 0.7615, loss_cls: 1.9700, loss: 1.9700, grad_norm: 2.0343, top1_acc/aux0: 0.5995, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5801, loss/aux0: 1.5801 2020-10-20 05:42:13,741 - mmaction - INFO - Epoch [164][320/396] lr: 8.754e-02, eta: 18:16:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7557, loss_cls: 2.0033, loss: 2.0033, grad_norm: 1.9916, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5915, loss/aux0: 1.5915 2020-10-20 05:42:14,750 - mmaction - INFO - Epoch [164][320/396] lr: 8.754e-02, eta: 18:16:13, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7557, loss_cls: 2.0033, loss: 2.0033, grad_norm: 1.9892, top1_acc/aux0: 0.6060, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.5963, loss/aux0: 1.5963 2020-10-20 05:42:51,380 - mmaction - INFO - Epoch [164][340/396] lr: 8.754e-02, eta: 18:15:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5206, top5_acc: 0.7701, loss_cls: 1.9639, loss: 1.9639, grad_norm: 2.0560, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5587, loss/aux0: 1.5587 2020-10-20 05:42:52,333 - mmaction - INFO - Epoch [164][340/396] lr: 8.754e-02, eta: 18:15:37, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5206, top5_acc: 0.7701, loss_cls: 1.9639, loss: 1.9639, grad_norm: 2.0549, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5493, loss/aux0: 1.5493 2020-10-20 05:43:28,897 - mmaction - INFO - Epoch [164][360/396] lr: 8.754e-02, eta: 18:14:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7672, loss_cls: 1.9377, loss: 1.9377, grad_norm: 2.0305, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5656, loss/aux0: 1.5656 2020-10-20 05:43:29,845 - mmaction - INFO - Epoch [164][360/396] lr: 8.754e-02, eta: 18:15:02, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7672, loss_cls: 1.9377, loss: 1.9377, grad_norm: 2.0369, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5727, loss/aux0: 1.5727 2020-10-20 05:44:06,482 - mmaction - INFO - Epoch [164][380/396] lr: 8.754e-02, eta: 18:14:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7552, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.0719, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5819, loss/aux0: 1.5819 2020-10-20 05:44:07,451 - mmaction - INFO - Epoch [164][380/396] lr: 8.754e-02, eta: 18:14:27, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5128, top5_acc: 0.7552, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.0736, top1_acc/aux0: 0.6055, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5722, loss/aux0: 1.5722 2020-10-20 05:48:57,304 - mmaction - INFO - Epoch [165][20/396] lr: 8.587e-02, eta: 18:12:56, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7622, loss_cls: 1.9317, loss: 1.9317, grad_norm: 2.1050, top1_acc/aux0: 0.6020, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.6057, loss/aux0: 1.6057 2020-10-20 05:48:58,263 - mmaction - INFO - Epoch [165][20/396] lr: 8.587e-02, eta: 18:13:07, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7622, loss_cls: 1.9317, loss: 1.9317, grad_norm: 2.0837, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.6037, loss/aux0: 1.6037 2020-10-20 05:49:34,658 - mmaction - INFO - Epoch [165][40/396] lr: 8.587e-02, eta: 18:12:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7747, loss_cls: 1.8983, loss: 1.8983, grad_norm: 2.0295, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4774, loss/aux0: 1.4774 2020-10-20 05:49:35,588 - mmaction - INFO - Epoch [165][40/396] lr: 8.587e-02, eta: 18:12:32, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7747, loss_cls: 1.8983, loss: 1.8983, grad_norm: 2.0249, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4861, loss/aux0: 1.4861 2020-10-20 05:50:12,251 - mmaction - INFO - Epoch [165][60/396] lr: 8.587e-02, eta: 18:11:46, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7625, loss_cls: 1.9753, loss: 1.9753, grad_norm: 1.9864, top1_acc/aux0: 0.6104, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5671, loss/aux0: 1.5671 2020-10-20 05:50:13,216 - mmaction - INFO - Epoch [165][60/396] lr: 8.587e-02, eta: 18:11:57, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5174, top5_acc: 0.7625, loss_cls: 1.9753, loss: 1.9753, grad_norm: 1.9970, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.5626, loss/aux0: 1.5626 2020-10-20 05:50:49,785 - mmaction - INFO - Epoch [165][80/396] lr: 8.587e-02, eta: 18:11:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7589, loss_cls: 1.9743, loss: 1.9743, grad_norm: 2.0818, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5444, loss/aux0: 1.5444 2020-10-20 05:50:50,774 - mmaction - INFO - Epoch [165][80/396] lr: 8.587e-02, eta: 18:11:21, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7589, loss_cls: 1.9743, loss: 1.9743, grad_norm: 2.0807, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.5309, loss/aux0: 1.5309 2020-10-20 05:51:27,235 - mmaction - INFO - Epoch [165][100/396] lr: 8.587e-02, eta: 18:10:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5216, top5_acc: 0.7643, loss_cls: 1.9687, loss: 1.9687, grad_norm: 2.0427, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5402, loss/aux0: 1.5402 2020-10-20 05:51:28,200 - mmaction - INFO - Epoch [165][100/396] lr: 8.587e-02, eta: 18:10:46, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5216, top5_acc: 0.7643, loss_cls: 1.9687, loss: 1.9687, grad_norm: 2.0488, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5517, loss/aux0: 1.5517 2020-10-20 05:52:04,789 - mmaction - INFO - Epoch [165][120/396] lr: 8.587e-02, eta: 18:10:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7687, loss_cls: 1.9407, loss: 1.9407, grad_norm: 2.0739, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5757, loss/aux0: 1.5757 2020-10-20 05:52:05,807 - mmaction - INFO - Epoch [165][120/396] lr: 8.587e-02, eta: 18:10:11, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7687, loss_cls: 1.9407, loss: 1.9407, grad_norm: 2.0542, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5672, loss/aux0: 1.5672 2020-10-20 05:52:42,378 - mmaction - INFO - Epoch [165][140/396] lr: 8.587e-02, eta: 18:09:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7724, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.0540, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5622, loss/aux0: 1.5622 2020-10-20 05:52:43,338 - mmaction - INFO - Epoch [165][140/396] lr: 8.587e-02, eta: 18:09:36, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5167, top5_acc: 0.7724, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.0555, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5621, loss/aux0: 1.5621 2020-10-20 05:53:19,951 - mmaction - INFO - Epoch [165][160/396] lr: 8.587e-02, eta: 18:08:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7755, loss_cls: 1.9303, loss: 1.9303, grad_norm: 2.0776, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5761, loss/aux0: 1.5761 2020-10-20 05:53:20,895 - mmaction - INFO - Epoch [165][160/396] lr: 8.587e-02, eta: 18:09:01, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5253, top5_acc: 0.7755, loss_cls: 1.9303, loss: 1.9303, grad_norm: 2.0738, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5813, loss/aux0: 1.5813 2020-10-20 05:53:57,520 - mmaction - INFO - Epoch [165][180/396] lr: 8.587e-02, eta: 18:08:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5161, top5_acc: 0.7638, loss_cls: 1.9898, loss: 1.9898, grad_norm: 2.0350, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5745, loss/aux0: 1.5745 2020-10-20 05:53:58,485 - mmaction - INFO - Epoch [165][180/396] lr: 8.587e-02, eta: 18:08:25, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5161, top5_acc: 0.7638, loss_cls: 1.9898, loss: 1.9898, grad_norm: 2.0435, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5818, loss/aux0: 1.5818 2020-10-20 05:54:35,078 - mmaction - INFO - Epoch [165][200/396] lr: 8.587e-02, eta: 18:07:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7648, loss_cls: 1.9226, loss: 1.9226, grad_norm: 2.0408, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5704, loss/aux0: 1.5704 2020-10-20 05:54:36,040 - mmaction - INFO - Epoch [165][200/396] lr: 8.587e-02, eta: 18:07:50, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7648, loss_cls: 1.9226, loss: 1.9226, grad_norm: 2.0341, top1_acc/aux0: 0.6091, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5538, loss/aux0: 1.5538 2020-10-20 05:55:12,767 - mmaction - INFO - Epoch [165][220/396] lr: 8.587e-02, eta: 18:07:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7594, loss_cls: 1.9669, loss: 1.9669, grad_norm: 2.0123, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8286, loss_cls/aux0: 1.5982, loss/aux0: 1.5982 2020-10-20 05:55:13,745 - mmaction - INFO - Epoch [165][220/396] lr: 8.587e-02, eta: 18:07:15, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7594, loss_cls: 1.9669, loss: 1.9669, grad_norm: 2.0129, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8294, loss_cls/aux0: 1.6065, loss/aux0: 1.6065 2020-10-20 05:55:50,301 - mmaction - INFO - Epoch [165][240/396] lr: 8.587e-02, eta: 18:06:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7753, loss_cls: 1.9195, loss: 1.9195, grad_norm: 2.0522, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5702, loss/aux0: 1.5702 2020-10-20 05:55:51,272 - mmaction - INFO - Epoch [165][240/396] lr: 8.587e-02, eta: 18:06:40, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7753, loss_cls: 1.9195, loss: 1.9195, grad_norm: 2.0542, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5828, loss/aux0: 1.5828 2020-10-20 05:56:27,872 - mmaction - INFO - Epoch [165][260/396] lr: 8.587e-02, eta: 18:05:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7805, loss_cls: 1.9032, loss: 1.9032, grad_norm: 2.0550, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5632, loss/aux0: 1.5632 2020-10-20 05:56:28,889 - mmaction - INFO - Epoch [165][260/396] lr: 8.587e-02, eta: 18:06:05, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7805, loss_cls: 1.9032, loss: 1.9032, grad_norm: 2.0506, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5373, loss/aux0: 1.5373 2020-10-20 05:57:05,459 - mmaction - INFO - Epoch [165][280/396] lr: 8.587e-02, eta: 18:05:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7612, loss_cls: 1.9726, loss: 1.9726, grad_norm: 2.0507, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5440, loss/aux0: 1.5440 2020-10-20 05:57:06,413 - mmaction - INFO - Epoch [165][280/396] lr: 8.587e-02, eta: 18:05:30, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5177, top5_acc: 0.7612, loss_cls: 1.9726, loss: 1.9726, grad_norm: 2.0518, top1_acc/aux0: 0.6112, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5592, loss/aux0: 1.5592 2020-10-20 05:57:43,000 - mmaction - INFO - Epoch [165][300/396] lr: 8.587e-02, eta: 18:04:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7643, loss_cls: 1.9211, loss: 1.9211, grad_norm: 2.0936, top1_acc/aux0: 0.5940, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6502, loss/aux0: 1.6502 2020-10-20 05:57:43,948 - mmaction - INFO - Epoch [165][300/396] lr: 8.587e-02, eta: 18:04:54, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7643, loss_cls: 1.9211, loss: 1.9211, grad_norm: 2.0975, top1_acc/aux0: 0.5906, top5_acc/aux0: 0.8211, loss_cls/aux0: 1.6574, loss/aux0: 1.6574 2020-10-20 05:58:20,367 - mmaction - INFO - Epoch [165][320/396] lr: 8.587e-02, eta: 18:04:09, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7794, loss_cls: 1.9079, loss: 1.9079, grad_norm: 2.0386, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.5262, loss/aux0: 1.5262 2020-10-20 05:58:21,335 - mmaction - INFO - Epoch [165][320/396] lr: 8.587e-02, eta: 18:04:19, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7794, loss_cls: 1.9079, loss: 1.9079, grad_norm: 2.0493, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5256, loss/aux0: 1.5256 2020-10-20 05:58:57,952 - mmaction - INFO - Epoch [165][340/396] lr: 8.587e-02, eta: 18:03:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7693, loss_cls: 1.9104, loss: 1.9104, grad_norm: 2.0587, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5407, loss/aux0: 1.5407 2020-10-20 05:58:58,896 - mmaction - INFO - Epoch [165][340/396] lr: 8.587e-02, eta: 18:03:44, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7693, loss_cls: 1.9104, loss: 1.9104, grad_norm: 2.0494, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5341, loss/aux0: 1.5341 2020-10-20 05:59:35,526 - mmaction - INFO - Epoch [165][360/396] lr: 8.587e-02, eta: 18:02:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7523, loss_cls: 2.0349, loss: 2.0349, grad_norm: 2.0422, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5813, loss/aux0: 1.5813 2020-10-20 05:59:36,478 - mmaction - INFO - Epoch [165][360/396] lr: 8.587e-02, eta: 18:03:09, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5148, top5_acc: 0.7523, loss_cls: 2.0349, loss: 2.0349, grad_norm: 2.0388, top1_acc/aux0: 0.6065, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5848, loss/aux0: 1.5848 2020-10-20 06:00:17,823 - mmaction - INFO - Epoch [165][380/396] lr: 8.587e-02, eta: 18:02:26, time: 1.172, data_time: 0.000, memory: 8466, top1_acc: 0.5255, top5_acc: 0.7570, loss_cls: 1.9925, loss: 1.9925, grad_norm: 1.9935, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5619, loss/aux0: 1.5619 2020-10-20 06:00:18,840 - mmaction - INFO - Epoch [165][380/396] lr: 8.587e-02, eta: 18:02:39, time: 1.177, data_time: 0.007, memory: 8466, top1_acc: 0.5255, top5_acc: 0.7570, loss_cls: 1.9925, loss: 1.9925, grad_norm: 2.0063, top1_acc/aux0: 0.6021, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5604, loss/aux0: 1.5604 2020-10-20 06:05:07,553 - mmaction - INFO - Epoch [166][20/396] lr: 8.421e-02, eta: 18:01:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7794, loss_cls: 1.8701, loss: 1.8701, grad_norm: 2.1186, top1_acc/aux0: 0.6061, top5_acc/aux0: 0.8416, loss_cls/aux0: 1.5762, loss/aux0: 1.5762 2020-10-20 06:05:08,505 - mmaction - INFO - Epoch [166][20/396] lr: 8.421e-02, eta: 18:01:19, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7794, loss_cls: 1.8701, loss: 1.8701, grad_norm: 2.1160, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5762, loss/aux0: 1.5762 2020-10-20 06:05:44,991 - mmaction - INFO - Epoch [166][40/396] lr: 8.421e-02, eta: 18:00:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7716, loss_cls: 1.9408, loss: 1.9408, grad_norm: 2.0129, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5338, loss/aux0: 1.5338 2020-10-20 06:05:45,977 - mmaction - INFO - Epoch [166][40/396] lr: 8.421e-02, eta: 18:00:44, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7716, loss_cls: 1.9408, loss: 1.9408, grad_norm: 2.0252, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5448, loss/aux0: 1.5448 2020-10-20 06:06:22,571 - mmaction - INFO - Epoch [166][60/396] lr: 8.421e-02, eta: 17:59:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7648, loss_cls: 1.9378, loss: 1.9378, grad_norm: 2.0284, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5160, loss/aux0: 1.5160 2020-10-20 06:06:23,539 - mmaction - INFO - Epoch [166][60/396] lr: 8.421e-02, eta: 18:00:08, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7648, loss_cls: 1.9378, loss: 1.9378, grad_norm: 2.0247, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5063, loss/aux0: 1.5063 2020-10-20 06:07:00,055 - mmaction - INFO - Epoch [166][80/396] lr: 8.421e-02, eta: 17:59:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7716, loss_cls: 1.9507, loss: 1.9507, grad_norm: 2.0279, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5551, loss/aux0: 1.5551 2020-10-20 06:07:01,007 - mmaction - INFO - Epoch [166][80/396] lr: 8.421e-02, eta: 17:59:33, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7716, loss_cls: 1.9507, loss: 1.9507, grad_norm: 2.0368, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5490, loss/aux0: 1.5490 2020-10-20 06:07:37,608 - mmaction - INFO - Epoch [166][100/396] lr: 8.421e-02, eta: 17:58:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7750, loss_cls: 1.9005, loss: 1.9005, grad_norm: 2.0576, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5786, loss/aux0: 1.5786 2020-10-20 06:07:38,559 - mmaction - INFO - Epoch [166][100/396] lr: 8.421e-02, eta: 17:58:58, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5424, top5_acc: 0.7750, loss_cls: 1.9005, loss: 1.9005, grad_norm: 2.0635, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5914, loss/aux0: 1.5914 2020-10-20 06:08:15,116 - mmaction - INFO - Epoch [166][120/396] lr: 8.421e-02, eta: 17:58:12, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5305, top5_acc: 0.7833, loss_cls: 1.9234, loss: 1.9234, grad_norm: 2.0422, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5200, loss/aux0: 1.5200 2020-10-20 06:08:16,069 - mmaction - INFO - Epoch [166][120/396] lr: 8.421e-02, eta: 17:58:23, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5305, top5_acc: 0.7833, loss_cls: 1.9234, loss: 1.9234, grad_norm: 2.0480, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5073, loss/aux0: 1.5073 2020-10-20 06:08:52,747 - mmaction - INFO - Epoch [166][140/396] lr: 8.421e-02, eta: 17:57:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7708, loss_cls: 1.9303, loss: 1.9303, grad_norm: 2.1190, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5182, loss/aux0: 1.5182 2020-10-20 06:08:53,753 - mmaction - INFO - Epoch [166][140/396] lr: 8.421e-02, eta: 17:57:48, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5260, top5_acc: 0.7708, loss_cls: 1.9303, loss: 1.9303, grad_norm: 2.1168, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5156, loss/aux0: 1.5156 2020-10-20 06:09:30,306 - mmaction - INFO - Epoch [166][160/396] lr: 8.421e-02, eta: 17:57:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7633, loss_cls: 1.9543, loss: 1.9543, grad_norm: 1.9846, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5194, loss/aux0: 1.5194 2020-10-20 06:09:31,295 - mmaction - INFO - Epoch [166][160/396] lr: 8.421e-02, eta: 17:57:12, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7633, loss_cls: 1.9543, loss: 1.9543, grad_norm: 2.0037, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5261, loss/aux0: 1.5261 2020-10-20 06:10:07,789 - mmaction - INFO - Epoch [166][180/396] lr: 8.421e-02, eta: 17:56:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7794, loss_cls: 1.9108, loss: 1.9108, grad_norm: 2.0074, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.4944, loss/aux0: 1.4944 2020-10-20 06:10:08,759 - mmaction - INFO - Epoch [166][180/396] lr: 8.421e-02, eta: 17:56:37, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7794, loss_cls: 1.9108, loss: 1.9108, grad_norm: 2.0135, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.4930, loss/aux0: 1.4930 2020-10-20 06:10:45,360 - mmaction - INFO - Epoch [166][200/396] lr: 8.421e-02, eta: 17:55:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7708, loss_cls: 1.9306, loss: 1.9306, grad_norm: 2.0591, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5523, loss/aux0: 1.5523 2020-10-20 06:10:46,298 - mmaction - INFO - Epoch [166][200/396] lr: 8.421e-02, eta: 17:56:02, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5323, top5_acc: 0.7708, loss_cls: 1.9306, loss: 1.9306, grad_norm: 2.0606, top1_acc/aux0: 0.6044, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5511, loss/aux0: 1.5511 2020-10-20 06:11:22,865 - mmaction - INFO - Epoch [166][220/396] lr: 8.421e-02, eta: 17:55:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7544, loss_cls: 1.9814, loss: 1.9814, grad_norm: 2.1051, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5650, loss/aux0: 1.5650 2020-10-20 06:11:23,792 - mmaction - INFO - Epoch [166][220/396] lr: 8.421e-02, eta: 17:55:27, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7544, loss_cls: 1.9814, loss: 1.9814, grad_norm: 2.1122, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5675, loss/aux0: 1.5675 2020-10-20 06:12:00,379 - mmaction - INFO - Epoch [166][240/396] lr: 8.421e-02, eta: 17:54:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7747, loss_cls: 1.8979, loss: 1.8979, grad_norm: 2.1005, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5327, loss/aux0: 1.5327 2020-10-20 06:12:01,338 - mmaction - INFO - Epoch [166][240/396] lr: 8.421e-02, eta: 17:54:51, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7747, loss_cls: 1.8979, loss: 1.8979, grad_norm: 2.1098, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5378, loss/aux0: 1.5378 2020-10-20 06:12:38,048 - mmaction - INFO - Epoch [166][260/396] lr: 8.421e-02, eta: 17:54:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5328, top5_acc: 0.7688, loss_cls: 1.9251, loss: 1.9251, grad_norm: 2.0038, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5748, loss/aux0: 1.5748 2020-10-20 06:12:39,016 - mmaction - INFO - Epoch [166][260/396] lr: 8.421e-02, eta: 17:54:16, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5328, top5_acc: 0.7688, loss_cls: 1.9251, loss: 1.9251, grad_norm: 1.9981, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.5628, loss/aux0: 1.5628 2020-10-20 06:13:15,554 - mmaction - INFO - Epoch [166][280/396] lr: 8.421e-02, eta: 17:53:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7755, loss_cls: 1.9216, loss: 1.9216, grad_norm: 2.0904, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.5362, loss/aux0: 1.5362 2020-10-20 06:13:16,517 - mmaction - INFO - Epoch [166][280/396] lr: 8.421e-02, eta: 17:53:41, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7755, loss_cls: 1.9216, loss: 1.9216, grad_norm: 2.1106, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.5480, loss/aux0: 1.5480 2020-10-20 06:13:53,178 - mmaction - INFO - Epoch [166][300/396] lr: 8.421e-02, eta: 17:52:56, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7594, loss_cls: 2.0058, loss: 2.0058, grad_norm: 2.0244, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5569, loss/aux0: 1.5569 2020-10-20 06:13:54,201 - mmaction - INFO - Epoch [166][300/396] lr: 8.421e-02, eta: 17:53:06, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5146, top5_acc: 0.7594, loss_cls: 2.0058, loss: 2.0058, grad_norm: 2.0409, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5572, loss/aux0: 1.5572 2020-10-20 06:14:30,882 - mmaction - INFO - Epoch [166][320/396] lr: 8.421e-02, eta: 17:52:20, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5242, top5_acc: 0.7740, loss_cls: 1.9405, loss: 1.9405, grad_norm: 2.0245, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5567, loss/aux0: 1.5567 2020-10-20 06:14:31,824 - mmaction - INFO - Epoch [166][320/396] lr: 8.421e-02, eta: 17:52:31, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5242, top5_acc: 0.7740, loss_cls: 1.9405, loss: 1.9405, grad_norm: 2.0384, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5577, loss/aux0: 1.5577 2020-10-20 06:15:08,430 - mmaction - INFO - Epoch [166][340/396] lr: 8.421e-02, eta: 17:51:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7638, loss_cls: 1.9500, loss: 1.9500, grad_norm: 2.0485, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.6765, loss/aux0: 1.6765 2020-10-20 06:15:09,429 - mmaction - INFO - Epoch [166][340/396] lr: 8.421e-02, eta: 17:51:56, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7638, loss_cls: 1.9500, loss: 1.9500, grad_norm: 2.0394, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8190, loss_cls/aux0: 1.6676, loss/aux0: 1.6676 2020-10-20 06:15:46,048 - mmaction - INFO - Epoch [166][360/396] lr: 8.421e-02, eta: 17:51:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7677, loss_cls: 1.9309, loss: 1.9309, grad_norm: 2.0592, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5759, loss/aux0: 1.5759 2020-10-20 06:15:47,007 - mmaction - INFO - Epoch [166][360/396] lr: 8.421e-02, eta: 17:51:20, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7677, loss_cls: 1.9309, loss: 1.9309, grad_norm: 2.0623, top1_acc/aux0: 0.6081, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.5806, loss/aux0: 1.5806 2020-10-20 06:16:23,596 - mmaction - INFO - Epoch [166][380/396] lr: 8.421e-02, eta: 17:50:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7732, loss_cls: 1.9342, loss: 1.9342, grad_norm: 2.0459, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5266, loss/aux0: 1.5266 2020-10-20 06:16:24,561 - mmaction - INFO - Epoch [166][380/396] lr: 8.421e-02, eta: 17:50:45, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7732, loss_cls: 1.9342, loss: 1.9342, grad_norm: 2.0524, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5284, loss/aux0: 1.5284 2020-10-20 06:21:13,986 - mmaction - INFO - Epoch [167][20/396] lr: 8.256e-02, eta: 17:49:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7690, loss_cls: 1.9596, loss: 1.9596, grad_norm: 2.1202, top1_acc/aux0: 0.6264, top5_acc/aux0: 0.8457, loss_cls/aux0: 1.4810, loss/aux0: 1.4810 2020-10-20 06:21:14,959 - mmaction - INFO - Epoch [167][20/396] lr: 8.256e-02, eta: 17:49:25, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5159, top5_acc: 0.7690, loss_cls: 1.9596, loss: 1.9596, grad_norm: 2.1095, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4935, loss/aux0: 1.4935 2020-10-20 06:21:51,402 - mmaction - INFO - Epoch [167][40/396] lr: 8.256e-02, eta: 17:48:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7677, loss_cls: 1.9378, loss: 1.9378, grad_norm: 2.0955, top1_acc/aux0: 0.6086, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5877, loss/aux0: 1.5877 2020-10-20 06:21:52,384 - mmaction - INFO - Epoch [167][40/396] lr: 8.256e-02, eta: 17:48:50, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7677, loss_cls: 1.9378, loss: 1.9378, grad_norm: 2.0828, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5819, loss/aux0: 1.5819 2020-10-20 06:22:28,951 - mmaction - INFO - Epoch [167][60/396] lr: 8.256e-02, eta: 17:48:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7661, loss_cls: 1.9418, loss: 1.9418, grad_norm: 2.0659, top1_acc/aux0: 0.6198, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5402, loss/aux0: 1.5402 2020-10-20 06:22:29,879 - mmaction - INFO - Epoch [167][60/396] lr: 8.256e-02, eta: 17:48:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7661, loss_cls: 1.9418, loss: 1.9418, grad_norm: 2.0830, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5464, loss/aux0: 1.5464 2020-10-20 06:23:06,392 - mmaction - INFO - Epoch [167][80/396] lr: 8.256e-02, eta: 17:47:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7786, loss_cls: 1.9114, loss: 1.9114, grad_norm: 2.0882, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5420, loss/aux0: 1.5420 2020-10-20 06:23:07,372 - mmaction - INFO - Epoch [167][80/396] lr: 8.256e-02, eta: 17:47:40, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7786, loss_cls: 1.9114, loss: 1.9114, grad_norm: 2.0782, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5262, loss/aux0: 1.5262 2020-10-20 06:23:43,846 - mmaction - INFO - Epoch [167][100/396] lr: 8.256e-02, eta: 17:46:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7685, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.0989, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5138, loss/aux0: 1.5138 2020-10-20 06:23:44,796 - mmaction - INFO - Epoch [167][100/396] lr: 8.256e-02, eta: 17:47:04, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7685, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.0881, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5189, loss/aux0: 1.5189 2020-10-20 06:24:21,435 - mmaction - INFO - Epoch [167][120/396] lr: 8.256e-02, eta: 17:46:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7807, loss_cls: 1.8879, loss: 1.8879, grad_norm: 2.0688, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5330, loss/aux0: 1.5330 2020-10-20 06:24:22,414 - mmaction - INFO - Epoch [167][120/396] lr: 8.256e-02, eta: 17:46:29, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7807, loss_cls: 1.8879, loss: 1.8879, grad_norm: 2.0751, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5377, loss/aux0: 1.5377 2020-10-20 06:24:59,001 - mmaction - INFO - Epoch [167][140/396] lr: 8.256e-02, eta: 17:45:44, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5172, top5_acc: 0.7685, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.0380, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.5412, loss/aux0: 1.5412 2020-10-20 06:24:59,962 - mmaction - INFO - Epoch [167][140/396] lr: 8.256e-02, eta: 17:45:54, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5172, top5_acc: 0.7685, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.0545, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5433, loss/aux0: 1.5433 2020-10-20 06:25:36,506 - mmaction - INFO - Epoch [167][160/396] lr: 8.256e-02, eta: 17:45:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7763, loss_cls: 1.8830, loss: 1.8830, grad_norm: 2.0868, top1_acc/aux0: 0.6107, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5758, loss/aux0: 1.5758 2020-10-20 06:25:37,474 - mmaction - INFO - Epoch [167][160/396] lr: 8.256e-02, eta: 17:45:19, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7763, loss_cls: 1.8830, loss: 1.8830, grad_norm: 2.0733, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5574, loss/aux0: 1.5574 2020-10-20 06:26:14,083 - mmaction - INFO - Epoch [167][180/396] lr: 8.256e-02, eta: 17:44:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7596, loss_cls: 1.9912, loss: 1.9912, grad_norm: 2.0678, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.5818, loss/aux0: 1.5818 2020-10-20 06:26:15,080 - mmaction - INFO - Epoch [167][180/396] lr: 8.256e-02, eta: 17:44:44, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5081, top5_acc: 0.7596, loss_cls: 1.9912, loss: 1.9912, grad_norm: 2.0595, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5931, loss/aux0: 1.5931 2020-10-20 06:26:51,611 - mmaction - INFO - Epoch [167][200/396] lr: 8.256e-02, eta: 17:43:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7602, loss_cls: 2.0038, loss: 2.0038, grad_norm: 2.0680, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5041, loss/aux0: 1.5041 2020-10-20 06:26:52,581 - mmaction - INFO - Epoch [167][200/396] lr: 8.256e-02, eta: 17:44:08, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5180, top5_acc: 0.7602, loss_cls: 2.0038, loss: 2.0038, grad_norm: 2.0651, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4966, loss/aux0: 1.4966 2020-10-20 06:27:29,109 - mmaction - INFO - Epoch [167][220/396] lr: 8.256e-02, eta: 17:43:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7690, loss_cls: 1.9145, loss: 1.9145, grad_norm: 2.0752, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4584, loss/aux0: 1.4584 2020-10-20 06:27:30,098 - mmaction - INFO - Epoch [167][220/396] lr: 8.256e-02, eta: 17:43:33, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7690, loss_cls: 1.9145, loss: 1.9145, grad_norm: 2.0662, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4571, loss/aux0: 1.4571 2020-10-20 06:28:06,724 - mmaction - INFO - Epoch [167][240/396] lr: 8.256e-02, eta: 17:42:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7669, loss_cls: 1.9706, loss: 1.9706, grad_norm: 2.1085, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5514, loss/aux0: 1.5514 2020-10-20 06:28:07,676 - mmaction - INFO - Epoch [167][240/396] lr: 8.256e-02, eta: 17:42:58, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7669, loss_cls: 1.9706, loss: 1.9706, grad_norm: 2.1021, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5548, loss/aux0: 1.5548 2020-10-20 06:28:44,355 - mmaction - INFO - Epoch [167][260/396] lr: 8.256e-02, eta: 17:42:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7706, loss_cls: 1.9190, loss: 1.9190, grad_norm: 2.0917, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.5153, loss/aux0: 1.5153 2020-10-20 06:28:45,317 - mmaction - INFO - Epoch [167][260/396] lr: 8.256e-02, eta: 17:42:23, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7706, loss_cls: 1.9190, loss: 1.9190, grad_norm: 2.0833, top1_acc/aux0: 0.6164, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5241, loss/aux0: 1.5241 2020-10-20 06:29:21,805 - mmaction - INFO - Epoch [167][280/396] lr: 8.256e-02, eta: 17:41:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7635, loss_cls: 1.9713, loss: 1.9713, grad_norm: 2.0818, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5441, loss/aux0: 1.5441 2020-10-20 06:29:22,786 - mmaction - INFO - Epoch [167][280/396] lr: 8.256e-02, eta: 17:41:47, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5211, top5_acc: 0.7635, loss_cls: 1.9713, loss: 1.9713, grad_norm: 2.0843, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5337, loss/aux0: 1.5337 2020-10-20 06:29:59,389 - mmaction - INFO - Epoch [167][300/396] lr: 8.256e-02, eta: 17:41:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7698, loss_cls: 1.9445, loss: 1.9445, grad_norm: 2.1223, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5303, loss/aux0: 1.5303 2020-10-20 06:30:00,316 - mmaction - INFO - Epoch [167][300/396] lr: 8.256e-02, eta: 17:41:12, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7698, loss_cls: 1.9445, loss: 1.9445, grad_norm: 2.1368, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5556, loss/aux0: 1.5556 2020-10-20 06:30:36,832 - mmaction - INFO - Epoch [167][320/396] lr: 8.256e-02, eta: 17:40:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7589, loss_cls: 1.9951, loss: 1.9951, grad_norm: 2.1001, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8255, loss_cls/aux0: 1.5941, loss/aux0: 1.5941 2020-10-20 06:30:37,778 - mmaction - INFO - Epoch [167][320/396] lr: 8.256e-02, eta: 17:40:37, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5120, top5_acc: 0.7589, loss_cls: 1.9951, loss: 1.9951, grad_norm: 2.1034, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8276, loss_cls/aux0: 1.5816, loss/aux0: 1.5816 2020-10-20 06:31:14,419 - mmaction - INFO - Epoch [167][340/396] lr: 8.256e-02, eta: 17:39:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7766, loss_cls: 1.8897, loss: 1.8897, grad_norm: 2.0831, top1_acc/aux0: 0.6039, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.6164, loss/aux0: 1.6164 2020-10-20 06:31:15,374 - mmaction - INFO - Epoch [167][340/396] lr: 8.256e-02, eta: 17:40:02, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7766, loss_cls: 1.8897, loss: 1.8897, grad_norm: 2.0717, top1_acc/aux0: 0.6049, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6146, loss/aux0: 1.6146 2020-10-20 06:31:52,103 - mmaction - INFO - Epoch [167][360/396] lr: 8.256e-02, eta: 17:39:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7760, loss_cls: 1.8949, loss: 1.8949, grad_norm: 2.0676, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5746, loss/aux0: 1.5746 2020-10-20 06:31:53,113 - mmaction - INFO - Epoch [167][360/396] lr: 8.256e-02, eta: 17:39:27, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7760, loss_cls: 1.8949, loss: 1.8949, grad_norm: 2.0647, top1_acc/aux0: 0.6076, top5_acc/aux0: 0.8284, loss_cls/aux0: 1.5802, loss/aux0: 1.5802 2020-10-20 06:32:29,728 - mmaction - INFO - Epoch [167][380/396] lr: 8.256e-02, eta: 17:38:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5143, top5_acc: 0.7711, loss_cls: 1.9646, loss: 1.9646, grad_norm: 2.0935, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5357, loss/aux0: 1.5357 2020-10-20 06:32:30,726 - mmaction - INFO - Epoch [167][380/396] lr: 8.256e-02, eta: 17:38:51, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5143, top5_acc: 0.7711, loss_cls: 1.9646, loss: 1.9646, grad_norm: 2.0936, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5214, loss/aux0: 1.5214 2020-10-20 06:37:29,481 - mmaction - INFO - Epoch [168][20/396] lr: 8.092e-02, eta: 17:37:22, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7797, loss_cls: 1.8946, loss: 1.8946, grad_norm: 2.0874, top1_acc/aux0: 0.6012, top5_acc/aux0: 0.8394, loss_cls/aux0: 1.5503, loss/aux0: 1.5503 2020-10-20 06:37:30,432 - mmaction - INFO - Epoch [168][20/396] lr: 8.092e-02, eta: 17:37:32, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7797, loss_cls: 1.8946, loss: 1.8946, grad_norm: 2.0969, top1_acc/aux0: 0.6023, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5496, loss/aux0: 1.5496 2020-10-20 06:38:06,762 - mmaction - INFO - Epoch [168][40/396] lr: 8.092e-02, eta: 17:36:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7776, loss_cls: 1.9175, loss: 1.9175, grad_norm: 2.0838, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.4978, loss/aux0: 1.4978 2020-10-20 06:38:07,719 - mmaction - INFO - Epoch [168][40/396] lr: 8.092e-02, eta: 17:36:57, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5266, top5_acc: 0.7776, loss_cls: 1.9175, loss: 1.9175, grad_norm: 2.0765, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4967, loss/aux0: 1.4967 2020-10-20 06:38:44,199 - mmaction - INFO - Epoch [168][60/396] lr: 8.092e-02, eta: 17:36:11, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7669, loss_cls: 1.9334, loss: 1.9334, grad_norm: 2.0856, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5445, loss/aux0: 1.5445 2020-10-20 06:38:45,149 - mmaction - INFO - Epoch [168][60/396] lr: 8.092e-02, eta: 17:36:21, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7669, loss_cls: 1.9334, loss: 1.9334, grad_norm: 2.0880, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5424, loss/aux0: 1.5424 2020-10-20 06:39:21,764 - mmaction - INFO - Epoch [168][80/396] lr: 8.092e-02, eta: 17:35:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7651, loss_cls: 1.9576, loss: 1.9576, grad_norm: 2.0692, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5427, loss/aux0: 1.5427 2020-10-20 06:39:22,754 - mmaction - INFO - Epoch [168][80/396] lr: 8.092e-02, eta: 17:35:46, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7651, loss_cls: 1.9576, loss: 1.9576, grad_norm: 2.0533, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8357, loss_cls/aux0: 1.5460, loss/aux0: 1.5460 2020-10-20 06:39:59,205 - mmaction - INFO - Epoch [168][100/396] lr: 8.092e-02, eta: 17:35:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7786, loss_cls: 1.8860, loss: 1.8860, grad_norm: 2.0644, top1_acc/aux0: 0.6148, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5724, loss/aux0: 1.5724 2020-10-20 06:40:00,170 - mmaction - INFO - Epoch [168][100/396] lr: 8.092e-02, eta: 17:35:11, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5286, top5_acc: 0.7786, loss_cls: 1.8860, loss: 1.8860, grad_norm: 2.0691, top1_acc/aux0: 0.6130, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5759, loss/aux0: 1.5759 2020-10-20 06:40:36,805 - mmaction - INFO - Epoch [168][120/396] lr: 8.092e-02, eta: 17:34:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7773, loss_cls: 1.9006, loss: 1.9006, grad_norm: 2.0632, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.5376, loss/aux0: 1.5376 2020-10-20 06:40:37,813 - mmaction - INFO - Epoch [168][120/396] lr: 8.092e-02, eta: 17:34:36, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7773, loss_cls: 1.9006, loss: 1.9006, grad_norm: 2.0689, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.5380, loss/aux0: 1.5380 2020-10-20 06:41:14,405 - mmaction - INFO - Epoch [168][140/396] lr: 8.092e-02, eta: 17:33:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7708, loss_cls: 1.8942, loss: 1.8942, grad_norm: 2.0520, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4899, loss/aux0: 1.4899 2020-10-20 06:41:15,424 - mmaction - INFO - Epoch [168][140/396] lr: 8.092e-02, eta: 17:34:00, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7708, loss_cls: 1.8942, loss: 1.8942, grad_norm: 2.0547, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4850, loss/aux0: 1.4850 2020-10-20 06:41:52,106 - mmaction - INFO - Epoch [168][160/396] lr: 8.092e-02, eta: 17:33:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7773, loss_cls: 1.9300, loss: 1.9300, grad_norm: 2.1108, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5172, loss/aux0: 1.5172 2020-10-20 06:41:53,064 - mmaction - INFO - Epoch [168][160/396] lr: 8.092e-02, eta: 17:33:25, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7773, loss_cls: 1.9300, loss: 1.9300, grad_norm: 2.1079, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5181, loss/aux0: 1.5181 2020-10-20 06:42:29,661 - mmaction - INFO - Epoch [168][180/396] lr: 8.092e-02, eta: 17:32:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5281, top5_acc: 0.7826, loss_cls: 1.9233, loss: 1.9233, grad_norm: 2.0854, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5381, loss/aux0: 1.5381 2020-10-20 06:42:30,586 - mmaction - INFO - Epoch [168][180/396] lr: 8.092e-02, eta: 17:32:50, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5281, top5_acc: 0.7826, loss_cls: 1.9233, loss: 1.9233, grad_norm: 2.0924, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5330, loss/aux0: 1.5330 2020-10-20 06:43:07,213 - mmaction - INFO - Epoch [168][200/396] lr: 8.092e-02, eta: 17:32:05, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7747, loss_cls: 1.9280, loss: 1.9280, grad_norm: 2.1244, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5555, loss/aux0: 1.5555 2020-10-20 06:43:08,139 - mmaction - INFO - Epoch [168][200/396] lr: 8.092e-02, eta: 17:32:15, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7747, loss_cls: 1.9280, loss: 1.9280, grad_norm: 2.1323, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5614, loss/aux0: 1.5614 2020-10-20 06:43:44,608 - mmaction - INFO - Epoch [168][220/396] lr: 8.092e-02, eta: 17:31:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5310, top5_acc: 0.7773, loss_cls: 1.9293, loss: 1.9293, grad_norm: 2.1191, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5030, loss/aux0: 1.5030 2020-10-20 06:43:45,578 - mmaction - INFO - Epoch [168][220/396] lr: 8.092e-02, eta: 17:31:40, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5310, top5_acc: 0.7773, loss_cls: 1.9293, loss: 1.9293, grad_norm: 2.1138, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5043, loss/aux0: 1.5043 2020-10-20 06:44:22,262 - mmaction - INFO - Epoch [168][240/396] lr: 8.092e-02, eta: 17:30:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5328, top5_acc: 0.7664, loss_cls: 1.9447, loss: 1.9447, grad_norm: 2.1138, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5027, loss/aux0: 1.5027 2020-10-20 06:44:23,231 - mmaction - INFO - Epoch [168][240/396] lr: 8.092e-02, eta: 17:31:04, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5328, top5_acc: 0.7664, loss_cls: 1.9447, loss: 1.9447, grad_norm: 2.1213, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5095, loss/aux0: 1.5095 2020-10-20 06:44:59,744 - mmaction - INFO - Epoch [168][260/396] lr: 8.092e-02, eta: 17:30:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7750, loss_cls: 1.8950, loss: 1.8950, grad_norm: 2.0600, top1_acc/aux0: 0.6065, top5_acc/aux0: 0.8227, loss_cls/aux0: 1.6077, loss/aux0: 1.6077 2020-10-20 06:45:00,730 - mmaction - INFO - Epoch [168][260/396] lr: 8.092e-02, eta: 17:30:29, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7750, loss_cls: 1.8950, loss: 1.8950, grad_norm: 2.0536, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8237, loss_cls/aux0: 1.5996, loss/aux0: 1.5996 2020-10-20 06:45:37,340 - mmaction - INFO - Epoch [168][280/396] lr: 8.092e-02, eta: 17:29:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7753, loss_cls: 1.8807, loss: 1.8807, grad_norm: 2.0775, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5347, loss/aux0: 1.5347 2020-10-20 06:45:38,284 - mmaction - INFO - Epoch [168][280/396] lr: 8.092e-02, eta: 17:29:54, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7753, loss_cls: 1.8807, loss: 1.8807, grad_norm: 2.0723, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5320, loss/aux0: 1.5320 2020-10-20 06:46:14,906 - mmaction - INFO - Epoch [168][300/396] lr: 8.092e-02, eta: 17:29:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7771, loss_cls: 1.8799, loss: 1.8799, grad_norm: 2.1434, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8310, loss_cls/aux0: 1.5383, loss/aux0: 1.5383 2020-10-20 06:46:15,879 - mmaction - INFO - Epoch [168][300/396] lr: 8.092e-02, eta: 17:29:19, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7771, loss_cls: 1.8799, loss: 1.8799, grad_norm: 2.1484, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5358, loss/aux0: 1.5358 2020-10-20 06:46:52,414 - mmaction - INFO - Epoch [168][320/396] lr: 8.092e-02, eta: 17:28:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7698, loss_cls: 1.9054, loss: 1.9054, grad_norm: 2.0849, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.5514, loss/aux0: 1.5514 2020-10-20 06:46:53,396 - mmaction - INFO - Epoch [168][320/396] lr: 8.092e-02, eta: 17:28:43, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7698, loss_cls: 1.9054, loss: 1.9054, grad_norm: 2.0775, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5530, loss/aux0: 1.5530 2020-10-20 06:47:29,973 - mmaction - INFO - Epoch [168][340/396] lr: 8.092e-02, eta: 17:27:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7737, loss_cls: 1.9270, loss: 1.9270, grad_norm: 2.1644, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5695, loss/aux0: 1.5695 2020-10-20 06:47:30,937 - mmaction - INFO - Epoch [168][340/396] lr: 8.092e-02, eta: 17:28:08, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5240, top5_acc: 0.7737, loss_cls: 1.9270, loss: 1.9270, grad_norm: 2.1423, top1_acc/aux0: 0.6070, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5754, loss/aux0: 1.5754 2020-10-20 06:48:07,650 - mmaction - INFO - Epoch [168][360/396] lr: 8.092e-02, eta: 17:27:23, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5315, top5_acc: 0.7708, loss_cls: 1.9434, loss: 1.9434, grad_norm: 2.1065, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5492, loss/aux0: 1.5492 2020-10-20 06:48:08,604 - mmaction - INFO - Epoch [168][360/396] lr: 8.092e-02, eta: 17:27:33, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5315, top5_acc: 0.7708, loss_cls: 1.9434, loss: 1.9434, grad_norm: 2.1068, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5630, loss/aux0: 1.5630 2020-10-20 06:48:45,087 - mmaction - INFO - Epoch [168][380/396] lr: 8.092e-02, eta: 17:26:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7669, loss_cls: 1.9412, loss: 1.9412, grad_norm: 2.1214, top1_acc/aux0: 0.5945, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6064, loss/aux0: 1.6064 2020-10-20 06:48:46,009 - mmaction - INFO - Epoch [168][380/396] lr: 8.092e-02, eta: 17:26:58, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7669, loss_cls: 1.9412, loss: 1.9412, grad_norm: 2.1282, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5954, loss/aux0: 1.5954 2020-10-20 06:49:18,641 - mmaction - INFO - Saving checkpoint at 168 epochs 2020-10-20 06:51:02,011 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 06:51:02,125 - mmaction - INFO - top1_acc 0.6453 top5_acc 0.8582 2020-10-20 06:51:02,125 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 06:51:02,148 - mmaction - INFO - mean_acc 0.6458 2020-10-20 06:51:02,148 - mmaction - INFO - Now best checkpoint is epoch_168.pth 2020-10-20 06:51:02,154 - mmaction - INFO - Epoch(val) [168][396] top1_acc: 0.6453, top5_acc: 0.8582, mean_class_accuracy: 0.6458 2020-10-20 06:55:17,161 - mmaction - INFO - Epoch [169][20/396] lr: 7.929e-02, eta: 17:25:29, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7896, loss_cls: 1.8544, loss: 1.8544, grad_norm: 2.1081, top1_acc/aux0: 0.6124, top5_acc/aux0: 0.8421, loss_cls/aux0: 1.5356, loss/aux0: 1.5356 2020-10-20 06:55:18,080 - mmaction - INFO - Epoch [169][20/396] lr: 7.929e-02, eta: 17:25:38, time: 0.926, data_time: 0.001, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7896, loss_cls: 1.8544, loss: 1.8544, grad_norm: 2.1148, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5318, loss/aux0: 1.5318 2020-10-20 06:55:54,433 - mmaction - INFO - Epoch [169][40/396] lr: 7.929e-02, eta: 17:24:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7711, loss_cls: 1.9500, loss: 1.9500, grad_norm: 2.1395, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4934, loss/aux0: 1.4934 2020-10-20 06:55:55,429 - mmaction - INFO - Epoch [169][40/396] lr: 7.929e-02, eta: 17:25:03, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7711, loss_cls: 1.9500, loss: 1.9500, grad_norm: 2.1489, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4970, loss/aux0: 1.4970 2020-10-20 06:56:31,794 - mmaction - INFO - Epoch [169][60/396] lr: 7.929e-02, eta: 17:24:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7625, loss_cls: 1.9313, loss: 1.9313, grad_norm: 2.0778, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5460, loss/aux0: 1.5460 2020-10-20 06:56:32,801 - mmaction - INFO - Epoch [169][60/396] lr: 7.929e-02, eta: 17:24:28, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7625, loss_cls: 1.9313, loss: 1.9313, grad_norm: 2.0786, top1_acc/aux0: 0.6102, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5441, loss/aux0: 1.5441 2020-10-20 06:57:09,344 - mmaction - INFO - Epoch [169][80/396] lr: 7.929e-02, eta: 17:23:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7727, loss_cls: 1.9190, loss: 1.9190, grad_norm: 2.1077, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5098, loss/aux0: 1.5098 2020-10-20 06:57:10,280 - mmaction - INFO - Epoch [169][80/396] lr: 7.929e-02, eta: 17:23:52, time: 0.942, data_time: 0.005, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7727, loss_cls: 1.9190, loss: 1.9190, grad_norm: 2.1034, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5173, loss/aux0: 1.5173 2020-10-20 06:57:46,832 - mmaction - INFO - Epoch [169][100/396] lr: 7.929e-02, eta: 17:23:07, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7615, loss_cls: 1.9343, loss: 1.9343, grad_norm: 2.0731, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5096, loss/aux0: 1.5096 2020-10-20 06:57:47,797 - mmaction - INFO - Epoch [169][100/396] lr: 7.929e-02, eta: 17:23:17, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7615, loss_cls: 1.9343, loss: 1.9343, grad_norm: 2.0694, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4978, loss/aux0: 1.4978 2020-10-20 06:58:24,310 - mmaction - INFO - Epoch [169][120/396] lr: 7.929e-02, eta: 17:22:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7839, loss_cls: 1.9071, loss: 1.9071, grad_norm: 2.0545, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.5647, loss/aux0: 1.5647 2020-10-20 06:58:25,280 - mmaction - INFO - Epoch [169][120/396] lr: 7.929e-02, eta: 17:22:42, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7839, loss_cls: 1.9071, loss: 1.9071, grad_norm: 2.0443, top1_acc/aux0: 0.6117, top5_acc/aux0: 0.8341, loss_cls/aux0: 1.5715, loss/aux0: 1.5715 2020-10-20 06:59:01,845 - mmaction - INFO - Epoch [169][140/396] lr: 7.929e-02, eta: 17:21:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7708, loss_cls: 1.9345, loss: 1.9345, grad_norm: 2.1011, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.5349, loss/aux0: 1.5349 2020-10-20 06:59:02,796 - mmaction - INFO - Epoch [169][140/396] lr: 7.929e-02, eta: 17:22:07, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7708, loss_cls: 1.9345, loss: 1.9345, grad_norm: 2.0928, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.5302, loss/aux0: 1.5302 2020-10-20 06:59:39,268 - mmaction - INFO - Epoch [169][160/396] lr: 7.929e-02, eta: 17:21:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7768, loss_cls: 1.8866, loss: 1.8866, grad_norm: 2.1077, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4807, loss/aux0: 1.4807 2020-10-20 06:59:40,194 - mmaction - INFO - Epoch [169][160/396] lr: 7.929e-02, eta: 17:21:32, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7768, loss_cls: 1.8866, loss: 1.8866, grad_norm: 2.1129, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4890, loss/aux0: 1.4890 2020-10-20 07:00:16,667 - mmaction - INFO - Epoch [169][180/396] lr: 7.929e-02, eta: 17:20:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7789, loss_cls: 1.8847, loss: 1.8847, grad_norm: 2.0884, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5345, loss/aux0: 1.5345 2020-10-20 07:00:17,658 - mmaction - INFO - Epoch [169][180/396] lr: 7.929e-02, eta: 17:20:56, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7789, loss_cls: 1.8847, loss: 1.8847, grad_norm: 2.0992, top1_acc/aux0: 0.6232, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5423, loss/aux0: 1.5423 2020-10-20 07:00:54,363 - mmaction - INFO - Epoch [169][200/396] lr: 7.929e-02, eta: 17:20:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5302, top5_acc: 0.7776, loss_cls: 1.9272, loss: 1.9272, grad_norm: 2.1625, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.5096, loss/aux0: 1.5096 2020-10-20 07:00:55,287 - mmaction - INFO - Epoch [169][200/396] lr: 7.929e-02, eta: 17:20:21, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5302, top5_acc: 0.7776, loss_cls: 1.9272, loss: 1.9272, grad_norm: 2.1746, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.5104, loss/aux0: 1.5104 2020-10-20 07:01:32,127 - mmaction - INFO - Epoch [169][220/396] lr: 7.929e-02, eta: 17:19:36, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7703, loss_cls: 1.9307, loss: 1.9307, grad_norm: 2.0934, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.5279, loss/aux0: 1.5279 2020-10-20 07:01:33,087 - mmaction - INFO - Epoch [169][220/396] lr: 7.929e-02, eta: 17:19:46, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7703, loss_cls: 1.9307, loss: 1.9307, grad_norm: 2.1052, top1_acc/aux0: 0.6096, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5377, loss/aux0: 1.5377 2020-10-20 07:02:09,642 - mmaction - INFO - Epoch [169][240/396] lr: 7.929e-02, eta: 17:19:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7727, loss_cls: 1.9426, loss: 1.9426, grad_norm: 2.1201, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5529, loss/aux0: 1.5529 2020-10-20 07:02:10,573 - mmaction - INFO - Epoch [169][240/396] lr: 7.929e-02, eta: 17:19:11, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7727, loss_cls: 1.9426, loss: 1.9426, grad_norm: 2.1273, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.5336, loss/aux0: 1.5336 2020-10-20 07:02:47,153 - mmaction - INFO - Epoch [169][260/396] lr: 7.929e-02, eta: 17:18:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7721, loss_cls: 1.9201, loss: 1.9201, grad_norm: 2.0779, top1_acc/aux0: 0.6187, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5826, loss/aux0: 1.5826 2020-10-20 07:02:48,097 - mmaction - INFO - Epoch [169][260/396] lr: 7.929e-02, eta: 17:18:35, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7721, loss_cls: 1.9201, loss: 1.9201, grad_norm: 2.0921, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8289, loss_cls/aux0: 1.5815, loss/aux0: 1.5815 2020-10-20 07:03:24,717 - mmaction - INFO - Epoch [169][280/396] lr: 7.929e-02, eta: 17:17:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7674, loss_cls: 1.9480, loss: 1.9480, grad_norm: 2.0850, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4881, loss/aux0: 1.4881 2020-10-20 07:03:25,668 - mmaction - INFO - Epoch [169][280/396] lr: 7.929e-02, eta: 17:18:00, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7674, loss_cls: 1.9480, loss: 1.9480, grad_norm: 2.0873, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4826, loss/aux0: 1.4826 2020-10-20 07:04:02,275 - mmaction - INFO - Epoch [169][300/396] lr: 7.929e-02, eta: 17:17:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7729, loss_cls: 1.9218, loss: 1.9218, grad_norm: 2.0749, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5580, loss/aux0: 1.5580 2020-10-20 07:04:03,230 - mmaction - INFO - Epoch [169][300/396] lr: 7.929e-02, eta: 17:17:25, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5352, top5_acc: 0.7729, loss_cls: 1.9218, loss: 1.9218, grad_norm: 2.0707, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.5635, loss/aux0: 1.5635 2020-10-20 07:04:39,804 - mmaction - INFO - Epoch [169][320/396] lr: 7.929e-02, eta: 17:16:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7763, loss_cls: 1.9045, loss: 1.9045, grad_norm: 2.0701, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5317, loss/aux0: 1.5317 2020-10-20 07:04:40,742 - mmaction - INFO - Epoch [169][320/396] lr: 7.929e-02, eta: 17:16:50, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7763, loss_cls: 1.9045, loss: 1.9045, grad_norm: 2.0649, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5287, loss/aux0: 1.5287 2020-10-20 07:05:17,360 - mmaction - INFO - Epoch [169][340/396] lr: 7.929e-02, eta: 17:16:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7711, loss_cls: 1.9339, loss: 1.9339, grad_norm: 2.0610, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.5038, loss/aux0: 1.5038 2020-10-20 07:05:18,389 - mmaction - INFO - Epoch [169][340/396] lr: 7.929e-02, eta: 17:16:14, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.5273, top5_acc: 0.7711, loss_cls: 1.9339, loss: 1.9339, grad_norm: 2.0647, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.5006, loss/aux0: 1.5006 2020-10-20 07:05:54,965 - mmaction - INFO - Epoch [169][360/396] lr: 7.929e-02, eta: 17:15:30, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7833, loss_cls: 1.8587, loss: 1.8587, grad_norm: 2.1006, top1_acc/aux0: 0.5992, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5564, loss/aux0: 1.5564 2020-10-20 07:05:55,917 - mmaction - INFO - Epoch [169][360/396] lr: 7.929e-02, eta: 17:15:39, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7833, loss_cls: 1.8587, loss: 1.8587, grad_norm: 2.0926, top1_acc/aux0: 0.6008, top5_acc/aux0: 0.8388, loss_cls/aux0: 1.5538, loss/aux0: 1.5538 2020-10-20 07:06:32,630 - mmaction - INFO - Epoch [169][380/396] lr: 7.929e-02, eta: 17:14:54, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7716, loss_cls: 1.9165, loss: 1.9165, grad_norm: 2.1006, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5279, loss/aux0: 1.5279 2020-10-20 07:06:33,581 - mmaction - INFO - Epoch [169][380/396] lr: 7.929e-02, eta: 17:15:04, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5294, top5_acc: 0.7716, loss_cls: 1.9165, loss: 1.9165, grad_norm: 2.0969, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5344, loss/aux0: 1.5344 2020-10-20 07:11:04,763 - mmaction - INFO - Epoch [170][20/396] lr: 7.767e-02, eta: 17:13:35, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7714, loss_cls: 1.9333, loss: 1.9333, grad_norm: 2.0891, top1_acc/aux0: 0.6272, top5_acc/aux0: 0.8533, loss_cls/aux0: 1.4675, loss/aux0: 1.4675 2020-10-20 07:11:05,754 - mmaction - INFO - Epoch [170][20/396] lr: 7.767e-02, eta: 17:13:45, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5237, top5_acc: 0.7714, loss_cls: 1.9333, loss: 1.9333, grad_norm: 2.0857, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4721, loss/aux0: 1.4721 2020-10-20 07:11:42,209 - mmaction - INFO - Epoch [170][40/396] lr: 7.767e-02, eta: 17:13:00, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7888, loss_cls: 1.8704, loss: 1.8704, grad_norm: 2.1202, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4951, loss/aux0: 1.4951 2020-10-20 07:11:43,184 - mmaction - INFO - Epoch [170][40/396] lr: 7.767e-02, eta: 17:13:10, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7888, loss_cls: 1.8704, loss: 1.8704, grad_norm: 2.1058, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4855, loss/aux0: 1.4855 2020-10-20 07:12:19,730 - mmaction - INFO - Epoch [170][60/396] lr: 7.767e-02, eta: 17:12:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7753, loss_cls: 1.8879, loss: 1.8879, grad_norm: 2.1243, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5329, loss/aux0: 1.5329 2020-10-20 07:12:20,727 - mmaction - INFO - Epoch [170][60/396] lr: 7.767e-02, eta: 17:12:35, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7753, loss_cls: 1.8879, loss: 1.8879, grad_norm: 2.1346, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5449, loss/aux0: 1.5449 2020-10-20 07:12:57,282 - mmaction - INFO - Epoch [170][80/396] lr: 7.767e-02, eta: 17:11:50, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5372, top5_acc: 0.7836, loss_cls: 1.8650, loss: 1.8650, grad_norm: 2.1165, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.5075, loss/aux0: 1.5075 2020-10-20 07:12:58,293 - mmaction - INFO - Epoch [170][80/396] lr: 7.767e-02, eta: 17:11:59, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5372, top5_acc: 0.7836, loss_cls: 1.8650, loss: 1.8650, grad_norm: 2.1031, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4981, loss/aux0: 1.4981 2020-10-20 07:13:34,728 - mmaction - INFO - Epoch [170][100/396] lr: 7.767e-02, eta: 17:11:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7708, loss_cls: 1.9364, loss: 1.9364, grad_norm: 2.1567, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4906, loss/aux0: 1.4906 2020-10-20 07:13:35,724 - mmaction - INFO - Epoch [170][100/396] lr: 7.767e-02, eta: 17:11:24, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7708, loss_cls: 1.9364, loss: 1.9364, grad_norm: 2.1777, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.5045, loss/aux0: 1.5045 2020-10-20 07:14:12,373 - mmaction - INFO - Epoch [170][120/396] lr: 7.767e-02, eta: 17:10:39, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5313, top5_acc: 0.7698, loss_cls: 1.9174, loss: 1.9174, grad_norm: 2.0610, top1_acc/aux0: 0.6138, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5821, loss/aux0: 1.5821 2020-10-20 07:14:13,341 - mmaction - INFO - Epoch [170][120/396] lr: 7.767e-02, eta: 17:10:49, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5313, top5_acc: 0.7698, loss_cls: 1.9174, loss: 1.9174, grad_norm: 2.0584, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5651, loss/aux0: 1.5651 2020-10-20 07:14:49,900 - mmaction - INFO - Epoch [170][140/396] lr: 7.767e-02, eta: 17:10:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7729, loss_cls: 1.8930, loss: 1.8930, grad_norm: 2.1045, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4905, loss/aux0: 1.4905 2020-10-20 07:14:50,900 - mmaction - INFO - Epoch [170][140/396] lr: 7.767e-02, eta: 17:10:13, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7729, loss_cls: 1.8930, loss: 1.8930, grad_norm: 2.1140, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5040, loss/aux0: 1.5040 2020-10-20 07:15:27,664 - mmaction - INFO - Epoch [170][160/396] lr: 7.767e-02, eta: 17:09:29, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7755, loss_cls: 1.9214, loss: 1.9214, grad_norm: 2.1224, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5649, loss/aux0: 1.5649 2020-10-20 07:15:28,641 - mmaction - INFO - Epoch [170][160/396] lr: 7.767e-02, eta: 17:09:38, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7755, loss_cls: 1.9214, loss: 1.9214, grad_norm: 2.1275, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5539, loss/aux0: 1.5539 2020-10-20 07:16:05,274 - mmaction - INFO - Epoch [170][180/396] lr: 7.767e-02, eta: 17:08:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7820, loss_cls: 1.8697, loss: 1.8697, grad_norm: 2.1640, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5188, loss/aux0: 1.5188 2020-10-20 07:16:06,222 - mmaction - INFO - Epoch [170][180/396] lr: 7.767e-02, eta: 17:09:03, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7820, loss_cls: 1.8697, loss: 1.8697, grad_norm: 2.1709, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5265, loss/aux0: 1.5265 2020-10-20 07:16:42,876 - mmaction - INFO - Epoch [170][200/396] lr: 7.767e-02, eta: 17:08:18, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7714, loss_cls: 1.9199, loss: 1.9199, grad_norm: 2.0528, top1_acc/aux0: 0.6128, top5_acc/aux0: 0.8336, loss_cls/aux0: 1.5551, loss/aux0: 1.5551 2020-10-20 07:16:43,824 - mmaction - INFO - Epoch [170][200/396] lr: 7.767e-02, eta: 17:08:28, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7714, loss_cls: 1.9199, loss: 1.9199, grad_norm: 2.0588, top1_acc/aux0: 0.6122, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5526, loss/aux0: 1.5526 2020-10-20 07:17:20,542 - mmaction - INFO - Epoch [170][220/396] lr: 7.767e-02, eta: 17:07:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7828, loss_cls: 1.8760, loss: 1.8760, grad_norm: 2.1171, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4809, loss/aux0: 1.4809 2020-10-20 07:17:21,481 - mmaction - INFO - Epoch [170][220/396] lr: 7.767e-02, eta: 17:07:53, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5349, top5_acc: 0.7828, loss_cls: 1.8760, loss: 1.8760, grad_norm: 2.1233, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4845, loss/aux0: 1.4845 2020-10-20 07:17:57,942 - mmaction - INFO - Epoch [170][240/396] lr: 7.767e-02, eta: 17:07:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7711, loss_cls: 1.9177, loss: 1.9177, grad_norm: 2.1159, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5498, loss/aux0: 1.5498 2020-10-20 07:17:58,971 - mmaction - INFO - Epoch [170][240/396] lr: 7.767e-02, eta: 17:07:17, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5320, top5_acc: 0.7711, loss_cls: 1.9177, loss: 1.9177, grad_norm: 2.1042, top1_acc/aux0: 0.6154, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5440, loss/aux0: 1.5440 2020-10-20 07:18:35,626 - mmaction - INFO - Epoch [170][260/396] lr: 7.767e-02, eta: 17:06:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 1.9164, loss: 1.9164, grad_norm: 2.1080, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5589, loss/aux0: 1.5589 2020-10-20 07:18:36,549 - mmaction - INFO - Epoch [170][260/396] lr: 7.767e-02, eta: 17:06:42, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 1.9164, loss: 1.9164, grad_norm: 2.1048, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5617, loss/aux0: 1.5617 2020-10-20 07:19:13,167 - mmaction - INFO - Epoch [170][280/396] lr: 7.767e-02, eta: 17:05:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7773, loss_cls: 1.8727, loss: 1.8727, grad_norm: 2.1295, top1_acc/aux0: 0.6151, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5194, loss/aux0: 1.5194 2020-10-20 07:19:14,181 - mmaction - INFO - Epoch [170][280/396] lr: 7.767e-02, eta: 17:06:07, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7773, loss_cls: 1.8727, loss: 1.8727, grad_norm: 2.1372, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5226, loss/aux0: 1.5226 2020-10-20 07:19:50,688 - mmaction - INFO - Epoch [170][300/396] lr: 7.767e-02, eta: 17:05:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7810, loss_cls: 1.8670, loss: 1.8670, grad_norm: 2.0683, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4852, loss/aux0: 1.4852 2020-10-20 07:19:51,652 - mmaction - INFO - Epoch [170][300/396] lr: 7.767e-02, eta: 17:05:32, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7810, loss_cls: 1.8670, loss: 1.8670, grad_norm: 2.0633, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4813, loss/aux0: 1.4813 2020-10-20 07:20:28,134 - mmaction - INFO - Epoch [170][320/396] lr: 7.767e-02, eta: 17:04:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7708, loss_cls: 1.9072, loss: 1.9072, grad_norm: 2.0986, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5448, loss/aux0: 1.5448 2020-10-20 07:20:29,110 - mmaction - INFO - Epoch [170][320/396] lr: 7.767e-02, eta: 17:04:56, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5362, top5_acc: 0.7708, loss_cls: 1.9072, loss: 1.9072, grad_norm: 2.1031, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5478, loss/aux0: 1.5478 2020-10-20 07:21:05,651 - mmaction - INFO - Epoch [170][340/396] lr: 7.767e-02, eta: 17:04:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7716, loss_cls: 1.9035, loss: 1.9035, grad_norm: 2.1743, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.4971, loss/aux0: 1.4971 2020-10-20 07:21:06,616 - mmaction - INFO - Epoch [170][340/396] lr: 7.767e-02, eta: 17:04:21, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5339, top5_acc: 0.7716, loss_cls: 1.9035, loss: 1.9035, grad_norm: 2.1707, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4928, loss/aux0: 1.4928 2020-10-20 07:21:43,199 - mmaction - INFO - Epoch [170][360/396] lr: 7.767e-02, eta: 17:03:36, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7771, loss_cls: 1.9097, loss: 1.9097, grad_norm: 2.1329, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5271, loss/aux0: 1.5271 2020-10-20 07:21:44,156 - mmaction - INFO - Epoch [170][360/396] lr: 7.767e-02, eta: 17:03:46, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7771, loss_cls: 1.9097, loss: 1.9097, grad_norm: 2.1401, top1_acc/aux0: 0.6227, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5241, loss/aux0: 1.5241 2020-10-20 07:22:20,710 - mmaction - INFO - Epoch [170][380/396] lr: 7.767e-02, eta: 17:03:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7740, loss_cls: 1.9178, loss: 1.9178, grad_norm: 2.1383, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8312, loss_cls/aux0: 1.5774, loss/aux0: 1.5774 2020-10-20 07:22:21,671 - mmaction - INFO - Epoch [170][380/396] lr: 7.767e-02, eta: 17:03:11, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5190, top5_acc: 0.7740, loss_cls: 1.9178, loss: 1.9178, grad_norm: 2.1230, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5704, loss/aux0: 1.5704 2020-10-20 07:27:21,923 - mmaction - INFO - Epoch [171][20/396] lr: 7.607e-02, eta: 17:01:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7937, loss_cls: 1.8181, loss: 1.8181, grad_norm: 2.1130, top1_acc/aux0: 0.6321, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4626, loss/aux0: 1.4626 2020-10-20 07:27:22,925 - mmaction - INFO - Epoch [171][20/396] lr: 7.607e-02, eta: 17:01:52, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7937, loss_cls: 1.8181, loss: 1.8181, grad_norm: 2.1195, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4566, loss/aux0: 1.4566 2020-10-20 07:27:59,252 - mmaction - INFO - Epoch [171][40/396] lr: 7.607e-02, eta: 17:01:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7620, loss_cls: 1.9477, loss: 1.9477, grad_norm: 2.1802, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.5089, loss/aux0: 1.5089 2020-10-20 07:28:00,243 - mmaction - INFO - Epoch [171][40/396] lr: 7.607e-02, eta: 17:01:17, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5279, top5_acc: 0.7620, loss_cls: 1.9477, loss: 1.9477, grad_norm: 2.1659, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5109, loss/aux0: 1.5109 2020-10-20 07:28:36,762 - mmaction - INFO - Epoch [171][60/396] lr: 7.607e-02, eta: 17:00:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5357, top5_acc: 0.7833, loss_cls: 1.8860, loss: 1.8860, grad_norm: 2.1678, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4876, loss/aux0: 1.4876 2020-10-20 07:28:37,789 - mmaction - INFO - Epoch [171][60/396] lr: 7.607e-02, eta: 17:00:41, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5357, top5_acc: 0.7833, loss_cls: 1.8860, loss: 1.8860, grad_norm: 2.1681, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4856, loss/aux0: 1.4856 2020-10-20 07:29:14,263 - mmaction - INFO - Epoch [171][80/396] lr: 7.607e-02, eta: 16:59:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7690, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.1211, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5176, loss/aux0: 1.5176 2020-10-20 07:29:15,202 - mmaction - INFO - Epoch [171][80/396] lr: 7.607e-02, eta: 17:00:06, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5292, top5_acc: 0.7690, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.1196, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5245, loss/aux0: 1.5245 2020-10-20 07:29:51,646 - mmaction - INFO - Epoch [171][100/396] lr: 7.607e-02, eta: 16:59:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7849, loss_cls: 1.8338, loss: 1.8338, grad_norm: 2.1347, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8378, loss_cls/aux0: 1.5147, loss/aux0: 1.5147 2020-10-20 07:29:52,602 - mmaction - INFO - Epoch [171][100/396] lr: 7.607e-02, eta: 16:59:31, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7849, loss_cls: 1.8338, loss: 1.8338, grad_norm: 2.1398, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5188, loss/aux0: 1.5188 2020-10-20 07:30:29,086 - mmaction - INFO - Epoch [171][120/396] lr: 7.607e-02, eta: 16:58:46, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5419, top5_acc: 0.7740, loss_cls: 1.8910, loss: 1.8910, grad_norm: 2.1065, top1_acc/aux0: 0.6034, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5657, loss/aux0: 1.5657 2020-10-20 07:30:30,072 - mmaction - INFO - Epoch [171][120/396] lr: 7.607e-02, eta: 16:58:55, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5419, top5_acc: 0.7740, loss_cls: 1.8910, loss: 1.8910, grad_norm: 2.1108, top1_acc/aux0: 0.6042, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5690, loss/aux0: 1.5690 2020-10-20 07:31:06,625 - mmaction - INFO - Epoch [171][140/396] lr: 7.607e-02, eta: 16:58:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7797, loss_cls: 1.8601, loss: 1.8601, grad_norm: 2.1444, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4765, loss/aux0: 1.4765 2020-10-20 07:31:07,592 - mmaction - INFO - Epoch [171][140/396] lr: 7.607e-02, eta: 16:58:20, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7797, loss_cls: 1.8601, loss: 1.8601, grad_norm: 2.1413, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4739, loss/aux0: 1.4739 2020-10-20 07:31:44,137 - mmaction - INFO - Epoch [171][160/396] lr: 7.607e-02, eta: 16:57:35, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7667, loss_cls: 1.9215, loss: 1.9215, grad_norm: 2.1313, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4846, loss/aux0: 1.4846 2020-10-20 07:31:45,095 - mmaction - INFO - Epoch [171][160/396] lr: 7.607e-02, eta: 16:57:45, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7667, loss_cls: 1.9215, loss: 1.9215, grad_norm: 2.1237, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8445, loss_cls/aux0: 1.4817, loss/aux0: 1.4817 2020-10-20 07:32:21,625 - mmaction - INFO - Epoch [171][180/396] lr: 7.607e-02, eta: 16:57:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7695, loss_cls: 1.8972, loss: 1.8972, grad_norm: 2.1657, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5026, loss/aux0: 1.5026 2020-10-20 07:32:22,589 - mmaction - INFO - Epoch [171][180/396] lr: 7.607e-02, eta: 16:57:10, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5367, top5_acc: 0.7695, loss_cls: 1.8972, loss: 1.8972, grad_norm: 2.1556, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4956, loss/aux0: 1.4956 2020-10-20 07:32:59,084 - mmaction - INFO - Epoch [171][200/396] lr: 7.607e-02, eta: 16:56:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7737, loss_cls: 1.8883, loss: 1.8883, grad_norm: 2.1132, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5345, loss/aux0: 1.5345 2020-10-20 07:33:00,107 - mmaction - INFO - Epoch [171][200/396] lr: 7.607e-02, eta: 16:56:34, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7737, loss_cls: 1.8883, loss: 1.8883, grad_norm: 2.1314, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5542, loss/aux0: 1.5542 2020-10-20 07:33:36,691 - mmaction - INFO - Epoch [171][220/396] lr: 7.607e-02, eta: 16:55:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7823, loss_cls: 1.8960, loss: 1.8960, grad_norm: 2.1415, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8299, loss_cls/aux0: 1.5850, loss/aux0: 1.5850 2020-10-20 07:33:37,670 - mmaction - INFO - Epoch [171][220/396] lr: 7.607e-02, eta: 16:55:59, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5370, top5_acc: 0.7823, loss_cls: 1.8960, loss: 1.8960, grad_norm: 2.1353, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5659, loss/aux0: 1.5659 2020-10-20 07:34:14,241 - mmaction - INFO - Epoch [171][240/396] lr: 7.607e-02, eta: 16:55:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7771, loss_cls: 1.8770, loss: 1.8770, grad_norm: 2.0749, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5250, loss/aux0: 1.5250 2020-10-20 07:34:15,205 - mmaction - INFO - Epoch [171][240/396] lr: 7.607e-02, eta: 16:55:24, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7771, loss_cls: 1.8770, loss: 1.8770, grad_norm: 2.0601, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5263, loss/aux0: 1.5263 2020-10-20 07:34:51,764 - mmaction - INFO - Epoch [171][260/396] lr: 7.607e-02, eta: 16:54:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7862, loss_cls: 1.8445, loss: 1.8445, grad_norm: 2.2115, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4939, loss/aux0: 1.4939 2020-10-20 07:34:52,743 - mmaction - INFO - Epoch [171][260/396] lr: 7.607e-02, eta: 16:54:49, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7862, loss_cls: 1.8445, loss: 1.8445, grad_norm: 2.2279, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5100, loss/aux0: 1.5100 2020-10-20 07:35:29,319 - mmaction - INFO - Epoch [171][280/396] lr: 7.607e-02, eta: 16:54:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7594, loss_cls: 1.9490, loss: 1.9490, grad_norm: 2.1578, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4929, loss/aux0: 1.4929 2020-10-20 07:35:30,259 - mmaction - INFO - Epoch [171][280/396] lr: 7.607e-02, eta: 16:54:13, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5208, top5_acc: 0.7594, loss_cls: 1.9490, loss: 1.9490, grad_norm: 2.1373, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.4822, loss/aux0: 1.4822 2020-10-20 07:36:06,801 - mmaction - INFO - Epoch [171][300/396] lr: 7.607e-02, eta: 16:53:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7937, loss_cls: 1.8050, loss: 1.8050, grad_norm: 2.1056, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8315, loss_cls/aux0: 1.5410, loss/aux0: 1.5410 2020-10-20 07:36:07,761 - mmaction - INFO - Epoch [171][300/396] lr: 7.607e-02, eta: 16:53:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7937, loss_cls: 1.8050, loss: 1.8050, grad_norm: 2.0992, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8326, loss_cls/aux0: 1.5341, loss/aux0: 1.5341 2020-10-20 07:36:44,458 - mmaction - INFO - Epoch [171][320/396] lr: 7.607e-02, eta: 16:52:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7792, loss_cls: 1.8728, loss: 1.8728, grad_norm: 2.1320, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4870, loss/aux0: 1.4870 2020-10-20 07:36:45,439 - mmaction - INFO - Epoch [171][320/396] lr: 7.607e-02, eta: 16:53:03, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5354, top5_acc: 0.7792, loss_cls: 1.8728, loss: 1.8728, grad_norm: 2.1426, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4887, loss/aux0: 1.4887 2020-10-20 07:37:21,938 - mmaction - INFO - Epoch [171][340/396] lr: 7.607e-02, eta: 16:52:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7792, loss_cls: 1.8831, loss: 1.8831, grad_norm: 2.1108, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5255, loss/aux0: 1.5255 2020-10-20 07:37:22,890 - mmaction - INFO - Epoch [171][340/396] lr: 7.607e-02, eta: 16:52:27, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7792, loss_cls: 1.8831, loss: 1.8831, grad_norm: 2.1187, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5326, loss/aux0: 1.5326 2020-10-20 07:37:59,539 - mmaction - INFO - Epoch [171][360/396] lr: 7.607e-02, eta: 16:51:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7758, loss_cls: 1.8966, loss: 1.8966, grad_norm: 2.0711, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4952, loss/aux0: 1.4952 2020-10-20 07:38:00,468 - mmaction - INFO - Epoch [171][360/396] lr: 7.607e-02, eta: 16:51:52, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7758, loss_cls: 1.8966, loss: 1.8966, grad_norm: 2.0892, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4979, loss/aux0: 1.4979 2020-10-20 07:38:36,980 - mmaction - INFO - Epoch [171][380/396] lr: 7.607e-02, eta: 16:51:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7721, loss_cls: 1.9189, loss: 1.9189, grad_norm: 2.1103, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5356, loss/aux0: 1.5356 2020-10-20 07:38:37,947 - mmaction - INFO - Epoch [171][380/396] lr: 7.607e-02, eta: 16:51:17, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5380, top5_acc: 0.7721, loss_cls: 1.9189, loss: 1.9189, grad_norm: 2.1154, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8346, loss_cls/aux0: 1.5387, loss/aux0: 1.5387 2020-10-20 07:43:28,865 - mmaction - INFO - Epoch [172][20/396] lr: 7.447e-02, eta: 16:49:49, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7810, loss_cls: 1.8613, loss: 1.8613, grad_norm: 2.1423, top1_acc/aux0: 0.6209, top5_acc/aux0: 0.8413, loss_cls/aux0: 1.5101, loss/aux0: 1.5101 2020-10-20 07:43:29,825 - mmaction - INFO - Epoch [172][20/396] lr: 7.447e-02, eta: 16:49:58, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5503, top5_acc: 0.7810, loss_cls: 1.8613, loss: 1.8613, grad_norm: 2.1448, top1_acc/aux0: 0.6195, top5_acc/aux0: 0.8398, loss_cls/aux0: 1.5153, loss/aux0: 1.5153 2020-10-20 07:44:06,320 - mmaction - INFO - Epoch [172][40/396] lr: 7.447e-02, eta: 16:49:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7807, loss_cls: 1.8590, loss: 1.8590, grad_norm: 2.1293, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5175, loss/aux0: 1.5175 2020-10-20 07:44:07,314 - mmaction - INFO - Epoch [172][40/396] lr: 7.447e-02, eta: 16:49:23, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7807, loss_cls: 1.8590, loss: 1.8590, grad_norm: 2.1194, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5174, loss/aux0: 1.5174 2020-10-20 07:44:43,679 - mmaction - INFO - Epoch [172][60/396] lr: 7.447e-02, eta: 16:48:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7792, loss_cls: 1.8471, loss: 1.8471, grad_norm: 2.0823, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5020, loss/aux0: 1.5020 2020-10-20 07:44:44,630 - mmaction - INFO - Epoch [172][60/396] lr: 7.447e-02, eta: 16:48:48, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7792, loss_cls: 1.8471, loss: 1.8471, grad_norm: 2.0757, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4916, loss/aux0: 1.4916 2020-10-20 07:45:21,095 - mmaction - INFO - Epoch [172][80/396] lr: 7.447e-02, eta: 16:48:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7815, loss_cls: 1.8310, loss: 1.8310, grad_norm: 2.1165, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4856, loss/aux0: 1.4856 2020-10-20 07:45:22,040 - mmaction - INFO - Epoch [172][80/396] lr: 7.447e-02, eta: 16:48:12, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7815, loss_cls: 1.8310, loss: 1.8310, grad_norm: 2.1178, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4958, loss/aux0: 1.4958 2020-10-20 07:45:58,492 - mmaction - INFO - Epoch [172][100/396] lr: 7.447e-02, eta: 16:47:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5328, top5_acc: 0.7742, loss_cls: 1.8959, loss: 1.8959, grad_norm: 2.1344, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5052, loss/aux0: 1.5052 2020-10-20 07:45:59,441 - mmaction - INFO - Epoch [172][100/396] lr: 7.447e-02, eta: 16:47:37, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.5328, top5_acc: 0.7742, loss_cls: 1.8959, loss: 1.8959, grad_norm: 2.1298, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4840, loss/aux0: 1.4840 2020-10-20 07:46:36,011 - mmaction - INFO - Epoch [172][120/396] lr: 7.447e-02, eta: 16:46:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7828, loss_cls: 1.8570, loss: 1.8570, grad_norm: 2.1060, top1_acc/aux0: 0.6315, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4634, loss/aux0: 1.4634 2020-10-20 07:46:36,972 - mmaction - INFO - Epoch [172][120/396] lr: 7.447e-02, eta: 16:47:02, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7828, loss_cls: 1.8570, loss: 1.8570, grad_norm: 2.1172, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4797, loss/aux0: 1.4797 2020-10-20 07:47:13,529 - mmaction - INFO - Epoch [172][140/396] lr: 7.447e-02, eta: 16:46:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7747, loss_cls: 1.8925, loss: 1.8925, grad_norm: 2.1480, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.5226, loss/aux0: 1.5226 2020-10-20 07:47:14,478 - mmaction - INFO - Epoch [172][140/396] lr: 7.447e-02, eta: 16:46:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7747, loss_cls: 1.8925, loss: 1.8925, grad_norm: 2.1412, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.5133, loss/aux0: 1.5133 2020-10-20 07:47:50,995 - mmaction - INFO - Epoch [172][160/396] lr: 7.447e-02, eta: 16:45:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7680, loss_cls: 1.9084, loss: 1.9084, grad_norm: 2.1444, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4799, loss/aux0: 1.4799 2020-10-20 07:47:51,976 - mmaction - INFO - Epoch [172][160/396] lr: 7.447e-02, eta: 16:45:51, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7680, loss_cls: 1.9084, loss: 1.9084, grad_norm: 2.1372, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4953, loss/aux0: 1.4953 2020-10-20 07:48:28,646 - mmaction - INFO - Epoch [172][180/396] lr: 7.447e-02, eta: 16:45:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7786, loss_cls: 1.8565, loss: 1.8565, grad_norm: 2.1933, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4832, loss/aux0: 1.4832 2020-10-20 07:48:29,615 - mmaction - INFO - Epoch [172][180/396] lr: 7.447e-02, eta: 16:45:16, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7786, loss_cls: 1.8565, loss: 1.8565, grad_norm: 2.1923, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4740, loss/aux0: 1.4740 2020-10-20 07:49:06,038 - mmaction - INFO - Epoch [172][200/396] lr: 7.447e-02, eta: 16:44:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7833, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.2061, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.4940, loss/aux0: 1.4940 2020-10-20 07:49:06,997 - mmaction - INFO - Epoch [172][200/396] lr: 7.447e-02, eta: 16:44:40, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7833, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.2049, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.4913, loss/aux0: 1.4913 2020-10-20 07:49:43,685 - mmaction - INFO - Epoch [172][220/396] lr: 7.447e-02, eta: 16:43:56, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7703, loss_cls: 1.9018, loss: 1.9018, grad_norm: 2.1596, top1_acc/aux0: 0.6078, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.5570, loss/aux0: 1.5570 2020-10-20 07:49:44,670 - mmaction - INFO - Epoch [172][220/396] lr: 7.447e-02, eta: 16:44:05, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5263, top5_acc: 0.7703, loss_cls: 1.9018, loss: 1.9018, grad_norm: 2.1621, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8279, loss_cls/aux0: 1.5686, loss/aux0: 1.5686 2020-10-20 07:50:21,284 - mmaction - INFO - Epoch [172][240/396] lr: 7.447e-02, eta: 16:43:21, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7810, loss_cls: 1.8671, loss: 1.8671, grad_norm: 2.1215, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4847, loss/aux0: 1.4847 2020-10-20 07:50:22,231 - mmaction - INFO - Epoch [172][240/396] lr: 7.447e-02, eta: 16:43:30, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7810, loss_cls: 1.8671, loss: 1.8671, grad_norm: 2.1253, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4823, loss/aux0: 1.4823 2020-10-20 07:50:58,782 - mmaction - INFO - Epoch [172][260/396] lr: 7.447e-02, eta: 16:42:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7794, loss_cls: 1.8759, loss: 1.8759, grad_norm: 2.1947, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.5058, loss/aux0: 1.5058 2020-10-20 07:50:59,808 - mmaction - INFO - Epoch [172][260/396] lr: 7.447e-02, eta: 16:42:55, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5451, top5_acc: 0.7794, loss_cls: 1.8759, loss: 1.8759, grad_norm: 2.1952, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.5064, loss/aux0: 1.5064 2020-10-20 07:51:36,446 - mmaction - INFO - Epoch [172][280/396] lr: 7.447e-02, eta: 16:42:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7638, loss_cls: 1.9565, loss: 1.9565, grad_norm: 2.1135, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5451, loss/aux0: 1.5451 2020-10-20 07:51:37,395 - mmaction - INFO - Epoch [172][280/396] lr: 7.447e-02, eta: 16:42:19, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5297, top5_acc: 0.7638, loss_cls: 1.9565, loss: 1.9565, grad_norm: 2.1263, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.5435, loss/aux0: 1.5435 2020-10-20 07:52:13,905 - mmaction - INFO - Epoch [172][300/396] lr: 7.447e-02, eta: 16:41:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7706, loss_cls: 1.9089, loss: 1.9089, grad_norm: 2.1633, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4780, loss/aux0: 1.4780 2020-10-20 07:52:14,889 - mmaction - INFO - Epoch [172][300/396] lr: 7.447e-02, eta: 16:41:44, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5284, top5_acc: 0.7706, loss_cls: 1.9089, loss: 1.9089, grad_norm: 2.1843, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4921, loss/aux0: 1.4921 2020-10-20 07:52:51,513 - mmaction - INFO - Epoch [172][320/396] lr: 7.447e-02, eta: 16:41:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7612, loss_cls: 1.9420, loss: 1.9420, grad_norm: 2.0846, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5621, loss/aux0: 1.5621 2020-10-20 07:52:52,480 - mmaction - INFO - Epoch [172][320/396] lr: 7.447e-02, eta: 16:41:09, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7612, loss_cls: 1.9420, loss: 1.9420, grad_norm: 2.0899, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5472, loss/aux0: 1.5472 2020-10-20 07:53:29,029 - mmaction - INFO - Epoch [172][340/396] lr: 7.447e-02, eta: 16:40:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7737, loss_cls: 1.9124, loss: 1.9124, grad_norm: 2.1380, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5190, loss/aux0: 1.5190 2020-10-20 07:53:29,983 - mmaction - INFO - Epoch [172][340/396] lr: 7.447e-02, eta: 16:40:34, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5258, top5_acc: 0.7737, loss_cls: 1.9124, loss: 1.9124, grad_norm: 2.1168, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5001, loss/aux0: 1.5001 2020-10-20 07:54:06,795 - mmaction - INFO - Epoch [172][360/396] lr: 7.447e-02, eta: 16:39:49, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7708, loss_cls: 1.9197, loss: 1.9197, grad_norm: 2.1176, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5418, loss/aux0: 1.5418 2020-10-20 07:54:07,730 - mmaction - INFO - Epoch [172][360/396] lr: 7.447e-02, eta: 16:39:58, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7708, loss_cls: 1.9197, loss: 1.9197, grad_norm: 2.1200, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5520, loss/aux0: 1.5520 2020-10-20 07:54:44,284 - mmaction - INFO - Epoch [172][380/396] lr: 7.447e-02, eta: 16:39:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7716, loss_cls: 1.8898, loss: 1.8898, grad_norm: 2.1808, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5196, loss/aux0: 1.5196 2020-10-20 07:54:45,301 - mmaction - INFO - Epoch [172][380/396] lr: 7.447e-02, eta: 16:39:23, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5271, top5_acc: 0.7716, loss_cls: 1.8898, loss: 1.8898, grad_norm: 2.1879, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5303, loss/aux0: 1.5303 2020-10-20 07:59:35,335 - mmaction - INFO - Epoch [173][20/396] lr: 7.288e-02, eta: 16:37:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7776, loss_cls: 1.8841, loss: 1.8841, grad_norm: 2.1067, top1_acc/aux0: 0.6160, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5369, loss/aux0: 1.5369 2020-10-20 07:59:36,323 - mmaction - INFO - Epoch [173][20/396] lr: 7.288e-02, eta: 16:38:05, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.5391, top5_acc: 0.7776, loss_cls: 1.8841, loss: 1.8841, grad_norm: 2.1066, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5321, loss/aux0: 1.5321 2020-10-20 08:00:12,741 - mmaction - INFO - Epoch [173][40/396] lr: 7.288e-02, eta: 16:37:20, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7891, loss_cls: 1.7969, loss: 1.7969, grad_norm: 2.1716, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4714, loss/aux0: 1.4714 2020-10-20 08:00:13,710 - mmaction - INFO - Epoch [173][40/396] lr: 7.288e-02, eta: 16:37:30, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7891, loss_cls: 1.7969, loss: 1.7969, grad_norm: 2.1848, top1_acc/aux0: 0.6312, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4786, loss/aux0: 1.4786 2020-10-20 08:00:50,184 - mmaction - INFO - Epoch [173][60/396] lr: 7.288e-02, eta: 16:36:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7904, loss_cls: 1.8272, loss: 1.8272, grad_norm: 2.1598, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4766, loss/aux0: 1.4766 2020-10-20 08:00:51,142 - mmaction - INFO - Epoch [173][60/396] lr: 7.288e-02, eta: 16:36:54, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7904, loss_cls: 1.8272, loss: 1.8272, grad_norm: 2.1665, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4739, loss/aux0: 1.4739 2020-10-20 08:01:27,734 - mmaction - INFO - Epoch [173][80/396] lr: 7.288e-02, eta: 16:36:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7922, loss_cls: 1.8228, loss: 1.8228, grad_norm: 2.1986, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5090, loss/aux0: 1.5090 2020-10-20 08:01:28,686 - mmaction - INFO - Epoch [173][80/396] lr: 7.288e-02, eta: 16:36:19, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7922, loss_cls: 1.8228, loss: 1.8228, grad_norm: 2.1854, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.5034, loss/aux0: 1.5034 2020-10-20 08:02:05,099 - mmaction - INFO - Epoch [173][100/396] lr: 7.288e-02, eta: 16:35:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7880, loss_cls: 1.8621, loss: 1.8621, grad_norm: 2.1615, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4925, loss/aux0: 1.4925 2020-10-20 08:02:06,101 - mmaction - INFO - Epoch [173][100/396] lr: 7.288e-02, eta: 16:35:44, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7880, loss_cls: 1.8621, loss: 1.8621, grad_norm: 2.1678, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4956, loss/aux0: 1.4956 2020-10-20 08:02:42,688 - mmaction - INFO - Epoch [173][120/396] lr: 7.288e-02, eta: 16:34:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7789, loss_cls: 1.9053, loss: 1.9053, grad_norm: 2.1192, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.4548, loss/aux0: 1.4548 2020-10-20 08:02:43,651 - mmaction - INFO - Epoch [173][120/396] lr: 7.288e-02, eta: 16:35:08, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5365, top5_acc: 0.7789, loss_cls: 1.9053, loss: 1.9053, grad_norm: 2.1169, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4492, loss/aux0: 1.4492 2020-10-20 08:03:20,189 - mmaction - INFO - Epoch [173][140/396] lr: 7.288e-02, eta: 16:34:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7914, loss_cls: 1.8421, loss: 1.8421, grad_norm: 2.1572, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4933, loss/aux0: 1.4933 2020-10-20 08:03:21,113 - mmaction - INFO - Epoch [173][140/396] lr: 7.288e-02, eta: 16:34:33, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7914, loss_cls: 1.8421, loss: 1.8421, grad_norm: 2.1671, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.5104, loss/aux0: 1.5104 2020-10-20 08:03:57,649 - mmaction - INFO - Epoch [173][160/396] lr: 7.288e-02, eta: 16:33:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7909, loss_cls: 1.8328, loss: 1.8328, grad_norm: 2.1134, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4896, loss/aux0: 1.4896 2020-10-20 08:03:58,574 - mmaction - INFO - Epoch [173][160/396] lr: 7.288e-02, eta: 16:33:58, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7909, loss_cls: 1.8328, loss: 1.8328, grad_norm: 2.1190, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4799, loss/aux0: 1.4799 2020-10-20 08:04:35,084 - mmaction - INFO - Epoch [173][180/396] lr: 7.288e-02, eta: 16:33:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5419, top5_acc: 0.7839, loss_cls: 1.8677, loss: 1.8677, grad_norm: 2.1633, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.5163, loss/aux0: 1.5163 2020-10-20 08:04:36,000 - mmaction - INFO - Epoch [173][180/396] lr: 7.288e-02, eta: 16:33:23, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5419, top5_acc: 0.7839, loss_cls: 1.8677, loss: 1.8677, grad_norm: 2.1605, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.5139, loss/aux0: 1.5139 2020-10-20 08:05:12,686 - mmaction - INFO - Epoch [173][200/396] lr: 7.288e-02, eta: 16:32:38, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7771, loss_cls: 1.8690, loss: 1.8690, grad_norm: 2.1901, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4760, loss/aux0: 1.4760 2020-10-20 08:05:13,684 - mmaction - INFO - Epoch [173][200/396] lr: 7.288e-02, eta: 16:32:47, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7771, loss_cls: 1.8690, loss: 1.8690, grad_norm: 2.1883, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4746, loss/aux0: 1.4746 2020-10-20 08:05:50,168 - mmaction - INFO - Epoch [173][220/396] lr: 7.288e-02, eta: 16:32:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7839, loss_cls: 1.8563, loss: 1.8563, grad_norm: 2.1534, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.4202, loss/aux0: 1.4202 2020-10-20 08:05:51,125 - mmaction - INFO - Epoch [173][220/396] lr: 7.288e-02, eta: 16:32:12, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7839, loss_cls: 1.8563, loss: 1.8563, grad_norm: 2.1373, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.4130, loss/aux0: 1.4130 2020-10-20 08:06:27,718 - mmaction - INFO - Epoch [173][240/396] lr: 7.288e-02, eta: 16:31:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5453, top5_acc: 0.7797, loss_cls: 1.8826, loss: 1.8826, grad_norm: 2.1955, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4280, loss/aux0: 1.4280 2020-10-20 08:06:28,661 - mmaction - INFO - Epoch [173][240/396] lr: 7.288e-02, eta: 16:31:37, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5453, top5_acc: 0.7797, loss_cls: 1.8826, loss: 1.8826, grad_norm: 2.1917, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4329, loss/aux0: 1.4329 2020-10-20 08:07:05,209 - mmaction - INFO - Epoch [173][260/396] lr: 7.288e-02, eta: 16:30:52, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7695, loss_cls: 1.9352, loss: 1.9352, grad_norm: 2.1784, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5396, loss/aux0: 1.5396 2020-10-20 08:07:06,154 - mmaction - INFO - Epoch [173][260/396] lr: 7.288e-02, eta: 16:31:01, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5299, top5_acc: 0.7695, loss_cls: 1.9352, loss: 1.9352, grad_norm: 2.1963, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8352, loss_cls/aux0: 1.5512, loss/aux0: 1.5512 2020-10-20 08:07:42,627 - mmaction - INFO - Epoch [173][280/396] lr: 7.288e-02, eta: 16:30:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7698, loss_cls: 1.9452, loss: 1.9452, grad_norm: 2.1725, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.5131, loss/aux0: 1.5131 2020-10-20 08:07:43,594 - mmaction - INFO - Epoch [173][280/396] lr: 7.288e-02, eta: 16:30:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5245, top5_acc: 0.7698, loss_cls: 1.9452, loss: 1.9452, grad_norm: 2.1749, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5037, loss/aux0: 1.5037 2020-10-20 08:08:19,975 - mmaction - INFO - Epoch [173][300/396] lr: 7.288e-02, eta: 16:29:42, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5419, top5_acc: 0.7865, loss_cls: 1.8729, loss: 1.8729, grad_norm: 2.1882, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.4861, loss/aux0: 1.4861 2020-10-20 08:08:20,986 - mmaction - INFO - Epoch [173][300/396] lr: 7.288e-02, eta: 16:29:51, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.5419, top5_acc: 0.7865, loss_cls: 1.8729, loss: 1.8729, grad_norm: 2.1817, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.4800, loss/aux0: 1.4800 2020-10-20 08:08:57,433 - mmaction - INFO - Epoch [173][320/396] lr: 7.288e-02, eta: 16:29:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7797, loss_cls: 1.8620, loss: 1.8620, grad_norm: 2.1391, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.4619, loss/aux0: 1.4619 2020-10-20 08:08:58,391 - mmaction - INFO - Epoch [173][320/396] lr: 7.288e-02, eta: 16:29:15, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5435, top5_acc: 0.7797, loss_cls: 1.8620, loss: 1.8620, grad_norm: 2.1394, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4745, loss/aux0: 1.4745 2020-10-20 08:09:34,937 - mmaction - INFO - Epoch [173][340/396] lr: 7.288e-02, eta: 16:28:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7771, loss_cls: 1.8994, loss: 1.8994, grad_norm: 2.1672, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4592, loss/aux0: 1.4592 2020-10-20 08:09:35,894 - mmaction - INFO - Epoch [173][340/396] lr: 7.288e-02, eta: 16:28:40, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5333, top5_acc: 0.7771, loss_cls: 1.8994, loss: 1.8994, grad_norm: 2.1694, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4582, loss/aux0: 1.4582 2020-10-20 08:10:12,446 - mmaction - INFO - Epoch [173][360/396] lr: 7.288e-02, eta: 16:27:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5346, top5_acc: 0.7688, loss_cls: 1.8920, loss: 1.8920, grad_norm: 2.0747, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4202, loss/aux0: 1.4202 2020-10-20 08:10:13,411 - mmaction - INFO - Epoch [173][360/396] lr: 7.288e-02, eta: 16:28:05, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5346, top5_acc: 0.7688, loss_cls: 1.8920, loss: 1.8920, grad_norm: 2.0680, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4145, loss/aux0: 1.4145 2020-10-20 08:10:49,934 - mmaction - INFO - Epoch [173][380/396] lr: 7.288e-02, eta: 16:27:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7737, loss_cls: 1.9244, loss: 1.9244, grad_norm: 2.1847, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5325, loss/aux0: 1.5325 2020-10-20 08:10:50,880 - mmaction - INFO - Epoch [173][380/396] lr: 7.288e-02, eta: 16:27:29, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5344, top5_acc: 0.7737, loss_cls: 1.9244, loss: 1.9244, grad_norm: 2.1905, top1_acc/aux0: 0.6211, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5342, loss/aux0: 1.5342 2020-10-20 08:15:38,809 - mmaction - INFO - Epoch [174][20/396] lr: 7.131e-02, eta: 16:26:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7844, loss_cls: 1.8190, loss: 1.8190, grad_norm: 2.1567, top1_acc/aux0: 0.6329, top5_acc/aux0: 0.8520, loss_cls/aux0: 1.4597, loss/aux0: 1.4597 2020-10-20 08:15:39,750 - mmaction - INFO - Epoch [174][20/396] lr: 7.131e-02, eta: 16:26:11, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7844, loss_cls: 1.8190, loss: 1.8190, grad_norm: 2.1628, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4588, loss/aux0: 1.4588 2020-10-20 08:16:16,204 - mmaction - INFO - Epoch [174][40/396] lr: 7.131e-02, eta: 16:25:27, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7844, loss_cls: 1.8319, loss: 1.8319, grad_norm: 2.0905, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4332, loss/aux0: 1.4332 2020-10-20 08:16:17,146 - mmaction - INFO - Epoch [174][40/396] lr: 7.131e-02, eta: 16:25:36, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7844, loss_cls: 1.8319, loss: 1.8319, grad_norm: 2.1157, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4490, loss/aux0: 1.4490 2020-10-20 08:16:53,768 - mmaction - INFO - Epoch [174][60/396] lr: 7.131e-02, eta: 16:24:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7784, loss_cls: 1.8776, loss: 1.8776, grad_norm: 2.1780, top1_acc/aux0: 0.6188, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.5404, loss/aux0: 1.5404 2020-10-20 08:16:54,740 - mmaction - INFO - Epoch [174][60/396] lr: 7.131e-02, eta: 16:25:01, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7784, loss_cls: 1.8776, loss: 1.8776, grad_norm: 2.1920, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5386, loss/aux0: 1.5386 2020-10-20 08:17:31,177 - mmaction - INFO - Epoch [174][80/396] lr: 7.131e-02, eta: 16:24:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7768, loss_cls: 1.8799, loss: 1.8799, grad_norm: 2.1164, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4439, loss/aux0: 1.4439 2020-10-20 08:17:32,198 - mmaction - INFO - Epoch [174][80/396] lr: 7.131e-02, eta: 16:24:25, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7768, loss_cls: 1.8799, loss: 1.8799, grad_norm: 2.1161, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4279, loss/aux0: 1.4279 2020-10-20 08:18:08,653 - mmaction - INFO - Epoch [174][100/396] lr: 7.131e-02, eta: 16:23:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5516, top5_acc: 0.7945, loss_cls: 1.8112, loss: 1.8112, grad_norm: 2.1724, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4647, loss/aux0: 1.4647 2020-10-20 08:18:09,637 - mmaction - INFO - Epoch [174][100/396] lr: 7.131e-02, eta: 16:23:50, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5516, top5_acc: 0.7945, loss_cls: 1.8112, loss: 1.8112, grad_norm: 2.1809, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4781, loss/aux0: 1.4781 2020-10-20 08:18:46,151 - mmaction - INFO - Epoch [174][120/396] lr: 7.131e-02, eta: 16:23:06, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7831, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.1587, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4902, loss/aux0: 1.4902 2020-10-20 08:18:47,110 - mmaction - INFO - Epoch [174][120/396] lr: 7.131e-02, eta: 16:23:15, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7831, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.1611, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4765, loss/aux0: 1.4765 2020-10-20 08:19:23,592 - mmaction - INFO - Epoch [174][140/396] lr: 7.131e-02, eta: 16:22:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7849, loss_cls: 1.8674, loss: 1.8674, grad_norm: 2.2131, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.5017, loss/aux0: 1.5017 2020-10-20 08:19:24,560 - mmaction - INFO - Epoch [174][140/396] lr: 7.131e-02, eta: 16:22:39, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7849, loss_cls: 1.8674, loss: 1.8674, grad_norm: 2.2021, top1_acc/aux0: 0.6221, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.5083, loss/aux0: 1.5083 2020-10-20 08:20:01,032 - mmaction - INFO - Epoch [174][160/396] lr: 7.131e-02, eta: 16:21:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7818, loss_cls: 1.8380, loss: 1.8380, grad_norm: 2.2558, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.5240, loss/aux0: 1.5240 2020-10-20 08:20:01,999 - mmaction - INFO - Epoch [174][160/396] lr: 7.131e-02, eta: 16:22:04, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7818, loss_cls: 1.8380, loss: 1.8380, grad_norm: 2.2357, top1_acc/aux0: 0.6188, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.5178, loss/aux0: 1.5178 2020-10-20 08:20:38,532 - mmaction - INFO - Epoch [174][180/396] lr: 7.131e-02, eta: 16:21:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5383, top5_acc: 0.7826, loss_cls: 1.8286, loss: 1.8286, grad_norm: 2.2133, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.5109, loss/aux0: 1.5109 2020-10-20 08:20:39,478 - mmaction - INFO - Epoch [174][180/396] lr: 7.131e-02, eta: 16:21:29, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5383, top5_acc: 0.7826, loss_cls: 1.8286, loss: 1.8286, grad_norm: 2.2086, top1_acc/aux0: 0.6143, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5159, loss/aux0: 1.5159 2020-10-20 08:21:16,090 - mmaction - INFO - Epoch [174][200/396] lr: 7.131e-02, eta: 16:20:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7799, loss_cls: 1.8790, loss: 1.8790, grad_norm: 2.1421, top1_acc/aux0: 0.6159, top5_acc/aux0: 0.8383, loss_cls/aux0: 1.5339, loss/aux0: 1.5339 2020-10-20 08:21:17,058 - mmaction - INFO - Epoch [174][200/396] lr: 7.131e-02, eta: 16:20:53, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7799, loss_cls: 1.8790, loss: 1.8790, grad_norm: 2.1292, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8401, loss_cls/aux0: 1.5254, loss/aux0: 1.5254 2020-10-20 08:21:53,728 - mmaction - INFO - Epoch [174][220/396] lr: 7.131e-02, eta: 16:20:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7893, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.1759, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4689, loss/aux0: 1.4689 2020-10-20 08:21:54,726 - mmaction - INFO - Epoch [174][220/396] lr: 7.131e-02, eta: 16:20:18, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7893, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.1871, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.4897, loss/aux0: 1.4897 2020-10-20 08:22:31,314 - mmaction - INFO - Epoch [174][240/396] lr: 7.131e-02, eta: 16:19:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7833, loss_cls: 1.8523, loss: 1.8523, grad_norm: 2.1902, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4246, loss/aux0: 1.4246 2020-10-20 08:22:32,274 - mmaction - INFO - Epoch [174][240/396] lr: 7.131e-02, eta: 16:19:43, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7833, loss_cls: 1.8523, loss: 1.8523, grad_norm: 2.1803, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.4247, loss/aux0: 1.4247 2020-10-20 08:23:08,953 - mmaction - INFO - Epoch [174][260/396] lr: 7.131e-02, eta: 16:18:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7812, loss_cls: 1.8531, loss: 1.8531, grad_norm: 2.1417, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.4873, loss/aux0: 1.4873 2020-10-20 08:23:09,956 - mmaction - INFO - Epoch [174][260/396] lr: 7.131e-02, eta: 16:19:07, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7812, loss_cls: 1.8531, loss: 1.8531, grad_norm: 2.1543, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8414, loss_cls/aux0: 1.4851, loss/aux0: 1.4851 2020-10-20 08:23:46,636 - mmaction - INFO - Epoch [174][280/396] lr: 7.131e-02, eta: 16:18:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7789, loss_cls: 1.8651, loss: 1.8651, grad_norm: 2.1886, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4535, loss/aux0: 1.4535 2020-10-20 08:23:47,640 - mmaction - INFO - Epoch [174][280/396] lr: 7.131e-02, eta: 16:18:32, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5359, top5_acc: 0.7789, loss_cls: 1.8651, loss: 1.8651, grad_norm: 2.1896, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4448, loss/aux0: 1.4448 2020-10-20 08:24:23,984 - mmaction - INFO - Epoch [174][300/396] lr: 7.131e-02, eta: 16:17:48, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7755, loss_cls: 1.8881, loss: 1.8881, grad_norm: 2.2177, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8331, loss_cls/aux0: 1.5173, loss/aux0: 1.5173 2020-10-20 08:24:24,981 - mmaction - INFO - Epoch [174][300/396] lr: 7.131e-02, eta: 16:17:57, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5398, top5_acc: 0.7755, loss_cls: 1.8881, loss: 1.8881, grad_norm: 2.2152, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8320, loss_cls/aux0: 1.5166, loss/aux0: 1.5166 2020-10-20 08:25:01,512 - mmaction - INFO - Epoch [174][320/396] lr: 7.131e-02, eta: 16:17:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7727, loss_cls: 1.8816, loss: 1.8816, grad_norm: 2.1730, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.5027, loss/aux0: 1.5027 2020-10-20 08:25:02,462 - mmaction - INFO - Epoch [174][320/396] lr: 7.131e-02, eta: 16:17:21, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7727, loss_cls: 1.8816, loss: 1.8816, grad_norm: 2.1801, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.5070, loss/aux0: 1.5070 2020-10-20 08:25:39,110 - mmaction - INFO - Epoch [174][340/396] lr: 7.131e-02, eta: 16:16:37, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7750, loss_cls: 1.8716, loss: 1.8716, grad_norm: 2.1086, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4856, loss/aux0: 1.4856 2020-10-20 08:25:40,068 - mmaction - INFO - Epoch [174][340/396] lr: 7.131e-02, eta: 16:16:46, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5404, top5_acc: 0.7750, loss_cls: 1.8716, loss: 1.8716, grad_norm: 2.1192, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4795, loss/aux0: 1.4795 2020-10-20 08:26:16,678 - mmaction - INFO - Epoch [174][360/396] lr: 7.131e-02, eta: 16:16:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7719, loss_cls: 1.9276, loss: 1.9276, grad_norm: 2.2023, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4538, loss/aux0: 1.4538 2020-10-20 08:26:17,630 - mmaction - INFO - Epoch [174][360/396] lr: 7.131e-02, eta: 16:16:11, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5331, top5_acc: 0.7719, loss_cls: 1.9276, loss: 1.9276, grad_norm: 2.2028, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.4622, loss/aux0: 1.4622 2020-10-20 08:26:54,398 - mmaction - INFO - Epoch [174][380/396] lr: 7.131e-02, eta: 16:15:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7833, loss_cls: 1.8724, loss: 1.8724, grad_norm: 2.2241, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4753, loss/aux0: 1.4753 2020-10-20 08:26:55,353 - mmaction - INFO - Epoch [174][380/396] lr: 7.131e-02, eta: 16:15:35, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7833, loss_cls: 1.8724, loss: 1.8724, grad_norm: 2.2060, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4661, loss/aux0: 1.4661 2020-10-20 08:31:24,027 - mmaction - INFO - Epoch [175][20/396] lr: 6.975e-02, eta: 16:14:09, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7807, loss_cls: 1.8562, loss: 1.8562, grad_norm: 2.1813, top1_acc/aux0: 0.6423, top5_acc/aux0: 0.8566, loss_cls/aux0: 1.4519, loss/aux0: 1.4519 2020-10-20 08:31:24,981 - mmaction - INFO - Epoch [175][20/396] lr: 6.975e-02, eta: 16:14:17, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7807, loss_cls: 1.8562, loss: 1.8562, grad_norm: 2.1650, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4502, loss/aux0: 1.4502 2020-10-20 08:32:01,453 - mmaction - INFO - Epoch [175][40/396] lr: 6.975e-02, eta: 16:13:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7813, loss_cls: 1.8801, loss: 1.8801, grad_norm: 2.1578, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4758, loss/aux0: 1.4758 2020-10-20 08:32:02,438 - mmaction - INFO - Epoch [175][40/396] lr: 6.975e-02, eta: 16:13:42, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7813, loss_cls: 1.8801, loss: 1.8801, grad_norm: 2.1657, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8471, loss_cls/aux0: 1.4826, loss/aux0: 1.4826 2020-10-20 08:32:38,923 - mmaction - INFO - Epoch [175][60/396] lr: 6.975e-02, eta: 16:12:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7948, loss_cls: 1.8262, loss: 1.8262, grad_norm: 2.1759, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4820, loss/aux0: 1.4820 2020-10-20 08:32:39,886 - mmaction - INFO - Epoch [175][60/396] lr: 6.975e-02, eta: 16:13:07, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5495, top5_acc: 0.7948, loss_cls: 1.8262, loss: 1.8262, grad_norm: 2.1731, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8419, loss_cls/aux0: 1.4774, loss/aux0: 1.4774 2020-10-20 08:33:16,408 - mmaction - INFO - Epoch [175][80/396] lr: 6.975e-02, eta: 16:12:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5461, top5_acc: 0.7979, loss_cls: 1.8008, loss: 1.8008, grad_norm: 2.2235, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4127, loss/aux0: 1.4127 2020-10-20 08:33:17,372 - mmaction - INFO - Epoch [175][80/396] lr: 6.975e-02, eta: 16:12:31, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5461, top5_acc: 0.7979, loss_cls: 1.8008, loss: 1.8008, grad_norm: 2.2197, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4098, loss/aux0: 1.4098 2020-10-20 08:33:53,998 - mmaction - INFO - Epoch [175][100/396] lr: 6.975e-02, eta: 16:11:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7846, loss_cls: 1.8184, loss: 1.8184, grad_norm: 2.1721, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8409, loss_cls/aux0: 1.4708, loss/aux0: 1.4708 2020-10-20 08:33:54,931 - mmaction - INFO - Epoch [175][100/396] lr: 6.975e-02, eta: 16:11:56, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7846, loss_cls: 1.8184, loss: 1.8184, grad_norm: 2.1577, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.4659, loss/aux0: 1.4659 2020-10-20 08:34:31,529 - mmaction - INFO - Epoch [175][120/396] lr: 6.975e-02, eta: 16:11:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7828, loss_cls: 1.8758, loss: 1.8758, grad_norm: 2.1822, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4780, loss/aux0: 1.4780 2020-10-20 08:34:32,499 - mmaction - INFO - Epoch [175][120/396] lr: 6.975e-02, eta: 16:11:21, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7828, loss_cls: 1.8758, loss: 1.8758, grad_norm: 2.1703, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4839, loss/aux0: 1.4839 2020-10-20 08:35:09,107 - mmaction - INFO - Epoch [175][140/396] lr: 6.975e-02, eta: 16:10:37, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7779, loss_cls: 1.8980, loss: 1.8980, grad_norm: 2.2080, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8393, loss_cls/aux0: 1.5188, loss/aux0: 1.5188 2020-10-20 08:35:10,070 - mmaction - INFO - Epoch [175][140/396] lr: 6.975e-02, eta: 16:10:46, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5336, top5_acc: 0.7779, loss_cls: 1.8980, loss: 1.8980, grad_norm: 2.2166, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5197, loss/aux0: 1.5197 2020-10-20 08:35:46,646 - mmaction - INFO - Epoch [175][160/396] lr: 6.975e-02, eta: 16:10:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7768, loss_cls: 1.8854, loss: 1.8854, grad_norm: 2.1895, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4430, loss/aux0: 1.4430 2020-10-20 08:35:47,597 - mmaction - INFO - Epoch [175][160/396] lr: 6.975e-02, eta: 16:10:10, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5422, top5_acc: 0.7768, loss_cls: 1.8854, loss: 1.8854, grad_norm: 2.1865, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4476, loss/aux0: 1.4476 2020-10-20 08:36:24,189 - mmaction - INFO - Epoch [175][180/396] lr: 6.975e-02, eta: 16:09:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7854, loss_cls: 1.8444, loss: 1.8444, grad_norm: 2.2281, top1_acc/aux0: 0.6310, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4861, loss/aux0: 1.4861 2020-10-20 08:36:25,158 - mmaction - INFO - Epoch [175][180/396] lr: 6.975e-02, eta: 16:09:35, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7854, loss_cls: 1.8444, loss: 1.8444, grad_norm: 2.2288, top1_acc/aux0: 0.6294, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4988, loss/aux0: 1.4988 2020-10-20 08:37:01,721 - mmaction - INFO - Epoch [175][200/396] lr: 6.975e-02, eta: 16:08:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7784, loss_cls: 1.8370, loss: 1.8370, grad_norm: 2.1740, top1_acc/aux0: 0.6188, top5_acc/aux0: 0.8385, loss_cls/aux0: 1.5408, loss/aux0: 1.5408 2020-10-20 08:37:02,672 - mmaction - INFO - Epoch [175][200/396] lr: 6.975e-02, eta: 16:09:00, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7784, loss_cls: 1.8370, loss: 1.8370, grad_norm: 2.1718, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5218, loss/aux0: 1.5218 2020-10-20 08:37:39,283 - mmaction - INFO - Epoch [175][220/396] lr: 6.975e-02, eta: 16:08:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5388, top5_acc: 0.7760, loss_cls: 1.8830, loss: 1.8830, grad_norm: 2.1495, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4790, loss/aux0: 1.4790 2020-10-20 08:37:40,270 - mmaction - INFO - Epoch [175][220/396] lr: 6.975e-02, eta: 16:08:24, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5388, top5_acc: 0.7760, loss_cls: 1.8830, loss: 1.8830, grad_norm: 2.1503, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4833, loss/aux0: 1.4833 2020-10-20 08:38:16,862 - mmaction - INFO - Epoch [175][240/396] lr: 6.975e-02, eta: 16:07:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7906, loss_cls: 1.8390, loss: 1.8390, grad_norm: 2.1838, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4442, loss/aux0: 1.4442 2020-10-20 08:38:17,843 - mmaction - INFO - Epoch [175][240/396] lr: 6.975e-02, eta: 16:07:49, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7906, loss_cls: 1.8390, loss: 1.8390, grad_norm: 2.1922, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4406, loss/aux0: 1.4406 2020-10-20 08:38:54,545 - mmaction - INFO - Epoch [175][260/396] lr: 6.975e-02, eta: 16:07:05, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7747, loss_cls: 1.8994, loss: 1.8994, grad_norm: 2.1551, top1_acc/aux0: 0.6437, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4124, loss/aux0: 1.4124 2020-10-20 08:38:55,555 - mmaction - INFO - Epoch [175][260/396] lr: 6.975e-02, eta: 16:07:14, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7747, loss_cls: 1.8994, loss: 1.8994, grad_norm: 2.1497, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4212, loss/aux0: 1.4212 2020-10-20 08:39:32,215 - mmaction - INFO - Epoch [175][280/396] lr: 6.975e-02, eta: 16:06:30, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7797, loss_cls: 1.9141, loss: 1.9141, grad_norm: 2.2323, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4799, loss/aux0: 1.4799 2020-10-20 08:39:33,175 - mmaction - INFO - Epoch [175][280/396] lr: 6.975e-02, eta: 16:06:39, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.5307, top5_acc: 0.7797, loss_cls: 1.9141, loss: 1.9141, grad_norm: 2.2268, top1_acc/aux0: 0.6141, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4754, loss/aux0: 1.4754 2020-10-20 08:40:09,842 - mmaction - INFO - Epoch [175][300/396] lr: 6.975e-02, eta: 16:05:55, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7781, loss_cls: 1.8865, loss: 1.8865, grad_norm: 2.1779, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4744, loss/aux0: 1.4744 2020-10-20 08:40:10,782 - mmaction - INFO - Epoch [175][300/396] lr: 6.975e-02, eta: 16:06:03, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7781, loss_cls: 1.8865, loss: 1.8865, grad_norm: 2.1845, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4753, loss/aux0: 1.4753 2020-10-20 08:40:47,326 - mmaction - INFO - Epoch [175][320/396] lr: 6.975e-02, eta: 16:05:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7760, loss_cls: 1.8823, loss: 1.8823, grad_norm: 2.1348, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4457, loss/aux0: 1.4457 2020-10-20 08:40:48,326 - mmaction - INFO - Epoch [175][320/396] lr: 6.975e-02, eta: 16:05:28, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5393, top5_acc: 0.7760, loss_cls: 1.8823, loss: 1.8823, grad_norm: 2.1283, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4474, loss/aux0: 1.4474 2020-10-20 08:41:24,940 - mmaction - INFO - Epoch [175][340/396] lr: 6.975e-02, eta: 16:04:44, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5383, top5_acc: 0.7630, loss_cls: 1.9109, loss: 1.9109, grad_norm: 2.1172, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4658, loss/aux0: 1.4658 2020-10-20 08:41:25,893 - mmaction - INFO - Epoch [175][340/396] lr: 6.975e-02, eta: 16:04:53, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5383, top5_acc: 0.7630, loss_cls: 1.9109, loss: 1.9109, grad_norm: 2.1366, top1_acc/aux0: 0.6305, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4709, loss/aux0: 1.4709 2020-10-20 08:42:02,333 - mmaction - INFO - Epoch [175][360/396] lr: 6.975e-02, eta: 16:04:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7862, loss_cls: 1.8453, loss: 1.8453, grad_norm: 2.1438, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5227, loss/aux0: 1.5227 2020-10-20 08:42:03,263 - mmaction - INFO - Epoch [175][360/396] lr: 6.975e-02, eta: 16:04:17, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7862, loss_cls: 1.8453, loss: 1.8453, grad_norm: 2.1527, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.5059, loss/aux0: 1.5059 2020-10-20 08:42:39,856 - mmaction - INFO - Epoch [175][380/396] lr: 6.975e-02, eta: 16:03:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7880, loss_cls: 1.8463, loss: 1.8463, grad_norm: 2.2422, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4986, loss/aux0: 1.4986 2020-10-20 08:42:40,878 - mmaction - INFO - Epoch [175][380/396] lr: 6.975e-02, eta: 16:03:42, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7880, loss_cls: 1.8463, loss: 1.8463, grad_norm: 2.2455, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.5065, loss/aux0: 1.5065 2020-10-20 08:47:29,682 - mmaction - INFO - Epoch [176][20/396] lr: 6.820e-02, eta: 16:02:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7891, loss_cls: 1.8395, loss: 1.8395, grad_norm: 2.2329, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8468, loss_cls/aux0: 1.4983, loss/aux0: 1.4983 2020-10-20 08:47:30,690 - mmaction - INFO - Epoch [176][20/396] lr: 6.820e-02, eta: 16:02:24, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7891, loss_cls: 1.8395, loss: 1.8395, grad_norm: 2.2423, top1_acc/aux0: 0.6242, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.5097, loss/aux0: 1.5097 2020-10-20 08:48:07,138 - mmaction - INFO - Epoch [176][40/396] lr: 6.820e-02, eta: 16:01:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7807, loss_cls: 1.8620, loss: 1.8620, grad_norm: 2.1207, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3993, loss/aux0: 1.3993 2020-10-20 08:48:08,070 - mmaction - INFO - Epoch [176][40/396] lr: 6.820e-02, eta: 16:01:49, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5469, top5_acc: 0.7807, loss_cls: 1.8620, loss: 1.8620, grad_norm: 2.1413, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3902, loss/aux0: 1.3902 2020-10-20 08:48:44,714 - mmaction - INFO - Epoch [176][60/396] lr: 6.820e-02, eta: 16:01:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7687, loss_cls: 1.8869, loss: 1.8869, grad_norm: 2.2026, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4736, loss/aux0: 1.4736 2020-10-20 08:48:45,670 - mmaction - INFO - Epoch [176][60/396] lr: 6.820e-02, eta: 16:01:14, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5385, top5_acc: 0.7687, loss_cls: 1.8869, loss: 1.8869, grad_norm: 2.1834, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4681, loss/aux0: 1.4681 2020-10-20 08:49:22,225 - mmaction - INFO - Epoch [176][80/396] lr: 6.820e-02, eta: 16:00:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7753, loss_cls: 1.8778, loss: 1.8778, grad_norm: 2.2344, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4572, loss/aux0: 1.4572 2020-10-20 08:49:23,189 - mmaction - INFO - Epoch [176][80/396] lr: 6.820e-02, eta: 16:00:38, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5474, top5_acc: 0.7753, loss_cls: 1.8778, loss: 1.8778, grad_norm: 2.2398, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4685, loss/aux0: 1.4685 2020-10-20 08:49:59,639 - mmaction - INFO - Epoch [176][100/396] lr: 6.820e-02, eta: 15:59:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5573, top5_acc: 0.7896, loss_cls: 1.8385, loss: 1.8385, grad_norm: 2.1675, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5074, loss/aux0: 1.5074 2020-10-20 08:50:00,593 - mmaction - INFO - Epoch [176][100/396] lr: 6.820e-02, eta: 16:00:03, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5573, top5_acc: 0.7896, loss_cls: 1.8385, loss: 1.8385, grad_norm: 2.1574, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8466, loss_cls/aux0: 1.4936, loss/aux0: 1.4936 2020-10-20 08:50:37,053 - mmaction - INFO - Epoch [176][120/396] lr: 6.820e-02, eta: 15:59:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7904, loss_cls: 1.8136, loss: 1.8136, grad_norm: 2.1464, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.4711, loss/aux0: 1.4711 2020-10-20 08:50:38,009 - mmaction - INFO - Epoch [176][120/396] lr: 6.820e-02, eta: 15:59:28, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7904, loss_cls: 1.8136, loss: 1.8136, grad_norm: 2.1430, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8367, loss_cls/aux0: 1.4862, loss/aux0: 1.4862 2020-10-20 08:51:14,663 - mmaction - INFO - Epoch [176][140/396] lr: 6.820e-02, eta: 15:58:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7841, loss_cls: 1.8483, loss: 1.8483, grad_norm: 2.2221, top1_acc/aux0: 0.6169, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5147, loss/aux0: 1.5147 2020-10-20 08:51:15,639 - mmaction - INFO - Epoch [176][140/396] lr: 6.820e-02, eta: 15:58:52, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7841, loss_cls: 1.8483, loss: 1.8483, grad_norm: 2.2241, top1_acc/aux0: 0.6206, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.4970, loss/aux0: 1.4970 2020-10-20 08:51:52,176 - mmaction - INFO - Epoch [176][160/396] lr: 6.820e-02, eta: 15:58:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7789, loss_cls: 1.8862, loss: 1.8862, grad_norm: 2.2631, top1_acc/aux0: 0.6383, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4546, loss/aux0: 1.4546 2020-10-20 08:51:53,196 - mmaction - INFO - Epoch [176][160/396] lr: 6.820e-02, eta: 15:58:17, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7789, loss_cls: 1.8862, loss: 1.8862, grad_norm: 2.2655, top1_acc/aux0: 0.6362, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4589, loss/aux0: 1.4589 2020-10-20 08:52:29,674 - mmaction - INFO - Epoch [176][180/396] lr: 6.820e-02, eta: 15:57:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7956, loss_cls: 1.8063, loss: 1.8063, grad_norm: 2.2332, top1_acc/aux0: 0.6352, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4492, loss/aux0: 1.4492 2020-10-20 08:52:30,697 - mmaction - INFO - Epoch [176][180/396] lr: 6.820e-02, eta: 15:57:42, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7956, loss_cls: 1.8063, loss: 1.8063, grad_norm: 2.2259, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4447, loss/aux0: 1.4447 2020-10-20 08:53:07,368 - mmaction - INFO - Epoch [176][200/396] lr: 6.820e-02, eta: 15:56:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7846, loss_cls: 1.8402, loss: 1.8402, grad_norm: 2.1640, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4997, loss/aux0: 1.4997 2020-10-20 08:53:08,367 - mmaction - INFO - Epoch [176][200/396] lr: 6.820e-02, eta: 15:57:06, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.5445, top5_acc: 0.7846, loss_cls: 1.8402, loss: 1.8402, grad_norm: 2.1737, top1_acc/aux0: 0.6174, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5156, loss/aux0: 1.5156 2020-10-20 08:53:44,858 - mmaction - INFO - Epoch [176][220/396] lr: 6.820e-02, eta: 15:56:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7779, loss_cls: 1.8586, loss: 1.8586, grad_norm: 2.1987, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4384, loss/aux0: 1.4384 2020-10-20 08:53:45,827 - mmaction - INFO - Epoch [176][220/396] lr: 6.820e-02, eta: 15:56:31, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7779, loss_cls: 1.8586, loss: 1.8586, grad_norm: 2.2207, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4426, loss/aux0: 1.4426 2020-10-20 08:54:22,522 - mmaction - INFO - Epoch [176][240/396] lr: 6.820e-02, eta: 15:55:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7857, loss_cls: 1.8820, loss: 1.8820, grad_norm: 2.2214, top1_acc/aux0: 0.6299, top5_acc/aux0: 0.8344, loss_cls/aux0: 1.5210, loss/aux0: 1.5210 2020-10-20 08:54:23,475 - mmaction - INFO - Epoch [176][240/396] lr: 6.820e-02, eta: 15:55:56, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5401, top5_acc: 0.7857, loss_cls: 1.8820, loss: 1.8820, grad_norm: 2.2227, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5175, loss/aux0: 1.5175 2020-10-20 08:55:00,101 - mmaction - INFO - Epoch [176][260/396] lr: 6.820e-02, eta: 15:55:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7828, loss_cls: 1.8716, loss: 1.8716, grad_norm: 2.2051, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8404, loss_cls/aux0: 1.5231, loss/aux0: 1.5231 2020-10-20 08:55:01,041 - mmaction - INFO - Epoch [176][260/396] lr: 6.820e-02, eta: 15:55:20, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7828, loss_cls: 1.8716, loss: 1.8716, grad_norm: 2.2034, top1_acc/aux0: 0.6237, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.5062, loss/aux0: 1.5062 2020-10-20 08:55:37,677 - mmaction - INFO - Epoch [176][280/396] lr: 6.820e-02, eta: 15:54:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7703, loss_cls: 1.8926, loss: 1.8926, grad_norm: 2.1560, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4522, loss/aux0: 1.4522 2020-10-20 08:55:38,630 - mmaction - INFO - Epoch [176][280/396] lr: 6.820e-02, eta: 15:54:45, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7703, loss_cls: 1.8926, loss: 1.8926, grad_norm: 2.1758, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4566, loss/aux0: 1.4566 2020-10-20 08:56:15,323 - mmaction - INFO - Epoch [176][300/396] lr: 6.820e-02, eta: 15:54:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7818, loss_cls: 1.8562, loss: 1.8562, grad_norm: 2.1894, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8440, loss_cls/aux0: 1.5301, loss/aux0: 1.5301 2020-10-20 08:56:16,294 - mmaction - INFO - Epoch [176][300/396] lr: 6.820e-02, eta: 15:54:10, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7818, loss_cls: 1.8562, loss: 1.8562, grad_norm: 2.1803, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.5342, loss/aux0: 1.5342 2020-10-20 08:56:52,953 - mmaction - INFO - Epoch [176][320/396] lr: 6.820e-02, eta: 15:53:26, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7844, loss_cls: 1.8960, loss: 1.8960, grad_norm: 2.1793, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3988, loss/aux0: 1.3988 2020-10-20 08:56:53,954 - mmaction - INFO - Epoch [176][320/396] lr: 6.820e-02, eta: 15:53:34, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5417, top5_acc: 0.7844, loss_cls: 1.8960, loss: 1.8960, grad_norm: 2.1664, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.3940, loss/aux0: 1.3940 2020-10-20 08:57:30,388 - mmaction - INFO - Epoch [176][340/396] lr: 6.820e-02, eta: 15:52:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7935, loss_cls: 1.8210, loss: 1.8210, grad_norm: 2.2136, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4394, loss/aux0: 1.4394 2020-10-20 08:57:31,415 - mmaction - INFO - Epoch [176][340/396] lr: 6.820e-02, eta: 15:52:59, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7935, loss_cls: 1.8210, loss: 1.8210, grad_norm: 2.1966, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4354, loss/aux0: 1.4354 2020-10-20 08:58:08,115 - mmaction - INFO - Epoch [176][360/396] lr: 6.820e-02, eta: 15:52:15, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.5409, top5_acc: 0.7852, loss_cls: 1.8640, loss: 1.8640, grad_norm: 2.1724, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4944, loss/aux0: 1.4944 2020-10-20 08:58:09,128 - mmaction - INFO - Epoch [176][360/396] lr: 6.820e-02, eta: 15:52:24, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.5409, top5_acc: 0.7852, loss_cls: 1.8640, loss: 1.8640, grad_norm: 2.1739, top1_acc/aux0: 0.6201, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5108, loss/aux0: 1.5108 2020-10-20 08:58:45,571 - mmaction - INFO - Epoch [176][380/396] lr: 6.820e-02, eta: 15:51:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5589, top5_acc: 0.7982, loss_cls: 1.7907, loss: 1.7907, grad_norm: 2.1916, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4760, loss/aux0: 1.4760 2020-10-20 08:58:46,506 - mmaction - INFO - Epoch [176][380/396] lr: 6.820e-02, eta: 15:51:49, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5589, top5_acc: 0.7982, loss_cls: 1.7907, loss: 1.7907, grad_norm: 2.1859, top1_acc/aux0: 0.6284, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4640, loss/aux0: 1.4640 2020-10-20 08:59:18,691 - mmaction - INFO - Saving checkpoint at 176 epochs 2020-10-20 09:01:19,611 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 09:01:19,757 - mmaction - INFO - top1_acc 0.6416 top5_acc 0.8665 2020-10-20 09:01:19,758 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 09:01:19,805 - mmaction - INFO - mean_acc 0.6420 2020-10-20 09:01:19,807 - mmaction - INFO - Epoch(val) [176][396] top1_acc: 0.6416, top5_acc: 0.8665, mean_class_accuracy: 0.6420 2020-10-20 09:05:16,341 - mmaction - INFO - Epoch [177][20/396] lr: 6.666e-02, eta: 15:50:23, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5612, top5_acc: 0.7927, loss_cls: 1.7964, loss: 1.7964, grad_norm: 2.1306, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8451, loss_cls/aux0: 1.4794, loss/aux0: 1.4794 2020-10-20 09:05:17,334 - mmaction - INFO - Epoch [177][20/396] lr: 6.666e-02, eta: 15:50:31, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.5612, top5_acc: 0.7927, loss_cls: 1.7964, loss: 1.7964, grad_norm: 2.1335, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4791, loss/aux0: 1.4791 2020-10-20 09:05:53,701 - mmaction - INFO - Epoch [177][40/396] lr: 6.666e-02, eta: 15:49:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7810, loss_cls: 1.8652, loss: 1.8652, grad_norm: 2.2656, top1_acc/aux0: 0.6180, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.4747, loss/aux0: 1.4747 2020-10-20 09:05:54,683 - mmaction - INFO - Epoch [177][40/396] lr: 6.666e-02, eta: 15:49:56, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7810, loss_cls: 1.8652, loss: 1.8652, grad_norm: 2.2641, top1_acc/aux0: 0.6216, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.4682, loss/aux0: 1.4682 2020-10-20 09:06:31,217 - mmaction - INFO - Epoch [177][60/396] lr: 6.666e-02, eta: 15:49:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5529, top5_acc: 0.7862, loss_cls: 1.8198, loss: 1.8198, grad_norm: 2.2110, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4458, loss/aux0: 1.4458 2020-10-20 09:06:32,196 - mmaction - INFO - Epoch [177][60/396] lr: 6.666e-02, eta: 15:49:20, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5529, top5_acc: 0.7862, loss_cls: 1.8198, loss: 1.8198, grad_norm: 2.1855, top1_acc/aux0: 0.6378, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4412, loss/aux0: 1.4412 2020-10-20 09:07:08,615 - mmaction - INFO - Epoch [177][80/396] lr: 6.666e-02, eta: 15:48:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7964, loss_cls: 1.7621, loss: 1.7621, grad_norm: 2.1992, top1_acc/aux0: 0.6346, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4139, loss/aux0: 1.4139 2020-10-20 09:07:09,619 - mmaction - INFO - Epoch [177][80/396] lr: 6.666e-02, eta: 15:48:45, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7964, loss_cls: 1.7621, loss: 1.7621, grad_norm: 2.2154, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.4232, loss/aux0: 1.4232 2020-10-20 09:07:46,027 - mmaction - INFO - Epoch [177][100/396] lr: 6.666e-02, eta: 15:48:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7893, loss_cls: 1.8083, loss: 1.8083, grad_norm: 2.1585, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4284, loss/aux0: 1.4284 2020-10-20 09:07:47,015 - mmaction - INFO - Epoch [177][100/396] lr: 6.666e-02, eta: 15:48:10, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7893, loss_cls: 1.8083, loss: 1.8083, grad_norm: 2.1515, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4217, loss/aux0: 1.4217 2020-10-20 09:08:23,475 - mmaction - INFO - Epoch [177][120/396] lr: 6.666e-02, eta: 15:47:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7857, loss_cls: 1.8435, loss: 1.8435, grad_norm: 2.2033, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.5168, loss/aux0: 1.5168 2020-10-20 09:08:24,480 - mmaction - INFO - Epoch [177][120/396] lr: 6.666e-02, eta: 15:47:34, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5414, top5_acc: 0.7857, loss_cls: 1.8435, loss: 1.8435, grad_norm: 2.2148, top1_acc/aux0: 0.6185, top5_acc/aux0: 0.8435, loss_cls/aux0: 1.5249, loss/aux0: 1.5249 2020-10-20 09:09:00,988 - mmaction - INFO - Epoch [177][140/396] lr: 6.666e-02, eta: 15:46:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7878, loss_cls: 1.8255, loss: 1.8255, grad_norm: 2.2186, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4373, loss/aux0: 1.4373 2020-10-20 09:09:02,000 - mmaction - INFO - Epoch [177][140/396] lr: 6.666e-02, eta: 15:46:59, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7878, loss_cls: 1.8255, loss: 1.8255, grad_norm: 2.1885, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4360, loss/aux0: 1.4360 2020-10-20 09:09:38,532 - mmaction - INFO - Epoch [177][160/396] lr: 6.666e-02, eta: 15:46:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7945, loss_cls: 1.7997, loss: 1.7997, grad_norm: 2.2278, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4357, loss/aux0: 1.4357 2020-10-20 09:09:39,512 - mmaction - INFO - Epoch [177][160/396] lr: 6.666e-02, eta: 15:46:24, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7945, loss_cls: 1.7997, loss: 1.7997, grad_norm: 2.2172, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4382, loss/aux0: 1.4382 2020-10-20 09:10:16,085 - mmaction - INFO - Epoch [177][180/396] lr: 6.666e-02, eta: 15:45:40, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7833, loss_cls: 1.8334, loss: 1.8334, grad_norm: 2.2281, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4621, loss/aux0: 1.4621 2020-10-20 09:10:17,047 - mmaction - INFO - Epoch [177][180/396] lr: 6.666e-02, eta: 15:45:48, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7833, loss_cls: 1.8334, loss: 1.8334, grad_norm: 2.2340, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4692, loss/aux0: 1.4692 2020-10-20 09:10:53,517 - mmaction - INFO - Epoch [177][200/396] lr: 6.666e-02, eta: 15:45:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7878, loss_cls: 1.8569, loss: 1.8569, grad_norm: 2.2473, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4893, loss/aux0: 1.4893 2020-10-20 09:10:54,477 - mmaction - INFO - Epoch [177][200/396] lr: 6.666e-02, eta: 15:45:13, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5432, top5_acc: 0.7878, loss_cls: 1.8569, loss: 1.8569, grad_norm: 2.2317, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8430, loss_cls/aux0: 1.4757, loss/aux0: 1.4757 2020-10-20 09:11:31,085 - mmaction - INFO - Epoch [177][220/396] lr: 6.666e-02, eta: 15:44:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5456, top5_acc: 0.7802, loss_cls: 1.8636, loss: 1.8636, grad_norm: 2.2516, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4446, loss/aux0: 1.4446 2020-10-20 09:11:32,068 - mmaction - INFO - Epoch [177][220/396] lr: 6.666e-02, eta: 15:44:38, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5456, top5_acc: 0.7802, loss_cls: 1.8636, loss: 1.8636, grad_norm: 2.2504, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4578, loss/aux0: 1.4578 2020-10-20 09:12:08,694 - mmaction - INFO - Epoch [177][240/396] lr: 6.666e-02, eta: 15:43:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5523, top5_acc: 0.8008, loss_cls: 1.7974, loss: 1.7974, grad_norm: 2.2057, top1_acc/aux0: 0.6247, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5142, loss/aux0: 1.5142 2020-10-20 09:12:09,676 - mmaction - INFO - Epoch [177][240/396] lr: 6.666e-02, eta: 15:44:02, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5523, top5_acc: 0.8008, loss_cls: 1.7974, loss: 1.7974, grad_norm: 2.1975, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5138, loss/aux0: 1.5138 2020-10-20 09:12:46,277 - mmaction - INFO - Epoch [177][260/396] lr: 6.666e-02, eta: 15:43:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5440, top5_acc: 0.7852, loss_cls: 1.8566, loss: 1.8566, grad_norm: 2.2256, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4589, loss/aux0: 1.4589 2020-10-20 09:12:47,299 - mmaction - INFO - Epoch [177][260/396] lr: 6.666e-02, eta: 15:43:27, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5440, top5_acc: 0.7852, loss_cls: 1.8566, loss: 1.8566, grad_norm: 2.2379, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4436, loss/aux0: 1.4436 2020-10-20 09:13:23,962 - mmaction - INFO - Epoch [177][280/396] lr: 6.666e-02, eta: 15:42:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5513, top5_acc: 0.7810, loss_cls: 1.8481, loss: 1.8481, grad_norm: 2.1637, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8396, loss_cls/aux0: 1.5222, loss/aux0: 1.5222 2020-10-20 09:13:24,932 - mmaction - INFO - Epoch [177][280/396] lr: 6.666e-02, eta: 15:42:52, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5513, top5_acc: 0.7810, loss_cls: 1.8481, loss: 1.8481, grad_norm: 2.1680, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8372, loss_cls/aux0: 1.5337, loss/aux0: 1.5337 2020-10-20 09:14:01,171 - mmaction - INFO - Epoch [177][300/396] lr: 6.666e-02, eta: 15:42:08, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7828, loss_cls: 1.8581, loss: 1.8581, grad_norm: 2.2295, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3805, loss/aux0: 1.3805 2020-10-20 09:14:02,148 - mmaction - INFO - Epoch [177][300/396] lr: 6.666e-02, eta: 15:42:16, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5396, top5_acc: 0.7828, loss_cls: 1.8581, loss: 1.8581, grad_norm: 2.2328, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3735, loss/aux0: 1.3735 2020-10-20 09:14:38,780 - mmaction - INFO - Epoch [177][320/396] lr: 6.666e-02, eta: 15:41:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5641, top5_acc: 0.7891, loss_cls: 1.7929, loss: 1.7929, grad_norm: 2.1992, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8437, loss_cls/aux0: 1.4711, loss/aux0: 1.4711 2020-10-20 09:14:39,756 - mmaction - INFO - Epoch [177][320/396] lr: 6.666e-02, eta: 15:41:41, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5641, top5_acc: 0.7891, loss_cls: 1.7929, loss: 1.7929, grad_norm: 2.1996, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.4799, loss/aux0: 1.4799 2020-10-20 09:15:16,203 - mmaction - INFO - Epoch [177][340/396] lr: 6.666e-02, eta: 15:40:57, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7844, loss_cls: 1.8449, loss: 1.8449, grad_norm: 2.2085, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4564, loss/aux0: 1.4564 2020-10-20 09:15:17,156 - mmaction - INFO - Epoch [177][340/396] lr: 6.666e-02, eta: 15:41:06, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5479, top5_acc: 0.7844, loss_cls: 1.8449, loss: 1.8449, grad_norm: 2.1997, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4539, loss/aux0: 1.4539 2020-10-20 09:15:53,582 - mmaction - INFO - Epoch [177][360/396] lr: 6.666e-02, eta: 15:40:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7802, loss_cls: 1.8847, loss: 1.8847, grad_norm: 2.2351, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4604, loss/aux0: 1.4604 2020-10-20 09:15:54,503 - mmaction - INFO - Epoch [177][360/396] lr: 6.666e-02, eta: 15:40:30, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7802, loss_cls: 1.8847, loss: 1.8847, grad_norm: 2.2369, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4562, loss/aux0: 1.4562 2020-10-20 09:16:31,063 - mmaction - INFO - Epoch [177][380/396] lr: 6.666e-02, eta: 15:39:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5305, top5_acc: 0.7768, loss_cls: 1.8956, loss: 1.8956, grad_norm: 2.2678, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4354, loss/aux0: 1.4354 2020-10-20 09:16:32,012 - mmaction - INFO - Epoch [177][380/396] lr: 6.666e-02, eta: 15:39:55, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5305, top5_acc: 0.7768, loss_cls: 1.8956, loss: 1.8956, grad_norm: 2.2740, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4337, loss/aux0: 1.4337 2020-10-20 09:20:58,768 - mmaction - INFO - Epoch [178][20/396] lr: 6.514e-02, eta: 15:38:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7917, loss_cls: 1.7923, loss: 1.7923, grad_norm: 2.2332, top1_acc/aux0: 0.6258, top5_acc/aux0: 0.8424, loss_cls/aux0: 1.5014, loss/aux0: 1.5014 2020-10-20 09:20:59,722 - mmaction - INFO - Epoch [178][20/396] lr: 6.514e-02, eta: 15:38:38, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7917, loss_cls: 1.7923, loss: 1.7923, grad_norm: 2.2274, top1_acc/aux0: 0.6268, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4945, loss/aux0: 1.4945 2020-10-20 09:21:36,068 - mmaction - INFO - Epoch [178][40/396] lr: 6.514e-02, eta: 15:37:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7901, loss_cls: 1.7975, loss: 1.7975, grad_norm: 2.1866, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4236, loss/aux0: 1.4236 2020-10-20 09:21:37,028 - mmaction - INFO - Epoch [178][40/396] lr: 6.514e-02, eta: 15:38:02, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7901, loss_cls: 1.7975, loss: 1.7975, grad_norm: 2.1904, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4318, loss/aux0: 1.4318 2020-10-20 09:22:13,621 - mmaction - INFO - Epoch [178][60/396] lr: 6.514e-02, eta: 15:37:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5544, top5_acc: 0.7914, loss_cls: 1.8026, loss: 1.8026, grad_norm: 2.2337, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4512, loss/aux0: 1.4512 2020-10-20 09:22:14,595 - mmaction - INFO - Epoch [178][60/396] lr: 6.514e-02, eta: 15:37:27, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5544, top5_acc: 0.7914, loss_cls: 1.8026, loss: 1.8026, grad_norm: 2.2290, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4455, loss/aux0: 1.4455 2020-10-20 09:22:51,087 - mmaction - INFO - Epoch [178][80/396] lr: 6.514e-02, eta: 15:36:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5589, top5_acc: 0.7904, loss_cls: 1.8243, loss: 1.8243, grad_norm: 2.2378, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4564, loss/aux0: 1.4564 2020-10-20 09:22:52,044 - mmaction - INFO - Epoch [178][80/396] lr: 6.514e-02, eta: 15:36:51, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5589, top5_acc: 0.7904, loss_cls: 1.8243, loss: 1.8243, grad_norm: 2.2465, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4582, loss/aux0: 1.4582 2020-10-20 09:23:28,421 - mmaction - INFO - Epoch [178][100/396] lr: 6.514e-02, eta: 15:36:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7789, loss_cls: 1.8128, loss: 1.8128, grad_norm: 2.1741, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4467, loss/aux0: 1.4467 2020-10-20 09:23:29,348 - mmaction - INFO - Epoch [178][100/396] lr: 6.514e-02, eta: 15:36:16, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.5539, top5_acc: 0.7789, loss_cls: 1.8128, loss: 1.8128, grad_norm: 2.1812, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4469, loss/aux0: 1.4469 2020-10-20 09:24:05,877 - mmaction - INFO - Epoch [178][120/396] lr: 6.514e-02, eta: 15:35:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7927, loss_cls: 1.8043, loss: 1.8043, grad_norm: 2.1765, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4536, loss/aux0: 1.4536 2020-10-20 09:24:06,847 - mmaction - INFO - Epoch [178][120/396] lr: 6.514e-02, eta: 15:35:41, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7927, loss_cls: 1.8043, loss: 1.8043, grad_norm: 2.1726, top1_acc/aux0: 0.6323, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4512, loss/aux0: 1.4512 2020-10-20 09:24:43,504 - mmaction - INFO - Epoch [178][140/396] lr: 6.514e-02, eta: 15:34:57, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7820, loss_cls: 1.8446, loss: 1.8446, grad_norm: 2.2374, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4375, loss/aux0: 1.4375 2020-10-20 09:24:44,414 - mmaction - INFO - Epoch [178][140/396] lr: 6.514e-02, eta: 15:35:05, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5464, top5_acc: 0.7820, loss_cls: 1.8446, loss: 1.8446, grad_norm: 2.2508, top1_acc/aux0: 0.6313, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4431, loss/aux0: 1.4431 2020-10-20 09:25:20,944 - mmaction - INFO - Epoch [178][160/396] lr: 6.514e-02, eta: 15:34:22, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7969, loss_cls: 1.7678, loss: 1.7678, grad_norm: 2.2595, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4201, loss/aux0: 1.4201 2020-10-20 09:25:21,895 - mmaction - INFO - Epoch [178][160/396] lr: 6.514e-02, eta: 15:34:30, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5620, top5_acc: 0.7969, loss_cls: 1.7678, loss: 1.7678, grad_norm: 2.2522, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8508, loss_cls/aux0: 1.4119, loss/aux0: 1.4119 2020-10-20 09:25:58,417 - mmaction - INFO - Epoch [178][180/396] lr: 6.514e-02, eta: 15:33:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5544, top5_acc: 0.7867, loss_cls: 1.8220, loss: 1.8220, grad_norm: 2.2370, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.4206, loss/aux0: 1.4206 2020-10-20 09:25:59,359 - mmaction - INFO - Epoch [178][180/396] lr: 6.514e-02, eta: 15:33:54, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5544, top5_acc: 0.7867, loss_cls: 1.8220, loss: 1.8220, grad_norm: 2.2267, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4251, loss/aux0: 1.4251 2020-10-20 09:26:35,980 - mmaction - INFO - Epoch [178][200/396] lr: 6.514e-02, eta: 15:33:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7901, loss_cls: 1.8185, loss: 1.8185, grad_norm: 2.2992, top1_acc/aux0: 0.6263, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4612, loss/aux0: 1.4612 2020-10-20 09:26:36,971 - mmaction - INFO - Epoch [178][200/396] lr: 6.514e-02, eta: 15:33:19, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7901, loss_cls: 1.8185, loss: 1.8185, grad_norm: 2.3006, top1_acc/aux0: 0.6253, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4645, loss/aux0: 1.4645 2020-10-20 09:27:13,512 - mmaction - INFO - Epoch [178][220/396] lr: 6.514e-02, eta: 15:32:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7763, loss_cls: 1.8633, loss: 1.8633, grad_norm: 2.2199, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4785, loss/aux0: 1.4785 2020-10-20 09:27:14,462 - mmaction - INFO - Epoch [178][220/396] lr: 6.514e-02, eta: 15:32:44, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7763, loss_cls: 1.8633, loss: 1.8633, grad_norm: 2.2269, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4729, loss/aux0: 1.4729 2020-10-20 09:27:51,011 - mmaction - INFO - Epoch [178][240/396] lr: 6.514e-02, eta: 15:32:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7826, loss_cls: 1.8397, loss: 1.8397, grad_norm: 2.2664, top1_acc/aux0: 0.6341, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4491, loss/aux0: 1.4491 2020-10-20 09:27:51,986 - mmaction - INFO - Epoch [178][240/396] lr: 6.514e-02, eta: 15:32:08, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5477, top5_acc: 0.7826, loss_cls: 1.8397, loss: 1.8397, grad_norm: 2.2711, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4536, loss/aux0: 1.4536 2020-10-20 09:28:28,490 - mmaction - INFO - Epoch [178][260/396] lr: 6.514e-02, eta: 15:31:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5531, top5_acc: 0.7893, loss_cls: 1.7883, loss: 1.7883, grad_norm: 2.2899, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4468, loss/aux0: 1.4468 2020-10-20 09:28:29,433 - mmaction - INFO - Epoch [178][260/396] lr: 6.514e-02, eta: 15:31:33, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5531, top5_acc: 0.7893, loss_cls: 1.7883, loss: 1.7883, grad_norm: 2.2849, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4436, loss/aux0: 1.4436 2020-10-20 09:29:06,018 - mmaction - INFO - Epoch [178][280/396] lr: 6.514e-02, eta: 15:30:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7753, loss_cls: 1.8649, loss: 1.8649, grad_norm: 2.1991, top1_acc/aux0: 0.6331, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.4289, loss/aux0: 1.4289 2020-10-20 09:29:06,975 - mmaction - INFO - Epoch [178][280/396] lr: 6.514e-02, eta: 15:30:58, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7753, loss_cls: 1.8649, loss: 1.8649, grad_norm: 2.2240, top1_acc/aux0: 0.6313, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.4376, loss/aux0: 1.4376 2020-10-20 09:29:43,561 - mmaction - INFO - Epoch [178][300/396] lr: 6.514e-02, eta: 15:30:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7826, loss_cls: 1.8713, loss: 1.8713, grad_norm: 2.2589, top1_acc/aux0: 0.6289, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4991, loss/aux0: 1.4991 2020-10-20 09:29:44,533 - mmaction - INFO - Epoch [178][300/396] lr: 6.514e-02, eta: 15:30:22, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5406, top5_acc: 0.7826, loss_cls: 1.8713, loss: 1.8713, grad_norm: 2.2559, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4949, loss/aux0: 1.4949 2020-10-20 09:30:21,146 - mmaction - INFO - Epoch [178][320/396] lr: 6.514e-02, eta: 15:29:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7818, loss_cls: 1.8845, loss: 1.8845, grad_norm: 2.3088, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4456, loss/aux0: 1.4456 2020-10-20 09:30:22,121 - mmaction - INFO - Epoch [178][320/396] lr: 6.514e-02, eta: 15:29:47, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5378, top5_acc: 0.7818, loss_cls: 1.8845, loss: 1.8845, grad_norm: 2.3094, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4548, loss/aux0: 1.4548 2020-10-20 09:30:58,771 - mmaction - INFO - Epoch [178][340/396] lr: 6.514e-02, eta: 15:29:03, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7862, loss_cls: 1.8180, loss: 1.8180, grad_norm: 2.2048, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4734, loss/aux0: 1.4734 2020-10-20 09:30:59,696 - mmaction - INFO - Epoch [178][340/396] lr: 6.514e-02, eta: 15:29:12, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7862, loss_cls: 1.8180, loss: 1.8180, grad_norm: 2.2099, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4565, loss/aux0: 1.4565 2020-10-20 09:31:36,313 - mmaction - INFO - Epoch [178][360/396] lr: 6.514e-02, eta: 15:28:28, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7789, loss_cls: 1.8293, loss: 1.8293, grad_norm: 2.2866, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.4174, loss/aux0: 1.4174 2020-10-20 09:31:37,262 - mmaction - INFO - Epoch [178][360/396] lr: 6.514e-02, eta: 15:28:36, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7789, loss_cls: 1.8293, loss: 1.8293, grad_norm: 2.2980, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4289, loss/aux0: 1.4289 2020-10-20 09:32:13,906 - mmaction - INFO - Epoch [178][380/396] lr: 6.514e-02, eta: 15:27:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7844, loss_cls: 1.8463, loss: 1.8463, grad_norm: 2.1855, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4375, loss/aux0: 1.4375 2020-10-20 09:32:14,902 - mmaction - INFO - Epoch [178][380/396] lr: 6.514e-02, eta: 15:28:01, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5427, top5_acc: 0.7844, loss_cls: 1.8463, loss: 1.8463, grad_norm: 2.1957, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4246, loss/aux0: 1.4246 2020-10-20 09:36:42,139 - mmaction - INFO - Epoch [179][20/396] lr: 6.363e-02, eta: 15:26:36, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.5661, top5_acc: 0.7935, loss_cls: 1.7635, loss: 1.7635, grad_norm: 2.2427, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8498, loss_cls/aux0: 1.4531, loss/aux0: 1.4531 2020-10-20 09:36:43,106 - mmaction - INFO - Epoch [179][20/396] lr: 6.363e-02, eta: 15:26:44, time: 0.950, data_time: 0.001, memory: 8466, top1_acc: 0.5661, top5_acc: 0.7935, loss_cls: 1.7635, loss: 1.7635, grad_norm: 2.2307, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4458, loss/aux0: 1.4458 2020-10-20 09:37:19,515 - mmaction - INFO - Epoch [179][40/396] lr: 6.363e-02, eta: 15:26:01, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7937, loss_cls: 1.8118, loss: 1.8118, grad_norm: 2.2687, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4725, loss/aux0: 1.4725 2020-10-20 09:37:20,470 - mmaction - INFO - Epoch [179][40/396] lr: 6.363e-02, eta: 15:26:09, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5521, top5_acc: 0.7937, loss_cls: 1.8118, loss: 1.8118, grad_norm: 2.2642, top1_acc/aux0: 0.6273, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4774, loss/aux0: 1.4774 2020-10-20 09:37:57,029 - mmaction - INFO - Epoch [179][60/396] lr: 6.363e-02, eta: 15:25:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5729, top5_acc: 0.8044, loss_cls: 1.7525, loss: 1.7525, grad_norm: 2.2824, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.4716, loss/aux0: 1.4716 2020-10-20 09:37:58,007 - mmaction - INFO - Epoch [179][60/396] lr: 6.363e-02, eta: 15:25:33, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5729, top5_acc: 0.8044, loss_cls: 1.7525, loss: 1.7525, grad_norm: 2.2840, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4809, loss/aux0: 1.4809 2020-10-20 09:38:34,650 - mmaction - INFO - Epoch [179][80/396] lr: 6.363e-02, eta: 15:24:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7906, loss_cls: 1.8157, loss: 1.8157, grad_norm: 2.3006, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4695, loss/aux0: 1.4695 2020-10-20 09:38:35,626 - mmaction - INFO - Epoch [179][80/396] lr: 6.363e-02, eta: 15:24:58, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5552, top5_acc: 0.7906, loss_cls: 1.8157, loss: 1.8157, grad_norm: 2.2954, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4546, loss/aux0: 1.4546 2020-10-20 09:39:12,178 - mmaction - INFO - Epoch [179][100/396] lr: 6.363e-02, eta: 15:24:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5742, top5_acc: 0.7888, loss_cls: 1.7629, loss: 1.7629, grad_norm: 2.2913, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4099, loss/aux0: 1.4099 2020-10-20 09:39:13,162 - mmaction - INFO - Epoch [179][100/396] lr: 6.363e-02, eta: 15:24:23, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5742, top5_acc: 0.7888, loss_cls: 1.7629, loss: 1.7629, grad_norm: 2.2909, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4153, loss/aux0: 1.4153 2020-10-20 09:39:49,750 - mmaction - INFO - Epoch [179][120/396] lr: 6.363e-02, eta: 15:23:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7789, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.2503, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.4253, loss/aux0: 1.4253 2020-10-20 09:39:50,683 - mmaction - INFO - Epoch [179][120/396] lr: 6.363e-02, eta: 15:23:47, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5487, top5_acc: 0.7789, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.2522, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4276, loss/aux0: 1.4276 2020-10-20 09:40:27,272 - mmaction - INFO - Epoch [179][140/396] lr: 6.363e-02, eta: 15:23:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5565, top5_acc: 0.7878, loss_cls: 1.8241, loss: 1.8241, grad_norm: 2.2040, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3944, loss/aux0: 1.3944 2020-10-20 09:40:28,264 - mmaction - INFO - Epoch [179][140/396] lr: 6.363e-02, eta: 15:23:12, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5565, top5_acc: 0.7878, loss_cls: 1.8241, loss: 1.8241, grad_norm: 2.2052, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3903, loss/aux0: 1.3903 2020-10-20 09:41:04,661 - mmaction - INFO - Epoch [179][160/396] lr: 6.363e-02, eta: 15:22:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7802, loss_cls: 1.8785, loss: 1.8785, grad_norm: 2.2588, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4472, loss/aux0: 1.4472 2020-10-20 09:41:05,636 - mmaction - INFO - Epoch [179][160/396] lr: 6.363e-02, eta: 15:22:37, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7802, loss_cls: 1.8785, loss: 1.8785, grad_norm: 2.2601, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4431, loss/aux0: 1.4431 2020-10-20 09:41:42,073 - mmaction - INFO - Epoch [179][180/396] lr: 6.363e-02, eta: 15:21:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7870, loss_cls: 1.7959, loss: 1.7959, grad_norm: 2.2926, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3862, loss/aux0: 1.3862 2020-10-20 09:41:43,024 - mmaction - INFO - Epoch [179][180/396] lr: 6.363e-02, eta: 15:22:01, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7870, loss_cls: 1.7959, loss: 1.7959, grad_norm: 2.2930, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3834, loss/aux0: 1.3834 2020-10-20 09:42:19,570 - mmaction - INFO - Epoch [179][200/396] lr: 6.363e-02, eta: 15:21:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7820, loss_cls: 1.8598, loss: 1.8598, grad_norm: 2.2216, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3849, loss/aux0: 1.3849 2020-10-20 09:42:20,525 - mmaction - INFO - Epoch [179][200/396] lr: 6.363e-02, eta: 15:21:26, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7820, loss_cls: 1.8598, loss: 1.8598, grad_norm: 2.2324, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3965, loss/aux0: 1.3965 2020-10-20 09:42:57,128 - mmaction - INFO - Epoch [179][220/396] lr: 6.363e-02, eta: 15:20:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5388, top5_acc: 0.7755, loss_cls: 1.8732, loss: 1.8732, grad_norm: 2.2675, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4154, loss/aux0: 1.4154 2020-10-20 09:42:58,061 - mmaction - INFO - Epoch [179][220/396] lr: 6.363e-02, eta: 15:20:51, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5388, top5_acc: 0.7755, loss_cls: 1.8732, loss: 1.8732, grad_norm: 2.2544, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4055, loss/aux0: 1.4055 2020-10-20 09:43:34,598 - mmaction - INFO - Epoch [179][240/396] lr: 6.363e-02, eta: 15:20:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5680, top5_acc: 0.7977, loss_cls: 1.7532, loss: 1.7532, grad_norm: 2.2153, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.4520, loss/aux0: 1.4520 2020-10-20 09:43:35,544 - mmaction - INFO - Epoch [179][240/396] lr: 6.363e-02, eta: 15:20:15, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5680, top5_acc: 0.7977, loss_cls: 1.7532, loss: 1.7532, grad_norm: 2.2157, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4558, loss/aux0: 1.4558 2020-10-20 09:44:12,032 - mmaction - INFO - Epoch [179][260/396] lr: 6.363e-02, eta: 15:19:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7849, loss_cls: 1.8399, loss: 1.8399, grad_norm: 2.2645, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3877, loss/aux0: 1.3877 2020-10-20 09:44:13,060 - mmaction - INFO - Epoch [179][260/396] lr: 6.363e-02, eta: 15:19:40, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5443, top5_acc: 0.7849, loss_cls: 1.8399, loss: 1.8399, grad_norm: 2.2581, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3868, loss/aux0: 1.3868 2020-10-20 09:44:49,742 - mmaction - INFO - Epoch [179][280/396] lr: 6.363e-02, eta: 15:18:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8003, loss_cls: 1.7933, loss: 1.7933, grad_norm: 2.2638, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4176, loss/aux0: 1.4176 2020-10-20 09:44:50,702 - mmaction - INFO - Epoch [179][280/396] lr: 6.363e-02, eta: 15:19:04, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8003, loss_cls: 1.7933, loss: 1.7933, grad_norm: 2.2551, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4310, loss/aux0: 1.4310 2020-10-20 09:45:27,169 - mmaction - INFO - Epoch [179][300/396] lr: 6.363e-02, eta: 15:18:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7841, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.2450, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4188, loss/aux0: 1.4188 2020-10-20 09:45:28,183 - mmaction - INFO - Epoch [179][300/396] lr: 6.363e-02, eta: 15:18:29, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7841, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.2298, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4104, loss/aux0: 1.4104 2020-10-20 09:46:04,668 - mmaction - INFO - Epoch [179][320/396] lr: 6.363e-02, eta: 15:17:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7922, loss_cls: 1.7908, loss: 1.7908, grad_norm: 2.2762, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4609, loss/aux0: 1.4609 2020-10-20 09:46:05,617 - mmaction - INFO - Epoch [179][320/396] lr: 6.363e-02, eta: 15:17:54, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7922, loss_cls: 1.7908, loss: 1.7908, grad_norm: 2.2510, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4578, loss/aux0: 1.4578 2020-10-20 09:46:42,163 - mmaction - INFO - Epoch [179][340/396] lr: 6.363e-02, eta: 15:17:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5458, top5_acc: 0.7862, loss_cls: 1.8578, loss: 1.8578, grad_norm: 2.2738, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3823, loss/aux0: 1.3823 2020-10-20 09:46:43,111 - mmaction - INFO - Epoch [179][340/396] lr: 6.363e-02, eta: 15:17:18, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5458, top5_acc: 0.7862, loss_cls: 1.8578, loss: 1.8578, grad_norm: 2.2823, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3846, loss/aux0: 1.3846 2020-10-20 09:47:19,696 - mmaction - INFO - Epoch [179][360/396] lr: 6.363e-02, eta: 15:16:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7836, loss_cls: 1.8805, loss: 1.8805, grad_norm: 2.2560, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4679, loss/aux0: 1.4679 2020-10-20 09:47:20,667 - mmaction - INFO - Epoch [179][360/396] lr: 6.363e-02, eta: 15:16:43, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5430, top5_acc: 0.7836, loss_cls: 1.8805, loss: 1.8805, grad_norm: 2.2449, top1_acc/aux0: 0.6310, top5_acc/aux0: 0.8492, loss_cls/aux0: 1.4680, loss/aux0: 1.4680 2020-10-20 09:47:57,387 - mmaction - INFO - Epoch [179][380/396] lr: 6.363e-02, eta: 15:15:59, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5549, top5_acc: 0.7914, loss_cls: 1.7913, loss: 1.7913, grad_norm: 2.2351, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4176, loss/aux0: 1.4176 2020-10-20 09:47:58,303 - mmaction - INFO - Epoch [179][380/396] lr: 6.363e-02, eta: 15:16:08, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5549, top5_acc: 0.7914, loss_cls: 1.7913, loss: 1.7913, grad_norm: 2.2539, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4260, loss/aux0: 1.4260 2020-10-20 09:52:26,046 - mmaction - INFO - Epoch [180][20/396] lr: 6.213e-02, eta: 15:14:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5589, top5_acc: 0.7948, loss_cls: 1.8028, loss: 1.8028, grad_norm: 2.3279, top1_acc/aux0: 0.6360, top5_acc/aux0: 0.8564, loss_cls/aux0: 1.4435, loss/aux0: 1.4435 2020-10-20 09:52:26,998 - mmaction - INFO - Epoch [180][20/396] lr: 6.213e-02, eta: 15:14:51, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5589, top5_acc: 0.7948, loss_cls: 1.8028, loss: 1.8028, grad_norm: 2.3130, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.4393, loss/aux0: 1.4393 2020-10-20 09:53:03,355 - mmaction - INFO - Epoch [180][40/396] lr: 6.213e-02, eta: 15:14:07, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7971, loss_cls: 1.7839, loss: 1.7839, grad_norm: 2.2872, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4208, loss/aux0: 1.4208 2020-10-20 09:53:04,325 - mmaction - INFO - Epoch [180][40/396] lr: 6.213e-02, eta: 15:14:15, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7971, loss_cls: 1.7839, loss: 1.7839, grad_norm: 2.2897, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4188, loss/aux0: 1.4188 2020-10-20 09:53:40,757 - mmaction - INFO - Epoch [180][60/396] lr: 6.213e-02, eta: 15:13:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5677, top5_acc: 0.7891, loss_cls: 1.7822, loss: 1.7822, grad_norm: 2.2438, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.3812, loss/aux0: 1.3812 2020-10-20 09:53:41,722 - mmaction - INFO - Epoch [180][60/396] lr: 6.213e-02, eta: 15:13:40, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5677, top5_acc: 0.7891, loss_cls: 1.7822, loss: 1.7822, grad_norm: 2.2504, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3818, loss/aux0: 1.3818 2020-10-20 09:54:18,355 - mmaction - INFO - Epoch [180][80/396] lr: 6.213e-02, eta: 15:12:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5745, top5_acc: 0.8010, loss_cls: 1.7488, loss: 1.7488, grad_norm: 2.2729, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.4041, loss/aux0: 1.4041 2020-10-20 09:54:19,335 - mmaction - INFO - Epoch [180][80/396] lr: 6.213e-02, eta: 15:13:05, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5745, top5_acc: 0.8010, loss_cls: 1.7488, loss: 1.7488, grad_norm: 2.2608, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.4042, loss/aux0: 1.4042 2020-10-20 09:54:55,909 - mmaction - INFO - Epoch [180][100/396] lr: 6.213e-02, eta: 15:12:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5576, top5_acc: 0.7909, loss_cls: 1.7975, loss: 1.7975, grad_norm: 2.2506, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.4026, loss/aux0: 1.4026 2020-10-20 09:54:56,895 - mmaction - INFO - Epoch [180][100/396] lr: 6.213e-02, eta: 15:12:29, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5576, top5_acc: 0.7909, loss_cls: 1.7975, loss: 1.7975, grad_norm: 2.2459, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.4088, loss/aux0: 1.4088 2020-10-20 09:55:33,447 - mmaction - INFO - Epoch [180][120/396] lr: 6.213e-02, eta: 15:11:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5695, top5_acc: 0.8039, loss_cls: 1.7461, loss: 1.7461, grad_norm: 2.3074, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8477, loss_cls/aux0: 1.4282, loss/aux0: 1.4282 2020-10-20 09:55:34,419 - mmaction - INFO - Epoch [180][120/396] lr: 6.213e-02, eta: 15:11:54, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5695, top5_acc: 0.8039, loss_cls: 1.7461, loss: 1.7461, grad_norm: 2.3093, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4148, loss/aux0: 1.4148 2020-10-20 09:56:11,011 - mmaction - INFO - Epoch [180][140/396] lr: 6.213e-02, eta: 15:11:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7854, loss_cls: 1.8106, loss: 1.8106, grad_norm: 2.2856, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4303, loss/aux0: 1.4303 2020-10-20 09:56:11,974 - mmaction - INFO - Epoch [180][140/396] lr: 6.213e-02, eta: 15:11:18, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7854, loss_cls: 1.8106, loss: 1.8106, grad_norm: 2.2860, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4551, loss/aux0: 1.4551 2020-10-20 09:56:48,645 - mmaction - INFO - Epoch [180][160/396] lr: 6.213e-02, eta: 15:10:35, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7883, loss_cls: 1.8026, loss: 1.8026, grad_norm: 2.2419, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4005, loss/aux0: 1.4005 2020-10-20 09:56:49,600 - mmaction - INFO - Epoch [180][160/396] lr: 6.213e-02, eta: 15:10:43, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5602, top5_acc: 0.7883, loss_cls: 1.8026, loss: 1.8026, grad_norm: 2.2433, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3861, loss/aux0: 1.3861 2020-10-20 09:57:26,117 - mmaction - INFO - Epoch [180][180/396] lr: 6.213e-02, eta: 15:10:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5497, top5_acc: 0.7885, loss_cls: 1.8458, loss: 1.8458, grad_norm: 2.3050, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.4103, loss/aux0: 1.4103 2020-10-20 09:57:27,069 - mmaction - INFO - Epoch [180][180/396] lr: 6.213e-02, eta: 15:10:08, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5497, top5_acc: 0.7885, loss_cls: 1.8458, loss: 1.8458, grad_norm: 2.3204, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4093, loss/aux0: 1.4093 2020-10-20 09:58:03,563 - mmaction - INFO - Epoch [180][200/396] lr: 6.213e-02, eta: 15:09:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7828, loss_cls: 1.8122, loss: 1.8122, grad_norm: 2.2878, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4185, loss/aux0: 1.4185 2020-10-20 09:58:04,502 - mmaction - INFO - Epoch [180][200/396] lr: 6.213e-02, eta: 15:09:32, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5437, top5_acc: 0.7828, loss_cls: 1.8122, loss: 1.8122, grad_norm: 2.2909, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4126, loss/aux0: 1.4126 2020-10-20 09:58:41,103 - mmaction - INFO - Epoch [180][220/396] lr: 6.213e-02, eta: 15:08:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5646, top5_acc: 0.7917, loss_cls: 1.7910, loss: 1.7910, grad_norm: 2.2972, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4026, loss/aux0: 1.4026 2020-10-20 09:58:42,053 - mmaction - INFO - Epoch [180][220/396] lr: 6.213e-02, eta: 15:08:57, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5646, top5_acc: 0.7917, loss_cls: 1.7910, loss: 1.7910, grad_norm: 2.2881, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4028, loss/aux0: 1.4028 2020-10-20 09:59:18,643 - mmaction - INFO - Epoch [180][240/396] lr: 6.213e-02, eta: 15:08:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5617, top5_acc: 0.7943, loss_cls: 1.7774, loss: 1.7774, grad_norm: 2.3303, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4407, loss/aux0: 1.4407 2020-10-20 09:59:19,602 - mmaction - INFO - Epoch [180][240/396] lr: 6.213e-02, eta: 15:08:22, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5617, top5_acc: 0.7943, loss_cls: 1.7774, loss: 1.7774, grad_norm: 2.3154, top1_acc/aux0: 0.6367, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4428, loss/aux0: 1.4428 2020-10-20 09:59:56,104 - mmaction - INFO - Epoch [180][260/396] lr: 6.213e-02, eta: 15:07:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7914, loss_cls: 1.8087, loss: 1.8087, grad_norm: 2.2151, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4080, loss/aux0: 1.4080 2020-10-20 09:59:57,031 - mmaction - INFO - Epoch [180][260/396] lr: 6.213e-02, eta: 15:07:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7914, loss_cls: 1.8087, loss: 1.8087, grad_norm: 2.2099, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4113, loss/aux0: 1.4113 2020-10-20 10:00:34,792 - mmaction - INFO - Epoch [180][280/396] lr: 6.213e-02, eta: 15:07:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5591, top5_acc: 0.7971, loss_cls: 1.7712, loss: 1.7712, grad_norm: 2.2716, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4355, loss/aux0: 1.4355 2020-10-20 10:00:35,712 - mmaction - INFO - Epoch [180][280/396] lr: 6.213e-02, eta: 15:07:11, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5591, top5_acc: 0.7971, loss_cls: 1.7712, loss: 1.7712, grad_norm: 2.2566, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4299, loss/aux0: 1.4299 2020-10-20 10:01:12,362 - mmaction - INFO - Epoch [180][300/396] lr: 6.213e-02, eta: 15:06:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5607, top5_acc: 0.7943, loss_cls: 1.7809, loss: 1.7809, grad_norm: 2.2872, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4255, loss/aux0: 1.4255 2020-10-20 10:01:13,333 - mmaction - INFO - Epoch [180][300/396] lr: 6.213e-02, eta: 15:06:35, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5607, top5_acc: 0.7943, loss_cls: 1.7809, loss: 1.7809, grad_norm: 2.2938, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4315, loss/aux0: 1.4315 2020-10-20 10:01:49,894 - mmaction - INFO - Epoch [180][320/396] lr: 6.213e-02, eta: 15:05:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7911, loss_cls: 1.8176, loss: 1.8176, grad_norm: 2.2990, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4165, loss/aux0: 1.4165 2020-10-20 10:01:50,843 - mmaction - INFO - Epoch [180][320/396] lr: 6.213e-02, eta: 15:06:00, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7911, loss_cls: 1.8176, loss: 1.8176, grad_norm: 2.3004, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4124, loss/aux0: 1.4124 2020-10-20 10:02:27,365 - mmaction - INFO - Epoch [180][340/396] lr: 6.213e-02, eta: 15:05:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5497, top5_acc: 0.7919, loss_cls: 1.8207, loss: 1.8207, grad_norm: 2.2501, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3835, loss/aux0: 1.3835 2020-10-20 10:02:28,348 - mmaction - INFO - Epoch [180][340/396] lr: 6.213e-02, eta: 15:05:25, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5497, top5_acc: 0.7919, loss_cls: 1.8207, loss: 1.8207, grad_norm: 2.2500, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3844, loss/aux0: 1.3844 2020-10-20 10:03:05,100 - mmaction - INFO - Epoch [180][360/396] lr: 6.213e-02, eta: 15:04:41, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7729, loss_cls: 1.8754, loss: 1.8754, grad_norm: 2.2953, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3800, loss/aux0: 1.3800 2020-10-20 10:03:06,065 - mmaction - INFO - Epoch [180][360/396] lr: 6.213e-02, eta: 15:04:49, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.5411, top5_acc: 0.7729, loss_cls: 1.8754, loss: 1.8754, grad_norm: 2.3114, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3876, loss/aux0: 1.3876 2020-10-20 10:03:42,661 - mmaction - INFO - Epoch [180][380/396] lr: 6.213e-02, eta: 15:04:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5643, top5_acc: 0.7909, loss_cls: 1.7903, loss: 1.7903, grad_norm: 2.3049, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.4273, loss/aux0: 1.4273 2020-10-20 10:03:43,636 - mmaction - INFO - Epoch [180][380/396] lr: 6.213e-02, eta: 15:04:14, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5643, top5_acc: 0.7909, loss_cls: 1.7903, loss: 1.7903, grad_norm: 2.2963, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.4188, loss/aux0: 1.4188 2020-10-20 10:08:35,425 - mmaction - INFO - Epoch [181][20/396] lr: 6.065e-02, eta: 15:02:50, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7984, loss_cls: 1.7698, loss: 1.7698, grad_norm: 2.3000, top1_acc/aux0: 0.6343, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4406, loss/aux0: 1.4406 2020-10-20 10:08:36,385 - mmaction - INFO - Epoch [181][20/396] lr: 6.065e-02, eta: 15:02:57, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.5628, top5_acc: 0.7984, loss_cls: 1.7698, loss: 1.7698, grad_norm: 2.2958, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4433, loss/aux0: 1.4433 2020-10-20 10:09:12,754 - mmaction - INFO - Epoch [181][40/396] lr: 6.065e-02, eta: 15:02:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5576, top5_acc: 0.7979, loss_cls: 1.7989, loss: 1.7989, grad_norm: 2.2408, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3861, loss/aux0: 1.3861 2020-10-20 10:09:13,686 - mmaction - INFO - Epoch [181][40/396] lr: 6.065e-02, eta: 15:02:22, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5576, top5_acc: 0.7979, loss_cls: 1.7989, loss: 1.7989, grad_norm: 2.2261, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3716, loss/aux0: 1.3716 2020-10-20 10:09:50,129 - mmaction - INFO - Epoch [181][60/396] lr: 6.065e-02, eta: 15:01:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5615, top5_acc: 0.8000, loss_cls: 1.7589, loss: 1.7589, grad_norm: 2.3479, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3700, loss/aux0: 1.3700 2020-10-20 10:09:51,078 - mmaction - INFO - Epoch [181][60/396] lr: 6.065e-02, eta: 15:01:47, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5615, top5_acc: 0.8000, loss_cls: 1.7589, loss: 1.7589, grad_norm: 2.3302, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3719, loss/aux0: 1.3719 2020-10-20 10:10:27,572 - mmaction - INFO - Epoch [181][80/396] lr: 6.065e-02, eta: 15:01:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7964, loss_cls: 1.7778, loss: 1.7778, grad_norm: 2.2487, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.4343, loss/aux0: 1.4343 2020-10-20 10:10:28,532 - mmaction - INFO - Epoch [181][80/396] lr: 6.065e-02, eta: 15:01:11, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5596, top5_acc: 0.7964, loss_cls: 1.7778, loss: 1.7778, grad_norm: 2.2539, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.4477, loss/aux0: 1.4477 2020-10-20 10:11:04,993 - mmaction - INFO - Epoch [181][100/396] lr: 6.065e-02, eta: 15:00:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5654, top5_acc: 0.7969, loss_cls: 1.7699, loss: 1.7699, grad_norm: 2.2919, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.4385, loss/aux0: 1.4385 2020-10-20 10:11:05,955 - mmaction - INFO - Epoch [181][100/396] lr: 6.065e-02, eta: 15:00:36, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5654, top5_acc: 0.7969, loss_cls: 1.7699, loss: 1.7699, grad_norm: 2.2864, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4315, loss/aux0: 1.4315 2020-10-20 10:11:42,446 - mmaction - INFO - Epoch [181][120/396] lr: 6.065e-02, eta: 14:59:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5648, top5_acc: 0.7893, loss_cls: 1.8007, loss: 1.8007, grad_norm: 2.3138, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.4375, loss/aux0: 1.4375 2020-10-20 10:11:43,415 - mmaction - INFO - Epoch [181][120/396] lr: 6.065e-02, eta: 15:00:00, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5648, top5_acc: 0.7893, loss_cls: 1.8007, loss: 1.8007, grad_norm: 2.3084, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.4374, loss/aux0: 1.4374 2020-10-20 10:12:20,060 - mmaction - INFO - Epoch [181][140/396] lr: 6.065e-02, eta: 14:59:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7937, loss_cls: 1.8021, loss: 1.8021, grad_norm: 2.2780, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4102, loss/aux0: 1.4102 2020-10-20 10:12:21,009 - mmaction - INFO - Epoch [181][140/396] lr: 6.065e-02, eta: 14:59:25, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7937, loss_cls: 1.8021, loss: 1.8021, grad_norm: 2.2654, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4028, loss/aux0: 1.4028 2020-10-20 10:12:57,512 - mmaction - INFO - Epoch [181][160/396] lr: 6.065e-02, eta: 14:58:42, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5661, top5_acc: 0.7849, loss_cls: 1.8067, loss: 1.8067, grad_norm: 2.3465, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4450, loss/aux0: 1.4450 2020-10-20 10:12:58,470 - mmaction - INFO - Epoch [181][160/396] lr: 6.065e-02, eta: 14:58:50, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5661, top5_acc: 0.7849, loss_cls: 1.8067, loss: 1.8067, grad_norm: 2.3584, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4557, loss/aux0: 1.4557 2020-10-20 10:13:35,051 - mmaction - INFO - Epoch [181][180/396] lr: 6.065e-02, eta: 14:58:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7872, loss_cls: 1.8319, loss: 1.8319, grad_norm: 2.3420, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4698, loss/aux0: 1.4698 2020-10-20 10:13:35,987 - mmaction - INFO - Epoch [181][180/396] lr: 6.065e-02, eta: 14:58:14, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7872, loss_cls: 1.8319, loss: 1.8319, grad_norm: 2.3570, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8456, loss_cls/aux0: 1.4842, loss/aux0: 1.4842 2020-10-20 10:14:12,600 - mmaction - INFO - Epoch [181][200/396] lr: 6.065e-02, eta: 14:57:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5534, top5_acc: 0.7924, loss_cls: 1.7935, loss: 1.7935, grad_norm: 2.3426, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4225, loss/aux0: 1.4225 2020-10-20 10:14:13,599 - mmaction - INFO - Epoch [181][200/396] lr: 6.065e-02, eta: 14:57:39, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5534, top5_acc: 0.7924, loss_cls: 1.7935, loss: 1.7935, grad_norm: 2.3296, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3945, loss/aux0: 1.3945 2020-10-20 10:14:50,227 - mmaction - INFO - Epoch [181][220/396] lr: 6.065e-02, eta: 14:56:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7792, loss_cls: 1.8149, loss: 1.8149, grad_norm: 2.3108, top1_acc/aux0: 0.6362, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4491, loss/aux0: 1.4491 2020-10-20 10:14:51,198 - mmaction - INFO - Epoch [181][220/396] lr: 6.065e-02, eta: 14:57:03, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5466, top5_acc: 0.7792, loss_cls: 1.8149, loss: 1.8149, grad_norm: 2.3035, top1_acc/aux0: 0.6326, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4690, loss/aux0: 1.4690 2020-10-20 10:15:27,818 - mmaction - INFO - Epoch [181][240/396] lr: 6.065e-02, eta: 14:56:20, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5560, top5_acc: 0.8000, loss_cls: 1.7730, loss: 1.7730, grad_norm: 2.3374, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3951, loss/aux0: 1.3951 2020-10-20 10:15:28,767 - mmaction - INFO - Epoch [181][240/396] lr: 6.065e-02, eta: 14:56:28, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5560, top5_acc: 0.8000, loss_cls: 1.7730, loss: 1.7730, grad_norm: 2.3453, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3915, loss/aux0: 1.3915 2020-10-20 10:16:05,321 - mmaction - INFO - Epoch [181][260/396] lr: 6.065e-02, eta: 14:55:45, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7875, loss_cls: 1.8106, loss: 1.8106, grad_norm: 2.2530, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4451, loss/aux0: 1.4451 2020-10-20 10:16:06,250 - mmaction - INFO - Epoch [181][260/396] lr: 6.065e-02, eta: 14:55:53, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5526, top5_acc: 0.7875, loss_cls: 1.8106, loss: 1.8106, grad_norm: 2.2556, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4421, loss/aux0: 1.4421 2020-10-20 10:16:42,834 - mmaction - INFO - Epoch [181][280/396] lr: 6.065e-02, eta: 14:55:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5617, top5_acc: 0.7893, loss_cls: 1.7947, loss: 1.7947, grad_norm: 2.3308, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3713, loss/aux0: 1.3713 2020-10-20 10:16:43,818 - mmaction - INFO - Epoch [181][280/396] lr: 6.065e-02, eta: 14:55:17, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5617, top5_acc: 0.7893, loss_cls: 1.7947, loss: 1.7947, grad_norm: 2.3307, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3696, loss/aux0: 1.3696 2020-10-20 10:17:20,398 - mmaction - INFO - Epoch [181][300/396] lr: 6.065e-02, eta: 14:54:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7906, loss_cls: 1.8098, loss: 1.8098, grad_norm: 2.2146, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3790, loss/aux0: 1.3790 2020-10-20 10:17:21,343 - mmaction - INFO - Epoch [181][300/396] lr: 6.065e-02, eta: 14:54:42, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5471, top5_acc: 0.7906, loss_cls: 1.8098, loss: 1.8098, grad_norm: 2.2107, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3736, loss/aux0: 1.3736 2020-10-20 10:17:57,946 - mmaction - INFO - Epoch [181][320/396] lr: 6.065e-02, eta: 14:53:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5604, top5_acc: 0.7862, loss_cls: 1.8186, loss: 1.8186, grad_norm: 2.2981, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3811, loss/aux0: 1.3811 2020-10-20 10:17:58,933 - mmaction - INFO - Epoch [181][320/396] lr: 6.065e-02, eta: 14:54:06, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5604, top5_acc: 0.7862, loss_cls: 1.8186, loss: 1.8186, grad_norm: 2.2964, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3837, loss/aux0: 1.3837 2020-10-20 10:18:35,459 - mmaction - INFO - Epoch [181][340/396] lr: 6.065e-02, eta: 14:53:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7872, loss_cls: 1.8370, loss: 1.8370, grad_norm: 2.3359, top1_acc/aux0: 0.6320, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4557, loss/aux0: 1.4557 2020-10-20 10:18:36,418 - mmaction - INFO - Epoch [181][340/396] lr: 6.065e-02, eta: 14:53:31, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7872, loss_cls: 1.8370, loss: 1.8370, grad_norm: 2.3262, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.4551, loss/aux0: 1.4551 2020-10-20 10:19:13,078 - mmaction - INFO - Epoch [181][360/396] lr: 6.065e-02, eta: 14:52:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7880, loss_cls: 1.8114, loss: 1.8114, grad_norm: 2.3365, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3855, loss/aux0: 1.3855 2020-10-20 10:19:14,057 - mmaction - INFO - Epoch [181][360/396] lr: 6.065e-02, eta: 14:52:56, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7880, loss_cls: 1.8114, loss: 1.8114, grad_norm: 2.3359, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3904, loss/aux0: 1.3904 2020-10-20 10:19:50,652 - mmaction - INFO - Epoch [181][380/396] lr: 6.065e-02, eta: 14:52:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7885, loss_cls: 1.8194, loss: 1.8194, grad_norm: 2.2679, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4001, loss/aux0: 1.4001 2020-10-20 10:19:51,582 - mmaction - INFO - Epoch [181][380/396] lr: 6.065e-02, eta: 14:52:20, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7885, loss_cls: 1.8194, loss: 1.8194, grad_norm: 2.2696, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8523, loss_cls/aux0: 1.4064, loss/aux0: 1.4064 2020-10-20 10:24:41,515 - mmaction - INFO - Epoch [182][20/396] lr: 5.917e-02, eta: 14:50:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5682, top5_acc: 0.8010, loss_cls: 1.7370, loss: 1.7370, grad_norm: 2.2526, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4098, loss/aux0: 1.4098 2020-10-20 10:24:42,432 - mmaction - INFO - Epoch [182][20/396] lr: 5.917e-02, eta: 14:51:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5682, top5_acc: 0.8010, loss_cls: 1.7370, loss: 1.7370, grad_norm: 2.2506, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4100, loss/aux0: 1.4100 2020-10-20 10:25:18,861 - mmaction - INFO - Epoch [182][40/396] lr: 5.917e-02, eta: 14:50:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5698, top5_acc: 0.8034, loss_cls: 1.7533, loss: 1.7533, grad_norm: 2.3289, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4038, loss/aux0: 1.4038 2020-10-20 10:25:19,823 - mmaction - INFO - Epoch [182][40/396] lr: 5.917e-02, eta: 14:50:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5698, top5_acc: 0.8034, loss_cls: 1.7533, loss: 1.7533, grad_norm: 2.3310, top1_acc/aux0: 0.6414, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4089, loss/aux0: 1.4089 2020-10-20 10:25:56,477 - mmaction - INFO - Epoch [182][60/396] lr: 5.917e-02, eta: 14:49:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7979, loss_cls: 1.7620, loss: 1.7620, grad_norm: 2.3000, top1_acc/aux0: 0.6372, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.4220, loss/aux0: 1.4220 2020-10-20 10:25:57,468 - mmaction - INFO - Epoch [182][60/396] lr: 5.917e-02, eta: 14:49:53, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7979, loss_cls: 1.7620, loss: 1.7620, grad_norm: 2.3035, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.4208, loss/aux0: 1.4208 2020-10-20 10:26:33,981 - mmaction - INFO - Epoch [182][80/396] lr: 5.917e-02, eta: 14:49:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5758, top5_acc: 0.7924, loss_cls: 1.7753, loss: 1.7753, grad_norm: 2.3117, top1_acc/aux0: 0.6440, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4280, loss/aux0: 1.4280 2020-10-20 10:26:34,944 - mmaction - INFO - Epoch [182][80/396] lr: 5.917e-02, eta: 14:49:18, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5758, top5_acc: 0.7924, loss_cls: 1.7753, loss: 1.7753, grad_norm: 2.3122, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4259, loss/aux0: 1.4259 2020-10-20 10:27:11,324 - mmaction - INFO - Epoch [182][100/396] lr: 5.917e-02, eta: 14:48:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7836, loss_cls: 1.8126, loss: 1.8126, grad_norm: 2.2817, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4302, loss/aux0: 1.4302 2020-10-20 10:27:12,311 - mmaction - INFO - Epoch [182][100/396] lr: 5.917e-02, eta: 14:48:42, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7836, loss_cls: 1.8126, loss: 1.8126, grad_norm: 2.2690, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4214, loss/aux0: 1.4214 2020-10-20 10:27:48,991 - mmaction - INFO - Epoch [182][120/396] lr: 5.917e-02, eta: 14:47:59, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5729, top5_acc: 0.7987, loss_cls: 1.7458, loss: 1.7458, grad_norm: 2.2622, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3731, loss/aux0: 1.3731 2020-10-20 10:27:49,940 - mmaction - INFO - Epoch [182][120/396] lr: 5.917e-02, eta: 14:48:07, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5729, top5_acc: 0.7987, loss_cls: 1.7458, loss: 1.7458, grad_norm: 2.2509, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3798, loss/aux0: 1.3798 2020-10-20 10:28:26,477 - mmaction - INFO - Epoch [182][140/396] lr: 5.917e-02, eta: 14:47:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7896, loss_cls: 1.7923, loss: 1.7923, grad_norm: 2.2869, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.4332, loss/aux0: 1.4332 2020-10-20 10:28:27,414 - mmaction - INFO - Epoch [182][140/396] lr: 5.917e-02, eta: 14:47:31, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5518, top5_acc: 0.7896, loss_cls: 1.7923, loss: 1.7923, grad_norm: 2.2807, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4299, loss/aux0: 1.4299 2020-10-20 10:29:04,070 - mmaction - INFO - Epoch [182][160/396] lr: 5.917e-02, eta: 14:46:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7849, loss_cls: 1.8407, loss: 1.8407, grad_norm: 2.2687, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3572, loss/aux0: 1.3572 2020-10-20 10:29:05,096 - mmaction - INFO - Epoch [182][160/396] lr: 5.917e-02, eta: 14:46:56, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5482, top5_acc: 0.7849, loss_cls: 1.8407, loss: 1.8407, grad_norm: 2.2773, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3641, loss/aux0: 1.3641 2020-10-20 10:29:41,666 - mmaction - INFO - Epoch [182][180/396] lr: 5.917e-02, eta: 14:46:13, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7784, loss_cls: 1.8360, loss: 1.8360, grad_norm: 2.2347, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4405, loss/aux0: 1.4405 2020-10-20 10:29:42,629 - mmaction - INFO - Epoch [182][180/396] lr: 5.917e-02, eta: 14:46:21, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7784, loss_cls: 1.8360, loss: 1.8360, grad_norm: 2.2622, top1_acc/aux0: 0.6357, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4464, loss/aux0: 1.4464 2020-10-20 10:30:19,300 - mmaction - INFO - Epoch [182][200/396] lr: 5.917e-02, eta: 14:45:38, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5664, top5_acc: 0.7995, loss_cls: 1.7526, loss: 1.7526, grad_norm: 2.3220, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.4104, loss/aux0: 1.4104 2020-10-20 10:30:20,259 - mmaction - INFO - Epoch [182][200/396] lr: 5.917e-02, eta: 14:45:45, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5664, top5_acc: 0.7995, loss_cls: 1.7526, loss: 1.7526, grad_norm: 2.3185, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3995, loss/aux0: 1.3995 2020-10-20 10:30:56,760 - mmaction - INFO - Epoch [182][220/396] lr: 5.917e-02, eta: 14:45:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7893, loss_cls: 1.8160, loss: 1.8160, grad_norm: 2.3194, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8573, loss_cls/aux0: 1.3899, loss/aux0: 1.3899 2020-10-20 10:30:57,723 - mmaction - INFO - Epoch [182][220/396] lr: 5.917e-02, eta: 14:45:10, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5510, top5_acc: 0.7893, loss_cls: 1.8160, loss: 1.8160, grad_norm: 2.2950, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3858, loss/aux0: 1.3858 2020-10-20 10:31:34,261 - mmaction - INFO - Epoch [182][240/396] lr: 5.917e-02, eta: 14:44:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7880, loss_cls: 1.8186, loss: 1.8186, grad_norm: 2.3054, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4027, loss/aux0: 1.4027 2020-10-20 10:31:35,234 - mmaction - INFO - Epoch [182][240/396] lr: 5.917e-02, eta: 14:44:34, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5484, top5_acc: 0.7880, loss_cls: 1.8186, loss: 1.8186, grad_norm: 2.3056, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4178, loss/aux0: 1.4178 2020-10-20 10:32:11,845 - mmaction - INFO - Epoch [182][260/396] lr: 5.917e-02, eta: 14:43:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7924, loss_cls: 1.7915, loss: 1.7915, grad_norm: 2.2930, top1_acc/aux0: 0.6388, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4758, loss/aux0: 1.4758 2020-10-20 10:32:12,815 - mmaction - INFO - Epoch [182][260/396] lr: 5.917e-02, eta: 14:43:59, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5523, top5_acc: 0.7924, loss_cls: 1.7915, loss: 1.7915, grad_norm: 2.2738, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4607, loss/aux0: 1.4607 2020-10-20 10:32:49,559 - mmaction - INFO - Epoch [182][280/396] lr: 5.917e-02, eta: 14:43:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7974, loss_cls: 1.7749, loss: 1.7749, grad_norm: 2.2522, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4066, loss/aux0: 1.4066 2020-10-20 10:32:50,520 - mmaction - INFO - Epoch [182][280/396] lr: 5.917e-02, eta: 14:43:24, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7974, loss_cls: 1.7749, loss: 1.7749, grad_norm: 2.2625, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4038, loss/aux0: 1.4038 2020-10-20 10:33:27,043 - mmaction - INFO - Epoch [182][300/396] lr: 5.917e-02, eta: 14:42:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5557, top5_acc: 0.7854, loss_cls: 1.8041, loss: 1.8041, grad_norm: 2.3292, top1_acc/aux0: 0.6419, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4199, loss/aux0: 1.4199 2020-10-20 10:33:28,036 - mmaction - INFO - Epoch [182][300/396] lr: 5.917e-02, eta: 14:42:48, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5557, top5_acc: 0.7854, loss_cls: 1.8041, loss: 1.8041, grad_norm: 2.3220, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4285, loss/aux0: 1.4285 2020-10-20 10:34:04,592 - mmaction - INFO - Epoch [182][320/396] lr: 5.917e-02, eta: 14:42:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7875, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.3038, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4054, loss/aux0: 1.4054 2020-10-20 10:34:05,551 - mmaction - INFO - Epoch [182][320/396] lr: 5.917e-02, eta: 14:42:13, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5505, top5_acc: 0.7875, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.3015, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3978, loss/aux0: 1.3978 2020-10-20 10:34:42,090 - mmaction - INFO - Epoch [182][340/396] lr: 5.917e-02, eta: 14:41:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5667, top5_acc: 0.7940, loss_cls: 1.7671, loss: 1.7671, grad_norm: 2.2467, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3881, loss/aux0: 1.3881 2020-10-20 10:34:43,042 - mmaction - INFO - Epoch [182][340/396] lr: 5.917e-02, eta: 14:41:37, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5667, top5_acc: 0.7940, loss_cls: 1.7671, loss: 1.7671, grad_norm: 2.2428, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3998, loss/aux0: 1.3998 2020-10-20 10:35:19,649 - mmaction - INFO - Epoch [182][360/396] lr: 5.917e-02, eta: 14:40:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7930, loss_cls: 1.7874, loss: 1.7874, grad_norm: 2.3007, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.3807, loss/aux0: 1.3807 2020-10-20 10:35:20,611 - mmaction - INFO - Epoch [182][360/396] lr: 5.917e-02, eta: 14:41:02, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7930, loss_cls: 1.7874, loss: 1.7874, grad_norm: 2.2853, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3757, loss/aux0: 1.3757 2020-10-20 10:35:57,224 - mmaction - INFO - Epoch [182][380/396] lr: 5.917e-02, eta: 14:40:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5698, top5_acc: 0.7914, loss_cls: 1.7682, loss: 1.7682, grad_norm: 2.2750, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4195, loss/aux0: 1.4195 2020-10-20 10:35:58,207 - mmaction - INFO - Epoch [182][380/396] lr: 5.917e-02, eta: 14:40:26, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5698, top5_acc: 0.7914, loss_cls: 1.7682, loss: 1.7682, grad_norm: 2.2786, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4300, loss/aux0: 1.4300 2020-10-20 10:40:26,928 - mmaction - INFO - Epoch [183][20/396] lr: 5.772e-02, eta: 14:39:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7880, loss_cls: 1.7742, loss: 1.7742, grad_norm: 2.3013, top1_acc/aux0: 0.6475, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.4142, loss/aux0: 1.4142 2020-10-20 10:40:27,933 - mmaction - INFO - Epoch [183][20/396] lr: 5.772e-02, eta: 14:39:10, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7880, loss_cls: 1.7742, loss: 1.7742, grad_norm: 2.2925, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4083, loss/aux0: 1.4083 2020-10-20 10:41:04,344 - mmaction - INFO - Epoch [183][40/396] lr: 5.772e-02, eta: 14:38:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5625, top5_acc: 0.8044, loss_cls: 1.7418, loss: 1.7418, grad_norm: 2.3419, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4152, loss/aux0: 1.4152 2020-10-20 10:41:05,338 - mmaction - INFO - Epoch [183][40/396] lr: 5.772e-02, eta: 14:38:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5625, top5_acc: 0.8044, loss_cls: 1.7418, loss: 1.7418, grad_norm: 2.3432, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.4146, loss/aux0: 1.4146 2020-10-20 10:41:41,840 - mmaction - INFO - Epoch [183][60/396] lr: 5.772e-02, eta: 14:37:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8115, loss_cls: 1.7260, loss: 1.7260, grad_norm: 2.3385, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.3719, loss/aux0: 1.3719 2020-10-20 10:41:42,804 - mmaction - INFO - Epoch [183][60/396] lr: 5.772e-02, eta: 14:38:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8115, loss_cls: 1.7260, loss: 1.7260, grad_norm: 2.3352, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3817, loss/aux0: 1.3817 2020-10-20 10:42:19,237 - mmaction - INFO - Epoch [183][80/396] lr: 5.772e-02, eta: 14:37:16, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8026, loss_cls: 1.7580, loss: 1.7580, grad_norm: 2.3660, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4584, loss/aux0: 1.4584 2020-10-20 10:42:20,183 - mmaction - INFO - Epoch [183][80/396] lr: 5.772e-02, eta: 14:37:24, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8026, loss_cls: 1.7580, loss: 1.7580, grad_norm: 2.3640, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.4583, loss/aux0: 1.4583 2020-10-20 10:42:56,657 - mmaction - INFO - Epoch [183][100/396] lr: 5.772e-02, eta: 14:36:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7951, loss_cls: 1.7474, loss: 1.7474, grad_norm: 2.2989, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3414, loss/aux0: 1.3414 2020-10-20 10:42:57,609 - mmaction - INFO - Epoch [183][100/396] lr: 5.772e-02, eta: 14:36:49, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7951, loss_cls: 1.7474, loss: 1.7474, grad_norm: 2.2914, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3383, loss/aux0: 1.3383 2020-10-20 10:43:34,172 - mmaction - INFO - Epoch [183][120/396] lr: 5.772e-02, eta: 14:36:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7979, loss_cls: 1.7505, loss: 1.7505, grad_norm: 2.2772, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3911, loss/aux0: 1.3911 2020-10-20 10:43:35,187 - mmaction - INFO - Epoch [183][120/396] lr: 5.772e-02, eta: 14:36:13, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5599, top5_acc: 0.7979, loss_cls: 1.7505, loss: 1.7505, grad_norm: 2.2746, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3890, loss/aux0: 1.3890 2020-10-20 10:44:12,041 - mmaction - INFO - Epoch [183][140/396] lr: 5.772e-02, eta: 14:35:30, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8094, loss_cls: 1.7163, loss: 1.7163, grad_norm: 2.3025, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3640, loss/aux0: 1.3640 2020-10-20 10:44:13,044 - mmaction - INFO - Epoch [183][140/396] lr: 5.772e-02, eta: 14:35:38, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8094, loss_cls: 1.7163, loss: 1.7163, grad_norm: 2.3148, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3723, loss/aux0: 1.3723 2020-10-20 10:44:49,526 - mmaction - INFO - Epoch [183][160/396] lr: 5.772e-02, eta: 14:34:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7831, loss_cls: 1.8389, loss: 1.8389, grad_norm: 2.2787, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4372, loss/aux0: 1.4372 2020-10-20 10:44:50,487 - mmaction - INFO - Epoch [183][160/396] lr: 5.772e-02, eta: 14:35:03, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7831, loss_cls: 1.8389, loss: 1.8389, grad_norm: 2.2565, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8482, loss_cls/aux0: 1.4278, loss/aux0: 1.4278 2020-10-20 10:45:27,016 - mmaction - INFO - Epoch [183][180/396] lr: 5.772e-02, eta: 14:34:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7792, loss_cls: 1.8099, loss: 1.8099, grad_norm: 2.3082, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4162, loss/aux0: 1.4162 2020-10-20 10:45:27,987 - mmaction - INFO - Epoch [183][180/396] lr: 5.772e-02, eta: 14:34:27, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5500, top5_acc: 0.7792, loss_cls: 1.8099, loss: 1.8099, grad_norm: 2.3245, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4227, loss/aux0: 1.4227 2020-10-20 10:46:04,481 - mmaction - INFO - Epoch [183][200/396] lr: 5.772e-02, eta: 14:33:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5591, top5_acc: 0.8034, loss_cls: 1.7534, loss: 1.7534, grad_norm: 2.2831, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4167, loss/aux0: 1.4167 2020-10-20 10:46:05,415 - mmaction - INFO - Epoch [183][200/396] lr: 5.772e-02, eta: 14:33:52, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5591, top5_acc: 0.8034, loss_cls: 1.7534, loss: 1.7534, grad_norm: 2.2911, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8497, loss_cls/aux0: 1.4240, loss/aux0: 1.4240 2020-10-20 10:46:42,014 - mmaction - INFO - Epoch [183][220/396] lr: 5.772e-02, eta: 14:33:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5708, top5_acc: 0.8005, loss_cls: 1.7793, loss: 1.7793, grad_norm: 2.3208, top1_acc/aux0: 0.6313, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.4157, loss/aux0: 1.4157 2020-10-20 10:46:42,986 - mmaction - INFO - Epoch [183][220/396] lr: 5.772e-02, eta: 14:33:16, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5708, top5_acc: 0.8005, loss_cls: 1.7793, loss: 1.7793, grad_norm: 2.3146, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3928, loss/aux0: 1.3928 2020-10-20 10:47:19,613 - mmaction - INFO - Epoch [183][240/396] lr: 5.772e-02, eta: 14:32:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7930, loss_cls: 1.7917, loss: 1.7917, grad_norm: 2.3511, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4043, loss/aux0: 1.4043 2020-10-20 10:47:20,575 - mmaction - INFO - Epoch [183][240/396] lr: 5.772e-02, eta: 14:32:41, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5555, top5_acc: 0.7930, loss_cls: 1.7917, loss: 1.7917, grad_norm: 2.3529, top1_acc/aux0: 0.6445, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4080, loss/aux0: 1.4080 2020-10-20 10:47:57,230 - mmaction - INFO - Epoch [183][260/396] lr: 5.772e-02, eta: 14:31:58, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7919, loss_cls: 1.7622, loss: 1.7622, grad_norm: 2.3422, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4360, loss/aux0: 1.4360 2020-10-20 10:47:58,187 - mmaction - INFO - Epoch [183][260/396] lr: 5.772e-02, eta: 14:32:06, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5672, top5_acc: 0.7919, loss_cls: 1.7622, loss: 1.7622, grad_norm: 2.3319, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8503, loss_cls/aux0: 1.4451, loss/aux0: 1.4451 2020-10-20 10:48:34,808 - mmaction - INFO - Epoch [183][280/396] lr: 5.772e-02, eta: 14:31:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5732, top5_acc: 0.8070, loss_cls: 1.7168, loss: 1.7168, grad_norm: 2.3044, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4227, loss/aux0: 1.4227 2020-10-20 10:48:35,780 - mmaction - INFO - Epoch [183][280/396] lr: 5.772e-02, eta: 14:31:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5732, top5_acc: 0.8070, loss_cls: 1.7168, loss: 1.7168, grad_norm: 2.3225, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4305, loss/aux0: 1.4305 2020-10-20 10:49:12,422 - mmaction - INFO - Epoch [183][300/396] lr: 5.772e-02, eta: 14:30:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5651, top5_acc: 0.7943, loss_cls: 1.7650, loss: 1.7650, grad_norm: 2.3116, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8461, loss_cls/aux0: 1.4703, loss/aux0: 1.4703 2020-10-20 10:49:13,384 - mmaction - INFO - Epoch [183][300/396] lr: 5.772e-02, eta: 14:30:55, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5651, top5_acc: 0.7943, loss_cls: 1.7650, loss: 1.7650, grad_norm: 2.3128, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4626, loss/aux0: 1.4626 2020-10-20 10:49:49,894 - mmaction - INFO - Epoch [183][320/396] lr: 5.772e-02, eta: 14:30:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5562, top5_acc: 0.7901, loss_cls: 1.8022, loss: 1.8022, grad_norm: 2.3653, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.4046, loss/aux0: 1.4046 2020-10-20 10:49:50,876 - mmaction - INFO - Epoch [183][320/396] lr: 5.772e-02, eta: 14:30:19, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.5562, top5_acc: 0.7901, loss_cls: 1.8022, loss: 1.8022, grad_norm: 2.3475, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3898, loss/aux0: 1.3898 2020-10-20 10:50:27,598 - mmaction - INFO - Epoch [183][340/396] lr: 5.772e-02, eta: 14:29:36, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5633, top5_acc: 0.7953, loss_cls: 1.7554, loss: 1.7554, grad_norm: 2.3429, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3773, loss/aux0: 1.3773 2020-10-20 10:50:28,563 - mmaction - INFO - Epoch [183][340/396] lr: 5.772e-02, eta: 14:29:44, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.5633, top5_acc: 0.7953, loss_cls: 1.7554, loss: 1.7554, grad_norm: 2.3386, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3991, loss/aux0: 1.3991 2020-10-20 10:51:05,092 - mmaction - INFO - Epoch [183][360/396] lr: 5.772e-02, eta: 14:29:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7990, loss_cls: 1.7762, loss: 1.7762, grad_norm: 2.2836, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3595, loss/aux0: 1.3595 2020-10-20 10:51:06,129 - mmaction - INFO - Epoch [183][360/396] lr: 5.772e-02, eta: 14:29:08, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7990, loss_cls: 1.7762, loss: 1.7762, grad_norm: 2.2856, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3495, loss/aux0: 1.3495 2020-10-20 10:51:42,575 - mmaction - INFO - Epoch [183][380/396] lr: 5.772e-02, eta: 14:28:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5508, top5_acc: 0.7852, loss_cls: 1.8510, loss: 1.8510, grad_norm: 2.2882, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3865, loss/aux0: 1.3865 2020-10-20 10:51:43,560 - mmaction - INFO - Epoch [183][380/396] lr: 5.772e-02, eta: 14:28:33, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5508, top5_acc: 0.7852, loss_cls: 1.8510, loss: 1.8510, grad_norm: 2.3007, top1_acc/aux0: 0.6492, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3935, loss/aux0: 1.3935 2020-10-20 10:56:11,713 - mmaction - INFO - Epoch [184][20/396] lr: 5.627e-02, eta: 14:27:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5622, top5_acc: 0.8036, loss_cls: 1.7451, loss: 1.7451, grad_norm: 2.3447, top1_acc/aux0: 0.6645, top5_acc/aux0: 0.8572, loss_cls/aux0: 1.3830, loss/aux0: 1.3830 2020-10-20 10:56:12,680 - mmaction - INFO - Epoch [184][20/396] lr: 5.627e-02, eta: 14:27:17, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.5622, top5_acc: 0.8036, loss_cls: 1.7451, loss: 1.7451, grad_norm: 2.3471, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3770, loss/aux0: 1.3770 2020-10-20 10:56:49,073 - mmaction - INFO - Epoch [184][40/396] lr: 5.627e-02, eta: 14:26:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5693, top5_acc: 0.8016, loss_cls: 1.7454, loss: 1.7454, grad_norm: 2.2482, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.3921, loss/aux0: 1.3921 2020-10-20 10:56:50,009 - mmaction - INFO - Epoch [184][40/396] lr: 5.627e-02, eta: 14:26:42, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5693, top5_acc: 0.8016, loss_cls: 1.7454, loss: 1.7454, grad_norm: 2.2460, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3999, loss/aux0: 1.3999 2020-10-20 10:57:26,616 - mmaction - INFO - Epoch [184][60/396] lr: 5.627e-02, eta: 14:25:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5680, top5_acc: 0.8003, loss_cls: 1.7481, loss: 1.7481, grad_norm: 2.3441, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.3275, loss/aux0: 1.3275 2020-10-20 10:57:27,569 - mmaction - INFO - Epoch [184][60/396] lr: 5.627e-02, eta: 14:26:06, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5680, top5_acc: 0.8003, loss_cls: 1.7481, loss: 1.7481, grad_norm: 2.3414, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.3211, loss/aux0: 1.3211 2020-10-20 10:58:04,143 - mmaction - INFO - Epoch [184][80/396] lr: 5.627e-02, eta: 14:25:23, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5680, top5_acc: 0.7979, loss_cls: 1.7357, loss: 1.7357, grad_norm: 2.2494, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3440, loss/aux0: 1.3440 2020-10-20 10:58:05,086 - mmaction - INFO - Epoch [184][80/396] lr: 5.627e-02, eta: 14:25:31, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5680, top5_acc: 0.7979, loss_cls: 1.7357, loss: 1.7357, grad_norm: 2.2706, top1_acc/aux0: 0.6688, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3527, loss/aux0: 1.3527 2020-10-20 10:58:41,486 - mmaction - INFO - Epoch [184][100/396] lr: 5.627e-02, eta: 14:24:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5685, top5_acc: 0.7987, loss_cls: 1.7614, loss: 1.7614, grad_norm: 2.2731, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3414, loss/aux0: 1.3414 2020-10-20 10:58:42,467 - mmaction - INFO - Epoch [184][100/396] lr: 5.627e-02, eta: 14:24:55, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5685, top5_acc: 0.7987, loss_cls: 1.7614, loss: 1.7614, grad_norm: 2.2723, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3423, loss/aux0: 1.3423 2020-10-20 10:59:19,032 - mmaction - INFO - Epoch [184][120/396] lr: 5.627e-02, eta: 14:24:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5500, top5_acc: 0.8003, loss_cls: 1.7833, loss: 1.7833, grad_norm: 2.3761, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3710, loss/aux0: 1.3710 2020-10-20 10:59:20,001 - mmaction - INFO - Epoch [184][120/396] lr: 5.627e-02, eta: 14:24:20, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5500, top5_acc: 0.8003, loss_cls: 1.7833, loss: 1.7833, grad_norm: 2.3670, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3700, loss/aux0: 1.3700 2020-10-20 10:59:56,585 - mmaction - INFO - Epoch [184][140/396] lr: 5.627e-02, eta: 14:23:37, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5677, top5_acc: 0.7997, loss_cls: 1.7265, loss: 1.7265, grad_norm: 2.2676, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3733, loss/aux0: 1.3733 2020-10-20 10:59:57,537 - mmaction - INFO - Epoch [184][140/396] lr: 5.627e-02, eta: 14:23:44, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5677, top5_acc: 0.7997, loss_cls: 1.7265, loss: 1.7265, grad_norm: 2.2676, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3723, loss/aux0: 1.3723 2020-10-20 11:00:34,011 - mmaction - INFO - Epoch [184][160/396] lr: 5.627e-02, eta: 14:23:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5544, top5_acc: 0.7935, loss_cls: 1.7888, loss: 1.7888, grad_norm: 2.3292, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3457, loss/aux0: 1.3457 2020-10-20 11:00:35,031 - mmaction - INFO - Epoch [184][160/396] lr: 5.627e-02, eta: 14:23:09, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5544, top5_acc: 0.7935, loss_cls: 1.7888, loss: 1.7888, grad_norm: 2.3257, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3468, loss/aux0: 1.3468 2020-10-20 11:01:11,592 - mmaction - INFO - Epoch [184][180/396] lr: 5.627e-02, eta: 14:22:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5701, top5_acc: 0.7909, loss_cls: 1.7535, loss: 1.7535, grad_norm: 2.3495, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3815, loss/aux0: 1.3815 2020-10-20 11:01:12,568 - mmaction - INFO - Epoch [184][180/396] lr: 5.627e-02, eta: 14:22:34, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5701, top5_acc: 0.7909, loss_cls: 1.7535, loss: 1.7535, grad_norm: 2.3627, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3803, loss/aux0: 1.3803 2020-10-20 11:01:49,128 - mmaction - INFO - Epoch [184][200/396] lr: 5.627e-02, eta: 14:21:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7969, loss_cls: 1.7400, loss: 1.7400, grad_norm: 2.3347, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3988, loss/aux0: 1.3988 2020-10-20 11:01:50,082 - mmaction - INFO - Epoch [184][200/396] lr: 5.627e-02, eta: 14:21:58, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5622, top5_acc: 0.7969, loss_cls: 1.7400, loss: 1.7400, grad_norm: 2.3331, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3897, loss/aux0: 1.3897 2020-10-20 11:02:26,554 - mmaction - INFO - Epoch [184][220/396] lr: 5.627e-02, eta: 14:21:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5687, top5_acc: 0.7919, loss_cls: 1.7643, loss: 1.7643, grad_norm: 2.3485, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8513, loss_cls/aux0: 1.4308, loss/aux0: 1.4308 2020-10-20 11:02:27,512 - mmaction - INFO - Epoch [184][220/396] lr: 5.627e-02, eta: 14:21:23, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5687, top5_acc: 0.7919, loss_cls: 1.7643, loss: 1.7643, grad_norm: 2.3637, top1_acc/aux0: 0.6398, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4327, loss/aux0: 1.4327 2020-10-20 11:03:04,067 - mmaction - INFO - Epoch [184][240/396] lr: 5.627e-02, eta: 14:20:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5594, top5_acc: 0.7852, loss_cls: 1.8004, loss: 1.8004, grad_norm: 2.3212, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3772, loss/aux0: 1.3772 2020-10-20 11:03:05,012 - mmaction - INFO - Epoch [184][240/396] lr: 5.627e-02, eta: 14:20:47, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5594, top5_acc: 0.7852, loss_cls: 1.8004, loss: 1.8004, grad_norm: 2.3197, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3791, loss/aux0: 1.3791 2020-10-20 11:03:41,538 - mmaction - INFO - Epoch [184][260/396] lr: 5.627e-02, eta: 14:20:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5633, top5_acc: 0.8042, loss_cls: 1.7524, loss: 1.7524, grad_norm: 2.2844, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4094, loss/aux0: 1.4094 2020-10-20 11:03:42,503 - mmaction - INFO - Epoch [184][260/396] lr: 5.627e-02, eta: 14:20:12, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5633, top5_acc: 0.8042, loss_cls: 1.7524, loss: 1.7524, grad_norm: 2.2646, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4035, loss/aux0: 1.4035 2020-10-20 11:04:19,078 - mmaction - INFO - Epoch [184][280/396] lr: 5.627e-02, eta: 14:19:29, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5669, top5_acc: 0.7987, loss_cls: 1.7743, loss: 1.7743, grad_norm: 2.3293, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3734, loss/aux0: 1.3734 2020-10-20 11:04:20,018 - mmaction - INFO - Epoch [184][280/396] lr: 5.627e-02, eta: 14:19:36, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5669, top5_acc: 0.7987, loss_cls: 1.7743, loss: 1.7743, grad_norm: 2.3423, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3952, loss/aux0: 1.3952 2020-10-20 11:04:56,584 - mmaction - INFO - Epoch [184][300/396] lr: 5.627e-02, eta: 14:18:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5654, top5_acc: 0.7953, loss_cls: 1.7764, loss: 1.7764, grad_norm: 2.3761, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4134, loss/aux0: 1.4134 2020-10-20 11:04:57,526 - mmaction - INFO - Epoch [184][300/396] lr: 5.627e-02, eta: 14:19:01, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5654, top5_acc: 0.7953, loss_cls: 1.7764, loss: 1.7764, grad_norm: 2.3812, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.4049, loss/aux0: 1.4049 2020-10-20 11:05:34,108 - mmaction - INFO - Epoch [184][320/396] lr: 5.627e-02, eta: 14:18:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7922, loss_cls: 1.8182, loss: 1.8182, grad_norm: 2.3023, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3629, loss/aux0: 1.3629 2020-10-20 11:05:35,084 - mmaction - INFO - Epoch [184][320/396] lr: 5.627e-02, eta: 14:18:25, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5536, top5_acc: 0.7922, loss_cls: 1.8182, loss: 1.8182, grad_norm: 2.3014, top1_acc/aux0: 0.6471, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3609, loss/aux0: 1.3609 2020-10-20 11:06:11,674 - mmaction - INFO - Epoch [184][340/396] lr: 5.627e-02, eta: 14:17:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7911, loss_cls: 1.7725, loss: 1.7725, grad_norm: 2.3199, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3751, loss/aux0: 1.3751 2020-10-20 11:06:12,654 - mmaction - INFO - Epoch [184][340/396] lr: 5.627e-02, eta: 14:17:50, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5581, top5_acc: 0.7911, loss_cls: 1.7725, loss: 1.7725, grad_norm: 2.3053, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3679, loss/aux0: 1.3679 2020-10-20 11:06:49,167 - mmaction - INFO - Epoch [184][360/396] lr: 5.627e-02, eta: 14:17:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7964, loss_cls: 1.7758, loss: 1.7758, grad_norm: 2.3196, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3478, loss/aux0: 1.3478 2020-10-20 11:06:50,170 - mmaction - INFO - Epoch [184][360/396] lr: 5.627e-02, eta: 14:17:15, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7964, loss_cls: 1.7758, loss: 1.7758, grad_norm: 2.3287, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3591, loss/aux0: 1.3591 2020-10-20 11:07:26,743 - mmaction - INFO - Epoch [184][380/396] lr: 5.627e-02, eta: 14:16:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5646, top5_acc: 0.8013, loss_cls: 1.7449, loss: 1.7449, grad_norm: 2.3611, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4130, loss/aux0: 1.4130 2020-10-20 11:07:27,778 - mmaction - INFO - Epoch [184][380/396] lr: 5.627e-02, eta: 14:16:39, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5646, top5_acc: 0.8013, loss_cls: 1.7449, loss: 1.7449, grad_norm: 2.3532, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4070, loss/aux0: 1.4070 2020-10-20 11:07:58,865 - mmaction - INFO - Saving checkpoint at 184 epochs 2020-10-20 11:09:40,482 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 11:09:40,601 - mmaction - INFO - top1_acc 0.6635 top5_acc 0.8768 2020-10-20 11:09:40,601 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 11:09:40,625 - mmaction - INFO - mean_acc 0.6639 2020-10-20 11:09:40,625 - mmaction - INFO - Now best checkpoint is epoch_184.pth 2020-10-20 11:09:40,650 - mmaction - INFO - Epoch(val) [184][396] top1_acc: 0.6635, top5_acc: 0.8768, mean_class_accuracy: 0.6639 2020-10-20 11:14:02,483 - mmaction - INFO - Epoch [185][20/396] lr: 5.484e-02, eta: 14:15:16, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7862, loss_cls: 1.7822, loss: 1.7822, grad_norm: 2.3475, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8553, loss_cls/aux0: 1.3897, loss/aux0: 1.3897 2020-10-20 11:14:03,442 - mmaction - INFO - Epoch [185][20/396] lr: 5.484e-02, eta: 14:15:23, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.5492, top5_acc: 0.7862, loss_cls: 1.7822, loss: 1.7822, grad_norm: 2.3390, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3806, loss/aux0: 1.3806 2020-10-20 11:14:39,777 - mmaction - INFO - Epoch [185][40/396] lr: 5.484e-02, eta: 14:14:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5706, top5_acc: 0.7997, loss_cls: 1.7501, loss: 1.7501, grad_norm: 2.3330, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3857, loss/aux0: 1.3857 2020-10-20 11:14:40,775 - mmaction - INFO - Epoch [185][40/396] lr: 5.484e-02, eta: 14:14:48, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5706, top5_acc: 0.7997, loss_cls: 1.7501, loss: 1.7501, grad_norm: 2.3247, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3847, loss/aux0: 1.3847 2020-10-20 11:15:17,222 - mmaction - INFO - Epoch [185][60/396] lr: 5.484e-02, eta: 14:14:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5646, top5_acc: 0.7990, loss_cls: 1.7550, loss: 1.7550, grad_norm: 2.3251, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3703, loss/aux0: 1.3703 2020-10-20 11:15:18,172 - mmaction - INFO - Epoch [185][60/396] lr: 5.484e-02, eta: 14:14:12, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5646, top5_acc: 0.7990, loss_cls: 1.7550, loss: 1.7550, grad_norm: 2.2996, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3673, loss/aux0: 1.3673 2020-10-20 11:15:54,629 - mmaction - INFO - Epoch [185][80/396] lr: 5.484e-02, eta: 14:13:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.7969, loss_cls: 1.7229, loss: 1.7229, grad_norm: 2.3162, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3488, loss/aux0: 1.3488 2020-10-20 11:15:55,635 - mmaction - INFO - Epoch [185][80/396] lr: 5.484e-02, eta: 14:13:37, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5750, top5_acc: 0.7969, loss_cls: 1.7229, loss: 1.7229, grad_norm: 2.3050, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3625, loss/aux0: 1.3625 2020-10-20 11:16:32,239 - mmaction - INFO - Epoch [185][100/396] lr: 5.484e-02, eta: 14:12:54, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5729, top5_acc: 0.7964, loss_cls: 1.7412, loss: 1.7412, grad_norm: 2.3608, top1_acc/aux0: 0.6336, top5_acc/aux0: 0.8536, loss_cls/aux0: 1.4319, loss/aux0: 1.4319 2020-10-20 11:16:33,273 - mmaction - INFO - Epoch [185][100/396] lr: 5.484e-02, eta: 14:13:02, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5729, top5_acc: 0.7964, loss_cls: 1.7412, loss: 1.7412, grad_norm: 2.3375, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8529, loss_cls/aux0: 1.4263, loss/aux0: 1.4263 2020-10-20 11:17:09,742 - mmaction - INFO - Epoch [185][120/396] lr: 5.484e-02, eta: 14:12:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5573, top5_acc: 0.7919, loss_cls: 1.8037, loss: 1.8037, grad_norm: 2.3515, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3574, loss/aux0: 1.3574 2020-10-20 11:17:10,743 - mmaction - INFO - Epoch [185][120/396] lr: 5.484e-02, eta: 14:12:26, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5573, top5_acc: 0.7919, loss_cls: 1.8037, loss: 1.8037, grad_norm: 2.3711, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3724, loss/aux0: 1.3724 2020-10-20 11:17:47,207 - mmaction - INFO - Epoch [185][140/396] lr: 5.484e-02, eta: 14:11:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5674, top5_acc: 0.8036, loss_cls: 1.7484, loss: 1.7484, grad_norm: 2.3260, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3461, loss/aux0: 1.3461 2020-10-20 11:17:48,177 - mmaction - INFO - Epoch [185][140/396] lr: 5.484e-02, eta: 14:11:51, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5674, top5_acc: 0.8036, loss_cls: 1.7484, loss: 1.7484, grad_norm: 2.3203, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3260, loss/aux0: 1.3260 2020-10-20 11:18:24,789 - mmaction - INFO - Epoch [185][160/396] lr: 5.484e-02, eta: 14:11:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5669, top5_acc: 0.8141, loss_cls: 1.7082, loss: 1.7082, grad_norm: 2.3616, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3614, loss/aux0: 1.3614 2020-10-20 11:18:25,764 - mmaction - INFO - Epoch [185][160/396] lr: 5.484e-02, eta: 14:11:15, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5669, top5_acc: 0.8141, loss_cls: 1.7082, loss: 1.7082, grad_norm: 2.3730, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3784, loss/aux0: 1.3784 2020-10-20 11:19:02,286 - mmaction - INFO - Epoch [185][180/396] lr: 5.484e-02, eta: 14:10:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8065, loss_cls: 1.6913, loss: 1.6913, grad_norm: 2.3278, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3675, loss/aux0: 1.3675 2020-10-20 11:19:03,253 - mmaction - INFO - Epoch [185][180/396] lr: 5.484e-02, eta: 14:10:40, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8065, loss_cls: 1.6913, loss: 1.6913, grad_norm: 2.3449, top1_acc/aux0: 0.6591, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3633, loss/aux0: 1.3633 2020-10-20 11:19:39,832 - mmaction - INFO - Epoch [185][200/396] lr: 5.484e-02, eta: 14:09:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5698, top5_acc: 0.7982, loss_cls: 1.7642, loss: 1.7642, grad_norm: 2.4122, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.4152, loss/aux0: 1.4152 2020-10-20 11:19:40,823 - mmaction - INFO - Epoch [185][200/396] lr: 5.484e-02, eta: 14:10:04, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5698, top5_acc: 0.7982, loss_cls: 1.7642, loss: 1.7642, grad_norm: 2.4072, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.4111, loss/aux0: 1.4111 2020-10-20 11:20:17,331 - mmaction - INFO - Epoch [185][220/396] lr: 5.484e-02, eta: 14:09:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5703, top5_acc: 0.7956, loss_cls: 1.7153, loss: 1.7153, grad_norm: 2.3295, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.3971, loss/aux0: 1.3971 2020-10-20 11:20:18,299 - mmaction - INFO - Epoch [185][220/396] lr: 5.484e-02, eta: 14:09:29, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5703, top5_acc: 0.7956, loss_cls: 1.7153, loss: 1.7153, grad_norm: 2.3284, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3870, loss/aux0: 1.3870 2020-10-20 11:20:54,886 - mmaction - INFO - Epoch [185][240/396] lr: 5.484e-02, eta: 14:08:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5646, top5_acc: 0.8018, loss_cls: 1.7399, loss: 1.7399, grad_norm: 2.3711, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3781, loss/aux0: 1.3781 2020-10-20 11:20:55,918 - mmaction - INFO - Epoch [185][240/396] lr: 5.484e-02, eta: 14:08:54, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.5646, top5_acc: 0.8018, loss_cls: 1.7399, loss: 1.7399, grad_norm: 2.3649, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3897, loss/aux0: 1.3897 2020-10-20 11:21:32,289 - mmaction - INFO - Epoch [185][260/396] lr: 5.484e-02, eta: 14:08:11, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7893, loss_cls: 1.7626, loss: 1.7626, grad_norm: 2.3255, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3477, loss/aux0: 1.3477 2020-10-20 11:21:33,256 - mmaction - INFO - Epoch [185][260/396] lr: 5.484e-02, eta: 14:08:18, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.5693, top5_acc: 0.7893, loss_cls: 1.7626, loss: 1.7626, grad_norm: 2.3271, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3380, loss/aux0: 1.3380 2020-10-20 11:22:09,789 - mmaction - INFO - Epoch [185][280/396] lr: 5.484e-02, eta: 14:07:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5703, top5_acc: 0.8016, loss_cls: 1.7450, loss: 1.7450, grad_norm: 2.3927, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.3872, loss/aux0: 1.3872 2020-10-20 11:22:10,797 - mmaction - INFO - Epoch [185][280/396] lr: 5.484e-02, eta: 14:07:43, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5703, top5_acc: 0.8016, loss_cls: 1.7450, loss: 1.7450, grad_norm: 2.3920, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.3946, loss/aux0: 1.3946 2020-10-20 11:22:47,468 - mmaction - INFO - Epoch [185][300/396] lr: 5.484e-02, eta: 14:07:00, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5784, top5_acc: 0.7966, loss_cls: 1.7476, loss: 1.7476, grad_norm: 2.3770, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.4039, loss/aux0: 1.4039 2020-10-20 11:22:48,427 - mmaction - INFO - Epoch [185][300/396] lr: 5.484e-02, eta: 14:07:07, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5784, top5_acc: 0.7966, loss_cls: 1.7476, loss: 1.7476, grad_norm: 2.3681, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8555, loss_cls/aux0: 1.4003, loss/aux0: 1.4003 2020-10-20 11:23:25,038 - mmaction - INFO - Epoch [185][320/396] lr: 5.484e-02, eta: 14:06:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7891, loss_cls: 1.8073, loss: 1.8073, grad_norm: 2.3941, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3510, loss/aux0: 1.3510 2020-10-20 11:23:25,995 - mmaction - INFO - Epoch [185][320/396] lr: 5.484e-02, eta: 14:06:32, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7891, loss_cls: 1.8073, loss: 1.8073, grad_norm: 2.4043, top1_acc/aux0: 0.6529, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3568, loss/aux0: 1.3568 2020-10-20 11:24:02,508 - mmaction - INFO - Epoch [185][340/396] lr: 5.484e-02, eta: 14:05:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5742, top5_acc: 0.7919, loss_cls: 1.7541, loss: 1.7541, grad_norm: 2.3915, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3814, loss/aux0: 1.3814 2020-10-20 11:24:03,503 - mmaction - INFO - Epoch [185][340/396] lr: 5.484e-02, eta: 14:05:56, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5742, top5_acc: 0.7919, loss_cls: 1.7541, loss: 1.7541, grad_norm: 2.3941, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3732, loss/aux0: 1.3732 2020-10-20 11:24:39,894 - mmaction - INFO - Epoch [185][360/396] lr: 5.484e-02, eta: 14:05:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5591, top5_acc: 0.7885, loss_cls: 1.8114, loss: 1.8114, grad_norm: 2.3085, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8544, loss_cls/aux0: 1.4044, loss/aux0: 1.4044 2020-10-20 11:24:40,852 - mmaction - INFO - Epoch [185][360/396] lr: 5.484e-02, eta: 14:05:21, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5591, top5_acc: 0.7885, loss_cls: 1.8114, loss: 1.8114, grad_norm: 2.3195, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4258, loss/aux0: 1.4258 2020-10-20 11:25:17,553 - mmaction - INFO - Epoch [185][380/396] lr: 5.484e-02, eta: 14:04:38, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5690, top5_acc: 0.7893, loss_cls: 1.7931, loss: 1.7931, grad_norm: 2.3866, top1_acc/aux0: 0.6503, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.4037, loss/aux0: 1.4037 2020-10-20 11:25:18,496 - mmaction - INFO - Epoch [185][380/396] lr: 5.484e-02, eta: 14:04:45, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5690, top5_acc: 0.7893, loss_cls: 1.7931, loss: 1.7931, grad_norm: 2.3876, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3920, loss/aux0: 1.3920 2020-10-20 11:29:45,718 - mmaction - INFO - Epoch [186][20/396] lr: 5.343e-02, eta: 14:03:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5685, top5_acc: 0.7977, loss_cls: 1.7500, loss: 1.7500, grad_norm: 2.3385, top1_acc/aux0: 0.6675, top5_acc/aux0: 0.8610, loss_cls/aux0: 1.3484, loss/aux0: 1.3484 2020-10-20 11:29:46,678 - mmaction - INFO - Epoch [186][20/396] lr: 5.343e-02, eta: 14:03:30, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5685, top5_acc: 0.7977, loss_cls: 1.7500, loss: 1.7500, grad_norm: 2.3438, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3420, loss/aux0: 1.3420 2020-10-20 11:30:23,105 - mmaction - INFO - Epoch [186][40/396] lr: 5.343e-02, eta: 14:02:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8120, loss_cls: 1.6599, loss: 1.6599, grad_norm: 2.4432, top1_acc/aux0: 0.6466, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4075, loss/aux0: 1.4075 2020-10-20 11:30:24,052 - mmaction - INFO - Epoch [186][40/396] lr: 5.343e-02, eta: 14:02:55, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8120, loss_cls: 1.6599, loss: 1.6599, grad_norm: 2.4324, top1_acc/aux0: 0.6456, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4094, loss/aux0: 1.4094 2020-10-20 11:31:00,565 - mmaction - INFO - Epoch [186][60/396] lr: 5.343e-02, eta: 14:02:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5612, top5_acc: 0.7927, loss_cls: 1.7734, loss: 1.7734, grad_norm: 2.3674, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8565, loss_cls/aux0: 1.3955, loss/aux0: 1.3955 2020-10-20 11:31:01,510 - mmaction - INFO - Epoch [186][60/396] lr: 5.343e-02, eta: 14:02:19, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5612, top5_acc: 0.7927, loss_cls: 1.7734, loss: 1.7734, grad_norm: 2.3727, top1_acc/aux0: 0.6482, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.4116, loss/aux0: 1.4116 2020-10-20 11:31:38,021 - mmaction - INFO - Epoch [186][80/396] lr: 5.343e-02, eta: 14:01:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8180, loss_cls: 1.6507, loss: 1.6507, grad_norm: 2.3151, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8560, loss_cls/aux0: 1.3778, loss/aux0: 1.3778 2020-10-20 11:31:38,972 - mmaction - INFO - Epoch [186][80/396] lr: 5.343e-02, eta: 14:01:44, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8180, loss_cls: 1.6507, loss: 1.6507, grad_norm: 2.3237, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3694, loss/aux0: 1.3694 2020-10-20 11:32:15,437 - mmaction - INFO - Epoch [186][100/396] lr: 5.343e-02, eta: 14:01:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5760, top5_acc: 0.8042, loss_cls: 1.7393, loss: 1.7393, grad_norm: 2.3992, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8534, loss_cls/aux0: 1.3888, loss/aux0: 1.3888 2020-10-20 11:32:16,391 - mmaction - INFO - Epoch [186][100/396] lr: 5.343e-02, eta: 14:01:08, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5760, top5_acc: 0.8042, loss_cls: 1.7393, loss: 1.7393, grad_norm: 2.3813, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8549, loss_cls/aux0: 1.3834, loss/aux0: 1.3834 2020-10-20 11:32:52,940 - mmaction - INFO - Epoch [186][120/396] lr: 5.343e-02, eta: 14:00:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8047, loss_cls: 1.7223, loss: 1.7223, grad_norm: 2.4046, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3640, loss/aux0: 1.3640 2020-10-20 11:32:53,879 - mmaction - INFO - Epoch [186][120/396] lr: 5.343e-02, eta: 14:00:33, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8047, loss_cls: 1.7223, loss: 1.7223, grad_norm: 2.4084, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3634, loss/aux0: 1.3634 2020-10-20 11:33:30,449 - mmaction - INFO - Epoch [186][140/396] lr: 5.343e-02, eta: 13:59:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5654, top5_acc: 0.7945, loss_cls: 1.7510, loss: 1.7510, grad_norm: 2.3809, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4005, loss/aux0: 1.4005 2020-10-20 11:33:31,408 - mmaction - INFO - Epoch [186][140/396] lr: 5.343e-02, eta: 13:59:57, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5654, top5_acc: 0.7945, loss_cls: 1.7510, loss: 1.7510, grad_norm: 2.3855, top1_acc/aux0: 0.6487, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4006, loss/aux0: 1.4006 2020-10-20 11:34:07,995 - mmaction - INFO - Epoch [186][160/396] lr: 5.343e-02, eta: 13:59:15, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5589, top5_acc: 0.8003, loss_cls: 1.7536, loss: 1.7536, grad_norm: 2.3972, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3872, loss/aux0: 1.3872 2020-10-20 11:34:08,986 - mmaction - INFO - Epoch [186][160/396] lr: 5.343e-02, eta: 13:59:22, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5589, top5_acc: 0.8003, loss_cls: 1.7536, loss: 1.7536, grad_norm: 2.4104, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3910, loss/aux0: 1.3910 2020-10-20 11:34:45,605 - mmaction - INFO - Epoch [186][180/396] lr: 5.343e-02, eta: 13:58:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8055, loss_cls: 1.7070, loss: 1.7070, grad_norm: 2.4031, top1_acc/aux0: 0.6440, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3994, loss/aux0: 1.3994 2020-10-20 11:34:46,558 - mmaction - INFO - Epoch [186][180/396] lr: 5.343e-02, eta: 13:58:46, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5891, top5_acc: 0.8055, loss_cls: 1.7070, loss: 1.7070, grad_norm: 2.4105, top1_acc/aux0: 0.6435, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4071, loss/aux0: 1.4071 2020-10-20 11:35:22,963 - mmaction - INFO - Epoch [186][200/396] lr: 5.343e-02, eta: 13:58:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5807, top5_acc: 0.8062, loss_cls: 1.6916, loss: 1.6916, grad_norm: 2.3829, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3664, loss/aux0: 1.3664 2020-10-20 11:35:23,977 - mmaction - INFO - Epoch [186][200/396] lr: 5.343e-02, eta: 13:58:11, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5807, top5_acc: 0.8062, loss_cls: 1.6916, loss: 1.6916, grad_norm: 2.3878, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3542, loss/aux0: 1.3542 2020-10-20 11:36:00,558 - mmaction - INFO - Epoch [186][220/396] lr: 5.343e-02, eta: 13:57:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5695, top5_acc: 0.8078, loss_cls: 1.7161, loss: 1.7161, grad_norm: 2.3483, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3771, loss/aux0: 1.3771 2020-10-20 11:36:01,592 - mmaction - INFO - Epoch [186][220/396] lr: 5.343e-02, eta: 13:57:36, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5695, top5_acc: 0.8078, loss_cls: 1.7161, loss: 1.7161, grad_norm: 2.3879, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3898, loss/aux0: 1.3898 2020-10-20 11:36:38,209 - mmaction - INFO - Epoch [186][240/396] lr: 5.343e-02, eta: 13:56:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5565, top5_acc: 0.7937, loss_cls: 1.7841, loss: 1.7841, grad_norm: 2.3599, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3245, loss/aux0: 1.3245 2020-10-20 11:36:39,257 - mmaction - INFO - Epoch [186][240/396] lr: 5.343e-02, eta: 13:57:00, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5565, top5_acc: 0.7937, loss_cls: 1.7841, loss: 1.7841, grad_norm: 2.3591, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3119, loss/aux0: 1.3119 2020-10-20 11:37:15,776 - mmaction - INFO - Epoch [186][260/396] lr: 5.343e-02, eta: 13:56:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8044, loss_cls: 1.7126, loss: 1.7126, grad_norm: 2.3783, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3525, loss/aux0: 1.3525 2020-10-20 11:37:16,715 - mmaction - INFO - Epoch [186][260/396] lr: 5.343e-02, eta: 13:56:25, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8044, loss_cls: 1.7126, loss: 1.7126, grad_norm: 2.3702, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3550, loss/aux0: 1.3550 2020-10-20 11:37:53,257 - mmaction - INFO - Epoch [186][280/396] lr: 5.343e-02, eta: 13:55:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7911, loss_cls: 1.8029, loss: 1.8029, grad_norm: 2.3829, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.4013, loss/aux0: 1.4013 2020-10-20 11:37:54,276 - mmaction - INFO - Epoch [186][280/396] lr: 5.343e-02, eta: 13:55:49, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5490, top5_acc: 0.7911, loss_cls: 1.8029, loss: 1.8029, grad_norm: 2.4015, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.4111, loss/aux0: 1.4111 2020-10-20 11:38:30,868 - mmaction - INFO - Epoch [186][300/396] lr: 5.343e-02, eta: 13:55:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5643, top5_acc: 0.7969, loss_cls: 1.7611, loss: 1.7611, grad_norm: 2.4259, top1_acc/aux0: 0.6477, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3975, loss/aux0: 1.3975 2020-10-20 11:38:31,840 - mmaction - INFO - Epoch [186][300/396] lr: 5.343e-02, eta: 13:55:14, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5643, top5_acc: 0.7969, loss_cls: 1.7611, loss: 1.7611, grad_norm: 2.4155, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3947, loss/aux0: 1.3947 2020-10-20 11:39:08,395 - mmaction - INFO - Epoch [186][320/396] lr: 5.343e-02, eta: 13:54:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7992, loss_cls: 1.7469, loss: 1.7469, grad_norm: 2.4001, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3768, loss/aux0: 1.3768 2020-10-20 11:39:09,401 - mmaction - INFO - Epoch [186][320/396] lr: 5.343e-02, eta: 13:54:38, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5583, top5_acc: 0.7992, loss_cls: 1.7469, loss: 1.7469, grad_norm: 2.3862, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3724, loss/aux0: 1.3724 2020-10-20 11:39:46,030 - mmaction - INFO - Epoch [186][340/396] lr: 5.343e-02, eta: 13:53:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8099, loss_cls: 1.6633, loss: 1.6633, grad_norm: 2.3894, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3796, loss/aux0: 1.3796 2020-10-20 11:39:47,021 - mmaction - INFO - Epoch [186][340/396] lr: 5.343e-02, eta: 13:54:03, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8099, loss_cls: 1.6633, loss: 1.6633, grad_norm: 2.3759, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3639, loss/aux0: 1.3639 2020-10-20 11:40:23,636 - mmaction - INFO - Epoch [186][360/396] lr: 5.343e-02, eta: 13:53:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5667, top5_acc: 0.7971, loss_cls: 1.7757, loss: 1.7757, grad_norm: 2.4022, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3995, loss/aux0: 1.3995 2020-10-20 11:40:24,615 - mmaction - INFO - Epoch [186][360/396] lr: 5.343e-02, eta: 13:53:27, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5667, top5_acc: 0.7971, loss_cls: 1.7757, loss: 1.7757, grad_norm: 2.3996, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.4091, loss/aux0: 1.4091 2020-10-20 11:41:01,142 - mmaction - INFO - Epoch [186][380/396] lr: 5.343e-02, eta: 13:52:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7940, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.3940, top1_acc/aux0: 0.6534, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3716, loss/aux0: 1.3716 2020-10-20 11:41:02,132 - mmaction - INFO - Epoch [186][380/396] lr: 5.343e-02, eta: 13:52:52, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5615, top5_acc: 0.7940, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.4058, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8570, loss_cls/aux0: 1.3893, loss/aux0: 1.3893 2020-10-20 11:45:30,220 - mmaction - INFO - Epoch [187][20/396] lr: 5.202e-02, eta: 13:51:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5807, top5_acc: 0.7956, loss_cls: 1.7285, loss: 1.7285, grad_norm: 2.3584, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8610, loss_cls/aux0: 1.3385, loss/aux0: 1.3385 2020-10-20 11:45:31,231 - mmaction - INFO - Epoch [187][20/396] lr: 5.202e-02, eta: 13:51:37, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.5807, top5_acc: 0.7956, loss_cls: 1.7285, loss: 1.7285, grad_norm: 2.3548, top1_acc/aux0: 0.6622, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3360, loss/aux0: 1.3360 2020-10-20 11:46:07,816 - mmaction - INFO - Epoch [187][40/396] lr: 5.202e-02, eta: 13:50:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5711, top5_acc: 0.8016, loss_cls: 1.7135, loss: 1.7135, grad_norm: 2.3688, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3373, loss/aux0: 1.3373 2020-10-20 11:46:08,794 - mmaction - INFO - Epoch [187][40/396] lr: 5.202e-02, eta: 13:51:01, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5711, top5_acc: 0.8016, loss_cls: 1.7135, loss: 1.7135, grad_norm: 2.3713, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3416, loss/aux0: 1.3416 2020-10-20 11:46:45,255 - mmaction - INFO - Epoch [187][60/396] lr: 5.202e-02, eta: 13:50:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8078, loss_cls: 1.7065, loss: 1.7065, grad_norm: 2.4026, top1_acc/aux0: 0.6430, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3764, loss/aux0: 1.3764 2020-10-20 11:46:46,195 - mmaction - INFO - Epoch [187][60/396] lr: 5.202e-02, eta: 13:50:26, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8078, loss_cls: 1.7065, loss: 1.7065, grad_norm: 2.4217, top1_acc/aux0: 0.6404, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.3811, loss/aux0: 1.3811 2020-10-20 11:47:22,708 - mmaction - INFO - Epoch [187][80/396] lr: 5.202e-02, eta: 13:49:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8029, loss_cls: 1.6812, loss: 1.6812, grad_norm: 2.3894, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3358, loss/aux0: 1.3358 2020-10-20 11:47:23,670 - mmaction - INFO - Epoch [187][80/396] lr: 5.202e-02, eta: 13:49:50, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8029, loss_cls: 1.6812, loss: 1.6812, grad_norm: 2.3901, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3316, loss/aux0: 1.3316 2020-10-20 11:48:00,182 - mmaction - INFO - Epoch [187][100/396] lr: 5.202e-02, eta: 13:49:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8003, loss_cls: 1.7608, loss: 1.7608, grad_norm: 2.4103, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3277, loss/aux0: 1.3277 2020-10-20 11:48:01,147 - mmaction - INFO - Epoch [187][100/396] lr: 5.202e-02, eta: 13:49:15, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8003, loss_cls: 1.7608, loss: 1.7608, grad_norm: 2.3961, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3221, loss/aux0: 1.3221 2020-10-20 11:48:37,714 - mmaction - INFO - Epoch [187][120/396] lr: 5.202e-02, eta: 13:48:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5797, top5_acc: 0.8005, loss_cls: 1.7302, loss: 1.7302, grad_norm: 2.4225, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3564, loss/aux0: 1.3564 2020-10-20 11:48:38,624 - mmaction - INFO - Epoch [187][120/396] lr: 5.202e-02, eta: 13:48:39, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5797, top5_acc: 0.8005, loss_cls: 1.7302, loss: 1.7302, grad_norm: 2.4034, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3546, loss/aux0: 1.3546 2020-10-20 11:49:15,394 - mmaction - INFO - Epoch [187][140/396] lr: 5.202e-02, eta: 13:47:57, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.5841, top5_acc: 0.7997, loss_cls: 1.7254, loss: 1.7254, grad_norm: 2.3499, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3086, loss/aux0: 1.3086 2020-10-20 11:49:16,371 - mmaction - INFO - Epoch [187][140/396] lr: 5.202e-02, eta: 13:48:04, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.5841, top5_acc: 0.7997, loss_cls: 1.7254, loss: 1.7254, grad_norm: 2.3545, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3230, loss/aux0: 1.3230 2020-10-20 11:49:52,776 - mmaction - INFO - Epoch [187][160/396] lr: 5.202e-02, eta: 13:47:21, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.7990, loss_cls: 1.7308, loss: 1.7308, grad_norm: 2.3749, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4146, loss/aux0: 1.4146 2020-10-20 11:49:53,701 - mmaction - INFO - Epoch [187][160/396] lr: 5.202e-02, eta: 13:47:28, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5727, top5_acc: 0.7990, loss_cls: 1.7308, loss: 1.7308, grad_norm: 2.3983, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4110, loss/aux0: 1.4110 2020-10-20 11:50:30,295 - mmaction - INFO - Epoch [187][180/396] lr: 5.202e-02, eta: 13:46:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5648, top5_acc: 0.7943, loss_cls: 1.7620, loss: 1.7620, grad_norm: 2.4348, top1_acc/aux0: 0.6393, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4151, loss/aux0: 1.4151 2020-10-20 11:50:31,219 - mmaction - INFO - Epoch [187][180/396] lr: 5.202e-02, eta: 13:46:53, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5648, top5_acc: 0.7943, loss_cls: 1.7620, loss: 1.7620, grad_norm: 2.4221, top1_acc/aux0: 0.6451, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.4011, loss/aux0: 1.4011 2020-10-20 11:51:07,889 - mmaction - INFO - Epoch [187][200/396] lr: 5.202e-02, eta: 13:46:10, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8029, loss_cls: 1.7254, loss: 1.7254, grad_norm: 2.3822, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.3847, loss/aux0: 1.3847 2020-10-20 11:51:08,843 - mmaction - INFO - Epoch [187][200/396] lr: 5.202e-02, eta: 13:46:17, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8029, loss_cls: 1.7254, loss: 1.7254, grad_norm: 2.3786, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8539, loss_cls/aux0: 1.3941, loss/aux0: 1.3941 2020-10-20 11:51:45,303 - mmaction - INFO - Epoch [187][220/396] lr: 5.202e-02, eta: 13:45:35, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8091, loss_cls: 1.6949, loss: 1.6949, grad_norm: 2.3505, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3426, loss/aux0: 1.3426 2020-10-20 11:51:46,249 - mmaction - INFO - Epoch [187][220/396] lr: 5.202e-02, eta: 13:45:42, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8091, loss_cls: 1.6949, loss: 1.6949, grad_norm: 2.3680, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3408, loss/aux0: 1.3408 2020-10-20 11:52:22,789 - mmaction - INFO - Epoch [187][240/396] lr: 5.202e-02, eta: 13:44:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8091, loss_cls: 1.6988, loss: 1.6988, grad_norm: 2.4335, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3376, loss/aux0: 1.3376 2020-10-20 11:52:23,740 - mmaction - INFO - Epoch [187][240/396] lr: 5.202e-02, eta: 13:45:06, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8091, loss_cls: 1.6988, loss: 1.6988, grad_norm: 2.4282, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3344, loss/aux0: 1.3344 2020-10-20 11:53:00,344 - mmaction - INFO - Epoch [187][260/396] lr: 5.202e-02, eta: 13:44:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5573, top5_acc: 0.8000, loss_cls: 1.7729, loss: 1.7729, grad_norm: 2.4277, top1_acc/aux0: 0.6461, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3945, loss/aux0: 1.3945 2020-10-20 11:53:01,301 - mmaction - INFO - Epoch [187][260/396] lr: 5.202e-02, eta: 13:44:31, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5573, top5_acc: 0.8000, loss_cls: 1.7729, loss: 1.7729, grad_norm: 2.4348, top1_acc/aux0: 0.6424, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4091, loss/aux0: 1.4091 2020-10-20 11:53:37,972 - mmaction - INFO - Epoch [187][280/396] lr: 5.202e-02, eta: 13:43:48, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5721, top5_acc: 0.7945, loss_cls: 1.7382, loss: 1.7382, grad_norm: 2.3473, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3293, loss/aux0: 1.3293 2020-10-20 11:53:38,959 - mmaction - INFO - Epoch [187][280/396] lr: 5.202e-02, eta: 13:43:55, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5721, top5_acc: 0.7945, loss_cls: 1.7382, loss: 1.7382, grad_norm: 2.3409, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3141, loss/aux0: 1.3141 2020-10-20 11:54:15,531 - mmaction - INFO - Epoch [187][300/396] lr: 5.202e-02, eta: 13:43:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7932, loss_cls: 1.7963, loss: 1.7963, grad_norm: 2.4217, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3764, loss/aux0: 1.3764 2020-10-20 11:54:16,480 - mmaction - INFO - Epoch [187][300/396] lr: 5.202e-02, eta: 13:43:20, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5570, top5_acc: 0.7932, loss_cls: 1.7963, loss: 1.7963, grad_norm: 2.4252, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3793, loss/aux0: 1.3793 2020-10-20 11:54:53,066 - mmaction - INFO - Epoch [187][320/396] lr: 5.202e-02, eta: 13:42:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5630, top5_acc: 0.8023, loss_cls: 1.7196, loss: 1.7196, grad_norm: 2.4552, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3360, loss/aux0: 1.3360 2020-10-20 11:54:54,058 - mmaction - INFO - Epoch [187][320/396] lr: 5.202e-02, eta: 13:42:45, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5630, top5_acc: 0.8023, loss_cls: 1.7196, loss: 1.7196, grad_norm: 2.4535, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3330, loss/aux0: 1.3330 2020-10-20 11:55:30,548 - mmaction - INFO - Epoch [187][340/396] lr: 5.202e-02, eta: 13:42:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5729, top5_acc: 0.7987, loss_cls: 1.7511, loss: 1.7511, grad_norm: 2.4739, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3531, loss/aux0: 1.3531 2020-10-20 11:55:31,470 - mmaction - INFO - Epoch [187][340/396] lr: 5.202e-02, eta: 13:42:09, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5729, top5_acc: 0.7987, loss_cls: 1.7511, loss: 1.7511, grad_norm: 2.4752, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3525, loss/aux0: 1.3525 2020-10-20 11:56:08,056 - mmaction - INFO - Epoch [187][360/396] lr: 5.202e-02, eta: 13:41:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5635, top5_acc: 0.7904, loss_cls: 1.7728, loss: 1.7728, grad_norm: 2.4523, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3511, loss/aux0: 1.3511 2020-10-20 11:56:09,048 - mmaction - INFO - Epoch [187][360/396] lr: 5.202e-02, eta: 13:41:34, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5635, top5_acc: 0.7904, loss_cls: 1.7728, loss: 1.7728, grad_norm: 2.4501, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3663, loss/aux0: 1.3663 2020-10-20 11:56:45,698 - mmaction - INFO - Epoch [187][380/396] lr: 5.202e-02, eta: 13:40:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8036, loss_cls: 1.7218, loss: 1.7218, grad_norm: 2.3817, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3346, loss/aux0: 1.3346 2020-10-20 11:56:46,671 - mmaction - INFO - Epoch [187][380/396] lr: 5.202e-02, eta: 13:40:58, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.5750, top5_acc: 0.8036, loss_cls: 1.7218, loss: 1.7218, grad_norm: 2.3784, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3250, loss/aux0: 1.3250 2020-10-20 12:01:44,586 - mmaction - INFO - Epoch [188][20/396] lr: 5.064e-02, eta: 13:39:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5953, top5_acc: 0.8086, loss_cls: 1.6706, loss: 1.6706, grad_norm: 2.4073, top1_acc/aux0: 0.6472, top5_acc/aux0: 0.8605, loss_cls/aux0: 1.4005, loss/aux0: 1.4005 2020-10-20 12:01:45,520 - mmaction - INFO - Epoch [188][20/396] lr: 5.064e-02, eta: 13:39:43, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5953, top5_acc: 0.8086, loss_cls: 1.6706, loss: 1.6706, grad_norm: 2.4206, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4207, loss/aux0: 1.4207 2020-10-20 12:02:21,928 - mmaction - INFO - Epoch [188][40/396] lr: 5.064e-02, eta: 13:39:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8104, loss_cls: 1.6794, loss: 1.6794, grad_norm: 2.3868, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3382, loss/aux0: 1.3382 2020-10-20 12:02:22,906 - mmaction - INFO - Epoch [188][40/396] lr: 5.064e-02, eta: 13:39:08, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8104, loss_cls: 1.6794, loss: 1.6794, grad_norm: 2.3793, top1_acc/aux0: 0.6674, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.3145, loss/aux0: 1.3145 2020-10-20 12:02:59,201 - mmaction - INFO - Epoch [188][60/396] lr: 5.064e-02, eta: 13:38:25, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8076, loss_cls: 1.7213, loss: 1.7213, grad_norm: 2.4163, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3779, loss/aux0: 1.3779 2020-10-20 12:03:00,149 - mmaction - INFO - Epoch [188][60/396] lr: 5.064e-02, eta: 13:38:32, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.5719, top5_acc: 0.8076, loss_cls: 1.7213, loss: 1.7213, grad_norm: 2.4067, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3721, loss/aux0: 1.3721 2020-10-20 12:03:36,494 - mmaction - INFO - Epoch [188][80/396] lr: 5.064e-02, eta: 13:37:50, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8039, loss_cls: 1.7049, loss: 1.7049, grad_norm: 2.4238, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3629, loss/aux0: 1.3629 2020-10-20 12:03:37,454 - mmaction - INFO - Epoch [188][80/396] lr: 5.064e-02, eta: 13:37:56, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8039, loss_cls: 1.7049, loss: 1.7049, grad_norm: 2.4169, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.3739, loss/aux0: 1.3739 2020-10-20 12:04:13,995 - mmaction - INFO - Epoch [188][100/396] lr: 5.064e-02, eta: 13:37:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8039, loss_cls: 1.7337, loss: 1.7337, grad_norm: 2.4114, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3202, loss/aux0: 1.3202 2020-10-20 12:04:14,931 - mmaction - INFO - Epoch [188][100/396] lr: 5.064e-02, eta: 13:37:21, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8039, loss_cls: 1.7337, loss: 1.7337, grad_norm: 2.4010, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.3136, loss/aux0: 1.3136 2020-10-20 12:04:51,374 - mmaction - INFO - Epoch [188][120/396] lr: 5.064e-02, eta: 13:36:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5716, top5_acc: 0.8013, loss_cls: 1.7501, loss: 1.7501, grad_norm: 2.4274, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3695, loss/aux0: 1.3695 2020-10-20 12:04:52,377 - mmaction - INFO - Epoch [188][120/396] lr: 5.064e-02, eta: 13:36:46, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5716, top5_acc: 0.8013, loss_cls: 1.7501, loss: 1.7501, grad_norm: 2.4182, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3756, loss/aux0: 1.3756 2020-10-20 12:05:29,019 - mmaction - INFO - Epoch [188][140/396] lr: 5.064e-02, eta: 13:36:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8107, loss_cls: 1.6478, loss: 1.6478, grad_norm: 2.3950, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3921, loss/aux0: 1.3921 2020-10-20 12:05:29,967 - mmaction - INFO - Epoch [188][140/396] lr: 5.064e-02, eta: 13:36:10, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8107, loss_cls: 1.6478, loss: 1.6478, grad_norm: 2.4002, top1_acc/aux0: 0.6409, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3979, loss/aux0: 1.3979 2020-10-20 12:06:06,444 - mmaction - INFO - Epoch [188][160/396] lr: 5.064e-02, eta: 13:35:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8042, loss_cls: 1.7216, loss: 1.7216, grad_norm: 2.3577, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8596, loss_cls/aux0: 1.3886, loss/aux0: 1.3886 2020-10-20 12:06:07,385 - mmaction - INFO - Epoch [188][160/396] lr: 5.064e-02, eta: 13:35:35, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5823, top5_acc: 0.8042, loss_cls: 1.7216, loss: 1.7216, grad_norm: 2.3616, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3743, loss/aux0: 1.3743 2020-10-20 12:06:44,004 - mmaction - INFO - Epoch [188][180/396] lr: 5.064e-02, eta: 13:34:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6018, top5_acc: 0.8104, loss_cls: 1.6557, loss: 1.6557, grad_norm: 2.3802, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3104, loss/aux0: 1.3104 2020-10-20 12:06:44,944 - mmaction - INFO - Epoch [188][180/396] lr: 5.064e-02, eta: 13:34:59, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6018, top5_acc: 0.8104, loss_cls: 1.6557, loss: 1.6557, grad_norm: 2.3811, top1_acc/aux0: 0.6688, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3162, loss/aux0: 1.3162 2020-10-20 12:07:21,461 - mmaction - INFO - Epoch [188][200/396] lr: 5.064e-02, eta: 13:34:17, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5786, top5_acc: 0.8081, loss_cls: 1.7042, loss: 1.7042, grad_norm: 2.5036, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.3238, loss/aux0: 1.3238 2020-10-20 12:07:22,448 - mmaction - INFO - Epoch [188][200/396] lr: 5.064e-02, eta: 13:34:24, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5786, top5_acc: 0.8081, loss_cls: 1.7042, loss: 1.7042, grad_norm: 2.4869, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.3275, loss/aux0: 1.3275 2020-10-20 12:07:58,965 - mmaction - INFO - Epoch [188][220/396] lr: 5.064e-02, eta: 13:33:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8018, loss_cls: 1.7128, loss: 1.7128, grad_norm: 2.3864, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3090, loss/aux0: 1.3090 2020-10-20 12:07:59,931 - mmaction - INFO - Epoch [188][220/396] lr: 5.064e-02, eta: 13:33:48, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8018, loss_cls: 1.7128, loss: 1.7128, grad_norm: 2.4076, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.3109, loss/aux0: 1.3109 2020-10-20 12:08:36,553 - mmaction - INFO - Epoch [188][240/396] lr: 5.064e-02, eta: 13:33:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5674, top5_acc: 0.7969, loss_cls: 1.7607, loss: 1.7607, grad_norm: 2.4695, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3351, loss/aux0: 1.3351 2020-10-20 12:08:37,530 - mmaction - INFO - Epoch [188][240/396] lr: 5.064e-02, eta: 13:33:13, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5674, top5_acc: 0.7969, loss_cls: 1.7607, loss: 1.7607, grad_norm: 2.4430, top1_acc/aux0: 0.6560, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3322, loss/aux0: 1.3322 2020-10-20 12:09:14,153 - mmaction - INFO - Epoch [188][260/396] lr: 5.064e-02, eta: 13:32:30, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5589, top5_acc: 0.7878, loss_cls: 1.8015, loss: 1.8015, grad_norm: 2.3668, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3136, loss/aux0: 1.3136 2020-10-20 12:09:15,111 - mmaction - INFO - Epoch [188][260/396] lr: 5.064e-02, eta: 13:32:37, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5589, top5_acc: 0.7878, loss_cls: 1.8015, loss: 1.8015, grad_norm: 2.3573, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3016, loss/aux0: 1.3016 2020-10-20 12:09:51,637 - mmaction - INFO - Epoch [188][280/396] lr: 5.064e-02, eta: 13:31:55, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8068, loss_cls: 1.7326, loss: 1.7326, grad_norm: 2.3808, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3228, loss/aux0: 1.3228 2020-10-20 12:09:52,613 - mmaction - INFO - Epoch [188][280/396] lr: 5.064e-02, eta: 13:32:02, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5805, top5_acc: 0.8068, loss_cls: 1.7326, loss: 1.7326, grad_norm: 2.3825, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3331, loss/aux0: 1.3331 2020-10-20 12:10:29,332 - mmaction - INFO - Epoch [188][300/396] lr: 5.064e-02, eta: 13:31:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5617, top5_acc: 0.7987, loss_cls: 1.7545, loss: 1.7545, grad_norm: 2.4493, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3639, loss/aux0: 1.3639 2020-10-20 12:10:30,343 - mmaction - INFO - Epoch [188][300/396] lr: 5.064e-02, eta: 13:31:26, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5617, top5_acc: 0.7987, loss_cls: 1.7545, loss: 1.7545, grad_norm: 2.4268, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3643, loss/aux0: 1.3643 2020-10-20 12:11:06,858 - mmaction - INFO - Epoch [188][320/396] lr: 5.064e-02, eta: 13:30:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5768, top5_acc: 0.8125, loss_cls: 1.6955, loss: 1.6955, grad_norm: 2.4560, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3787, loss/aux0: 1.3787 2020-10-20 12:11:07,862 - mmaction - INFO - Epoch [188][320/396] lr: 5.064e-02, eta: 13:30:51, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5768, top5_acc: 0.8125, loss_cls: 1.6955, loss: 1.6955, grad_norm: 2.4448, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3774, loss/aux0: 1.3774 2020-10-20 12:11:44,383 - mmaction - INFO - Epoch [188][340/396] lr: 5.064e-02, eta: 13:30:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5737, top5_acc: 0.7977, loss_cls: 1.7396, loss: 1.7396, grad_norm: 2.3931, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.3496, loss/aux0: 1.3496 2020-10-20 12:11:45,410 - mmaction - INFO - Epoch [188][340/396] lr: 5.064e-02, eta: 13:30:15, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5737, top5_acc: 0.7977, loss_cls: 1.7396, loss: 1.7396, grad_norm: 2.4021, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8576, loss_cls/aux0: 1.3508, loss/aux0: 1.3508 2020-10-20 12:12:21,833 - mmaction - INFO - Epoch [188][360/396] lr: 5.064e-02, eta: 13:29:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5721, top5_acc: 0.8047, loss_cls: 1.7174, loss: 1.7174, grad_norm: 2.4195, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3689, loss/aux0: 1.3689 2020-10-20 12:12:22,789 - mmaction - INFO - Epoch [188][360/396] lr: 5.064e-02, eta: 13:29:40, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5721, top5_acc: 0.8047, loss_cls: 1.7174, loss: 1.7174, grad_norm: 2.4122, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.3714, loss/aux0: 1.3714 2020-10-20 12:12:59,311 - mmaction - INFO - Epoch [188][380/396] lr: 5.064e-02, eta: 13:28:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7878, loss_cls: 1.7744, loss: 1.7744, grad_norm: 2.3842, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3534, loss/aux0: 1.3534 2020-10-20 12:13:00,260 - mmaction - INFO - Epoch [188][380/396] lr: 5.064e-02, eta: 13:29:04, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5568, top5_acc: 0.7878, loss_cls: 1.7744, loss: 1.7744, grad_norm: 2.3818, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3463, loss/aux0: 1.3463 2020-10-20 12:17:47,453 - mmaction - INFO - Epoch [189][20/396] lr: 4.927e-02, eta: 13:27:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8161, loss_cls: 1.6587, loss: 1.6587, grad_norm: 2.3650, top1_acc/aux0: 0.6683, top5_acc/aux0: 0.8657, loss_cls/aux0: 1.3168, loss/aux0: 1.3168 2020-10-20 12:17:48,404 - mmaction - INFO - Epoch [189][20/396] lr: 4.927e-02, eta: 13:27:49, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8161, loss_cls: 1.6587, loss: 1.6587, grad_norm: 2.3479, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3102, loss/aux0: 1.3102 2020-10-20 12:18:24,661 - mmaction - INFO - Epoch [189][40/396] lr: 4.927e-02, eta: 13:27:07, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5924, top5_acc: 0.8133, loss_cls: 1.6500, loss: 1.6500, grad_norm: 2.3779, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3140, loss/aux0: 1.3140 2020-10-20 12:18:25,653 - mmaction - INFO - Epoch [189][40/396] lr: 4.927e-02, eta: 13:27:14, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.5924, top5_acc: 0.8133, loss_cls: 1.6500, loss: 1.6500, grad_norm: 2.3831, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3220, loss/aux0: 1.3220 2020-10-20 12:19:02,212 - mmaction - INFO - Epoch [189][60/396] lr: 4.927e-02, eta: 13:26:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8039, loss_cls: 1.6953, loss: 1.6953, grad_norm: 2.4072, top1_acc/aux0: 0.6510, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3701, loss/aux0: 1.3701 2020-10-20 12:19:03,139 - mmaction - INFO - Epoch [189][60/396] lr: 4.927e-02, eta: 13:26:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8039, loss_cls: 1.6953, loss: 1.6953, grad_norm: 2.3877, top1_acc/aux0: 0.6518, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3565, loss/aux0: 1.3565 2020-10-20 12:19:39,481 - mmaction - INFO - Epoch [189][80/396] lr: 4.927e-02, eta: 13:25:56, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8156, loss_cls: 1.6421, loss: 1.6421, grad_norm: 2.4407, top1_acc/aux0: 0.6628, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3120, loss/aux0: 1.3120 2020-10-20 12:19:40,435 - mmaction - INFO - Epoch [189][80/396] lr: 4.927e-02, eta: 13:26:03, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8156, loss_cls: 1.6421, loss: 1.6421, grad_norm: 2.4402, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3265, loss/aux0: 1.3265 2020-10-20 12:20:16,861 - mmaction - INFO - Epoch [189][100/396] lr: 4.927e-02, eta: 13:25:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5711, top5_acc: 0.8013, loss_cls: 1.7136, loss: 1.7136, grad_norm: 2.4266, top1_acc/aux0: 0.6497, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3638, loss/aux0: 1.3638 2020-10-20 12:20:17,844 - mmaction - INFO - Epoch [189][100/396] lr: 4.927e-02, eta: 13:25:27, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.5711, top5_acc: 0.8013, loss_cls: 1.7136, loss: 1.7136, grad_norm: 2.4198, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3632, loss/aux0: 1.3632 2020-10-20 12:20:54,478 - mmaction - INFO - Epoch [189][120/396] lr: 4.927e-02, eta: 13:24:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8193, loss_cls: 1.6605, loss: 1.6605, grad_norm: 2.4408, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.3592, loss/aux0: 1.3592 2020-10-20 12:20:55,424 - mmaction - INFO - Epoch [189][120/396] lr: 4.927e-02, eta: 13:24:52, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5878, top5_acc: 0.8193, loss_cls: 1.6605, loss: 1.6605, grad_norm: 2.4440, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3521, loss/aux0: 1.3521 2020-10-20 12:21:32,034 - mmaction - INFO - Epoch [189][140/396] lr: 4.927e-02, eta: 13:24:10, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8190, loss_cls: 1.6458, loss: 1.6458, grad_norm: 2.4383, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3500, loss/aux0: 1.3500 2020-10-20 12:21:32,954 - mmaction - INFO - Epoch [189][140/396] lr: 4.927e-02, eta: 13:24:16, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8190, loss_cls: 1.6458, loss: 1.6458, grad_norm: 2.4365, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8612, loss_cls/aux0: 1.3636, loss/aux0: 1.3636 2020-10-20 12:22:09,447 - mmaction - INFO - Epoch [189][160/396] lr: 4.927e-02, eta: 13:23:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8211, loss_cls: 1.6536, loss: 1.6536, grad_norm: 2.4059, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8607, loss_cls/aux0: 1.3853, loss/aux0: 1.3853 2020-10-20 12:22:10,408 - mmaction - INFO - Epoch [189][160/396] lr: 4.927e-02, eta: 13:23:41, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8211, loss_cls: 1.6536, loss: 1.6536, grad_norm: 2.4164, top1_acc/aux0: 0.6523, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3781, loss/aux0: 1.3781 2020-10-20 12:22:46,961 - mmaction - INFO - Epoch [189][180/396] lr: 4.927e-02, eta: 13:22:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5792, top5_acc: 0.8102, loss_cls: 1.6715, loss: 1.6715, grad_norm: 2.4139, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3262, loss/aux0: 1.3262 2020-10-20 12:22:47,925 - mmaction - INFO - Epoch [189][180/396] lr: 4.927e-02, eta: 13:23:05, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5792, top5_acc: 0.8102, loss_cls: 1.6715, loss: 1.6715, grad_norm: 2.4267, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3305, loss/aux0: 1.3305 2020-10-20 12:23:24,512 - mmaction - INFO - Epoch [189][200/396] lr: 4.927e-02, eta: 13:22:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5633, top5_acc: 0.8021, loss_cls: 1.7227, loss: 1.7227, grad_norm: 2.4272, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3425, loss/aux0: 1.3425 2020-10-20 12:23:25,467 - mmaction - INFO - Epoch [189][200/396] lr: 4.927e-02, eta: 13:22:30, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5633, top5_acc: 0.8021, loss_cls: 1.7227, loss: 1.7227, grad_norm: 2.4222, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3302, loss/aux0: 1.3302 2020-10-20 12:24:02,031 - mmaction - INFO - Epoch [189][220/396] lr: 4.927e-02, eta: 13:21:48, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5940, top5_acc: 0.8115, loss_cls: 1.6824, loss: 1.6824, grad_norm: 2.4899, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3495, loss/aux0: 1.3495 2020-10-20 12:24:02,990 - mmaction - INFO - Epoch [189][220/396] lr: 4.927e-02, eta: 13:21:54, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5940, top5_acc: 0.8115, loss_cls: 1.6824, loss: 1.6824, grad_norm: 2.4937, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3557, loss/aux0: 1.3557 2020-10-20 12:24:39,638 - mmaction - INFO - Epoch [189][240/396] lr: 4.927e-02, eta: 13:21:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5753, top5_acc: 0.8018, loss_cls: 1.7331, loss: 1.7331, grad_norm: 2.4454, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3253, loss/aux0: 1.3253 2020-10-20 12:24:40,627 - mmaction - INFO - Epoch [189][240/396] lr: 4.927e-02, eta: 13:21:19, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5753, top5_acc: 0.8018, loss_cls: 1.7331, loss: 1.7331, grad_norm: 2.4548, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3330, loss/aux0: 1.3330 2020-10-20 12:25:17,297 - mmaction - INFO - Epoch [189][260/396] lr: 4.927e-02, eta: 13:20:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8078, loss_cls: 1.6727, loss: 1.6727, grad_norm: 2.4049, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3339, loss/aux0: 1.3339 2020-10-20 12:25:18,311 - mmaction - INFO - Epoch [189][260/396] lr: 4.927e-02, eta: 13:20:43, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8078, loss_cls: 1.6727, loss: 1.6727, grad_norm: 2.4106, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3365, loss/aux0: 1.3365 2020-10-20 12:25:54,863 - mmaction - INFO - Epoch [189][280/396] lr: 4.927e-02, eta: 13:20:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5828, top5_acc: 0.8099, loss_cls: 1.7001, loss: 1.7001, grad_norm: 2.4138, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3407, loss/aux0: 1.3407 2020-10-20 12:25:55,831 - mmaction - INFO - Epoch [189][280/396] lr: 4.927e-02, eta: 13:20:08, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5828, top5_acc: 0.8099, loss_cls: 1.7001, loss: 1.7001, grad_norm: 2.4039, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3305, loss/aux0: 1.3305 2020-10-20 12:26:32,425 - mmaction - INFO - Epoch [189][300/396] lr: 4.927e-02, eta: 13:19:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8021, loss_cls: 1.6992, loss: 1.6992, grad_norm: 2.4749, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.3039, loss/aux0: 1.3039 2020-10-20 12:26:33,445 - mmaction - INFO - Epoch [189][300/396] lr: 4.927e-02, eta: 13:19:32, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8021, loss_cls: 1.6992, loss: 1.6992, grad_norm: 2.4787, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3058, loss/aux0: 1.3058 2020-10-20 12:27:10,167 - mmaction - INFO - Epoch [189][320/396] lr: 4.927e-02, eta: 13:18:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5581, top5_acc: 0.8000, loss_cls: 1.7579, loss: 1.7579, grad_norm: 2.4638, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3404, loss/aux0: 1.3404 2020-10-20 12:27:11,183 - mmaction - INFO - Epoch [189][320/396] lr: 4.927e-02, eta: 13:18:57, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.5581, top5_acc: 0.8000, loss_cls: 1.7579, loss: 1.7579, grad_norm: 2.4648, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8633, loss_cls/aux0: 1.3468, loss/aux0: 1.3468 2020-10-20 12:27:47,718 - mmaction - INFO - Epoch [189][340/396] lr: 4.927e-02, eta: 13:18:15, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8031, loss_cls: 1.6942, loss: 1.6942, grad_norm: 2.3882, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3282, loss/aux0: 1.3282 2020-10-20 12:27:48,689 - mmaction - INFO - Epoch [189][340/396] lr: 4.927e-02, eta: 13:18:21, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.5747, top5_acc: 0.8031, loss_cls: 1.6942, loss: 1.6942, grad_norm: 2.3791, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3144, loss/aux0: 1.3144 2020-10-20 12:28:25,251 - mmaction - INFO - Epoch [189][360/396] lr: 4.927e-02, eta: 13:17:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5849, top5_acc: 0.8169, loss_cls: 1.6609, loss: 1.6609, grad_norm: 2.4313, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3046, loss/aux0: 1.3046 2020-10-20 12:28:26,191 - mmaction - INFO - Epoch [189][360/396] lr: 4.927e-02, eta: 13:17:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5849, top5_acc: 0.8169, loss_cls: 1.6609, loss: 1.6609, grad_norm: 2.4283, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3070, loss/aux0: 1.3070 2020-10-20 12:29:02,789 - mmaction - INFO - Epoch [189][380/396] lr: 4.927e-02, eta: 13:17:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5763, top5_acc: 0.8049, loss_cls: 1.7196, loss: 1.7196, grad_norm: 2.4784, top1_acc/aux0: 0.6565, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3524, loss/aux0: 1.3524 2020-10-20 12:29:03,748 - mmaction - INFO - Epoch [189][380/396] lr: 4.927e-02, eta: 13:17:10, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5763, top5_acc: 0.8049, loss_cls: 1.7196, loss: 1.7196, grad_norm: 2.4649, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3448, loss/aux0: 1.3448 2020-10-20 12:33:37,489 - mmaction - INFO - Epoch [190][20/396] lr: 4.791e-02, eta: 13:15:49, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.5789, top5_acc: 0.8047, loss_cls: 1.6974, loss: 1.6974, grad_norm: 2.4310, top1_acc/aux0: 0.6524, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3713, loss/aux0: 1.3713 2020-10-20 12:33:38,473 - mmaction - INFO - Epoch [190][20/396] lr: 4.791e-02, eta: 13:15:56, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.5789, top5_acc: 0.8047, loss_cls: 1.6974, loss: 1.6974, grad_norm: 2.4321, top1_acc/aux0: 0.6508, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3770, loss/aux0: 1.3770 2020-10-20 12:34:14,970 - mmaction - INFO - Epoch [190][40/396] lr: 4.791e-02, eta: 13:15:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5937, top5_acc: 0.8148, loss_cls: 1.6489, loss: 1.6489, grad_norm: 2.4175, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3454, loss/aux0: 1.3454 2020-10-20 12:34:15,940 - mmaction - INFO - Epoch [190][40/396] lr: 4.791e-02, eta: 13:15:20, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5937, top5_acc: 0.8148, loss_cls: 1.6489, loss: 1.6489, grad_norm: 2.3951, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3408, loss/aux0: 1.3408 2020-10-20 12:34:52,448 - mmaction - INFO - Epoch [190][60/396] lr: 4.791e-02, eta: 13:14:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8203, loss_cls: 1.6322, loss: 1.6322, grad_norm: 2.4260, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3023, loss/aux0: 1.3023 2020-10-20 12:34:53,414 - mmaction - INFO - Epoch [190][60/396] lr: 4.791e-02, eta: 13:14:45, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5971, top5_acc: 0.8203, loss_cls: 1.6322, loss: 1.6322, grad_norm: 2.4368, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3071, loss/aux0: 1.3071 2020-10-20 12:35:29,918 - mmaction - INFO - Epoch [190][80/396] lr: 4.791e-02, eta: 13:14:03, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5747, top5_acc: 0.7984, loss_cls: 1.7287, loss: 1.7287, grad_norm: 2.4336, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3666, loss/aux0: 1.3666 2020-10-20 12:35:30,850 - mmaction - INFO - Epoch [190][80/396] lr: 4.791e-02, eta: 13:14:09, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5747, top5_acc: 0.7984, loss_cls: 1.7287, loss: 1.7287, grad_norm: 2.4256, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3548, loss/aux0: 1.3548 2020-10-20 12:36:07,185 - mmaction - INFO - Epoch [190][100/396] lr: 4.791e-02, eta: 13:13:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8143, loss_cls: 1.6453, loss: 1.6453, grad_norm: 2.4379, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3234, loss/aux0: 1.3234 2020-10-20 12:36:08,143 - mmaction - INFO - Epoch [190][100/396] lr: 4.791e-02, eta: 13:13:34, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8143, loss_cls: 1.6453, loss: 1.6453, grad_norm: 2.4268, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3168, loss/aux0: 1.3168 2020-10-20 12:36:44,742 - mmaction - INFO - Epoch [190][120/396] lr: 4.791e-02, eta: 13:12:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5815, top5_acc: 0.8091, loss_cls: 1.6920, loss: 1.6920, grad_norm: 2.4757, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3354, loss/aux0: 1.3354 2020-10-20 12:36:45,675 - mmaction - INFO - Epoch [190][120/396] lr: 4.791e-02, eta: 13:12:58, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5815, top5_acc: 0.8091, loss_cls: 1.6920, loss: 1.6920, grad_norm: 2.4768, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3488, loss/aux0: 1.3488 2020-10-20 12:37:22,227 - mmaction - INFO - Epoch [190][140/396] lr: 4.791e-02, eta: 13:12:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8190, loss_cls: 1.6300, loss: 1.6300, grad_norm: 2.4040, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8602, loss_cls/aux0: 1.3785, loss/aux0: 1.3785 2020-10-20 12:37:23,183 - mmaction - INFO - Epoch [190][140/396] lr: 4.791e-02, eta: 13:12:23, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8190, loss_cls: 1.6300, loss: 1.6300, grad_norm: 2.4115, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8591, loss_cls/aux0: 1.3767, loss/aux0: 1.3767 2020-10-20 12:37:59,797 - mmaction - INFO - Epoch [190][160/396] lr: 4.791e-02, eta: 13:11:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8042, loss_cls: 1.6841, loss: 1.6841, grad_norm: 2.3837, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3171, loss/aux0: 1.3171 2020-10-20 12:38:00,756 - mmaction - INFO - Epoch [190][160/396] lr: 4.791e-02, eta: 13:11:47, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8042, loss_cls: 1.6841, loss: 1.6841, grad_norm: 2.3980, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3244, loss/aux0: 1.3244 2020-10-20 12:38:37,309 - mmaction - INFO - Epoch [190][180/396] lr: 4.791e-02, eta: 13:11:05, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8076, loss_cls: 1.6895, loss: 1.6895, grad_norm: 2.4887, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3020, loss/aux0: 1.3020 2020-10-20 12:38:38,305 - mmaction - INFO - Epoch [190][180/396] lr: 4.791e-02, eta: 13:11:12, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8076, loss_cls: 1.6895, loss: 1.6895, grad_norm: 2.5034, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3036, loss/aux0: 1.3036 2020-10-20 12:39:14,889 - mmaction - INFO - Epoch [190][200/396] lr: 4.791e-02, eta: 13:10:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8057, loss_cls: 1.6969, loss: 1.6969, grad_norm: 2.4211, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.3639, loss/aux0: 1.3639 2020-10-20 12:39:15,844 - mmaction - INFO - Epoch [190][200/396] lr: 4.791e-02, eta: 13:10:36, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8057, loss_cls: 1.6969, loss: 1.6969, grad_norm: 2.4242, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3515, loss/aux0: 1.3515 2020-10-20 12:39:52,324 - mmaction - INFO - Epoch [190][220/396] lr: 4.791e-02, eta: 13:09:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5789, top5_acc: 0.8044, loss_cls: 1.7005, loss: 1.7005, grad_norm: 2.4141, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3290, loss/aux0: 1.3290 2020-10-20 12:39:53,332 - mmaction - INFO - Epoch [190][220/396] lr: 4.791e-02, eta: 13:10:01, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5789, top5_acc: 0.8044, loss_cls: 1.7005, loss: 1.7005, grad_norm: 2.4200, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3376, loss/aux0: 1.3376 2020-10-20 12:40:29,903 - mmaction - INFO - Epoch [190][240/396] lr: 4.791e-02, eta: 13:09:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5839, top5_acc: 0.8065, loss_cls: 1.6780, loss: 1.6780, grad_norm: 2.4316, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3240, loss/aux0: 1.3240 2020-10-20 12:40:30,897 - mmaction - INFO - Epoch [190][240/396] lr: 4.791e-02, eta: 13:09:25, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5839, top5_acc: 0.8065, loss_cls: 1.6780, loss: 1.6780, grad_norm: 2.4250, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3222, loss/aux0: 1.3222 2020-10-20 12:41:07,449 - mmaction - INFO - Epoch [190][260/396] lr: 4.791e-02, eta: 13:08:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5716, top5_acc: 0.7987, loss_cls: 1.7265, loss: 1.7265, grad_norm: 2.5347, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3116, loss/aux0: 1.3116 2020-10-20 12:41:08,479 - mmaction - INFO - Epoch [190][260/396] lr: 4.791e-02, eta: 13:08:50, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5716, top5_acc: 0.7987, loss_cls: 1.7265, loss: 1.7265, grad_norm: 2.5468, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3025, loss/aux0: 1.3025 2020-10-20 12:41:45,146 - mmaction - INFO - Epoch [190][280/396] lr: 4.791e-02, eta: 13:08:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8029, loss_cls: 1.6907, loss: 1.6907, grad_norm: 2.4860, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3826, loss/aux0: 1.3826 2020-10-20 12:41:46,154 - mmaction - INFO - Epoch [190][280/396] lr: 4.791e-02, eta: 13:08:14, time: 0.944, data_time: 0.004, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8029, loss_cls: 1.6907, loss: 1.6907, grad_norm: 2.4735, top1_acc/aux0: 0.6437, top5_acc/aux0: 0.8622, loss_cls/aux0: 1.3884, loss/aux0: 1.3884 2020-10-20 12:42:22,645 - mmaction - INFO - Epoch [190][300/396] lr: 4.791e-02, eta: 13:07:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8078, loss_cls: 1.6604, loss: 1.6604, grad_norm: 2.4145, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2595, loss/aux0: 1.2595 2020-10-20 12:42:23,648 - mmaction - INFO - Epoch [190][300/396] lr: 4.791e-02, eta: 13:07:39, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8078, loss_cls: 1.6604, loss: 1.6604, grad_norm: 2.4133, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2677, loss/aux0: 1.2677 2020-10-20 12:43:00,260 - mmaction - INFO - Epoch [190][320/396] lr: 4.791e-02, eta: 13:06:57, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5742, top5_acc: 0.8130, loss_cls: 1.6737, loss: 1.6737, grad_norm: 2.5118, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3390, loss/aux0: 1.3390 2020-10-20 12:43:01,221 - mmaction - INFO - Epoch [190][320/396] lr: 4.791e-02, eta: 13:07:03, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5742, top5_acc: 0.8130, loss_cls: 1.6737, loss: 1.6737, grad_norm: 2.5154, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3272, loss/aux0: 1.3272 2020-10-20 12:43:37,790 - mmaction - INFO - Epoch [190][340/396] lr: 4.791e-02, eta: 13:06:21, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8188, loss_cls: 1.6174, loss: 1.6174, grad_norm: 2.4046, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3028, loss/aux0: 1.3028 2020-10-20 12:43:38,752 - mmaction - INFO - Epoch [190][340/396] lr: 4.791e-02, eta: 13:06:28, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8188, loss_cls: 1.6174, loss: 1.6174, grad_norm: 2.4108, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2998, loss/aux0: 1.2998 2020-10-20 12:44:15,554 - mmaction - INFO - Epoch [190][360/396] lr: 4.791e-02, eta: 13:05:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5839, top5_acc: 0.8195, loss_cls: 1.6502, loss: 1.6502, grad_norm: 2.4872, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3001, loss/aux0: 1.3001 2020-10-20 12:44:16,536 - mmaction - INFO - Epoch [190][360/396] lr: 4.791e-02, eta: 13:05:52, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5839, top5_acc: 0.8195, loss_cls: 1.6502, loss: 1.6502, grad_norm: 2.5021, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3051, loss/aux0: 1.3051 2020-10-20 12:44:53,191 - mmaction - INFO - Epoch [190][380/396] lr: 4.791e-02, eta: 13:05:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8049, loss_cls: 1.7292, loss: 1.7292, grad_norm: 2.4798, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3555, loss/aux0: 1.3555 2020-10-20 12:44:54,158 - mmaction - INFO - Epoch [190][380/396] lr: 4.791e-02, eta: 13:05:17, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5766, top5_acc: 0.8049, loss_cls: 1.7292, loss: 1.7292, grad_norm: 2.4641, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3472, loss/aux0: 1.3472 2020-10-20 12:49:38,438 - mmaction - INFO - Epoch [191][20/396] lr: 4.657e-02, eta: 13:03:56, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5961, top5_acc: 0.8187, loss_cls: 1.6647, loss: 1.6647, grad_norm: 2.4176, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2802, loss/aux0: 1.2802 2020-10-20 12:49:39,397 - mmaction - INFO - Epoch [191][20/396] lr: 4.657e-02, eta: 13:04:03, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5961, top5_acc: 0.8187, loss_cls: 1.6647, loss: 1.6647, grad_norm: 2.4042, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2673, loss/aux0: 1.2673 2020-10-20 12:50:15,740 - mmaction - INFO - Epoch [191][40/396] lr: 4.657e-02, eta: 13:03:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5831, top5_acc: 0.8016, loss_cls: 1.6878, loss: 1.6878, grad_norm: 2.4657, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3058, loss/aux0: 1.3058 2020-10-20 12:50:16,707 - mmaction - INFO - Epoch [191][40/396] lr: 4.657e-02, eta: 13:03:27, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5831, top5_acc: 0.8016, loss_cls: 1.6878, loss: 1.6878, grad_norm: 2.4687, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3222, loss/aux0: 1.3222 2020-10-20 12:50:53,206 - mmaction - INFO - Epoch [191][60/396] lr: 4.657e-02, eta: 13:02:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8177, loss_cls: 1.6327, loss: 1.6327, grad_norm: 2.4907, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3403, loss/aux0: 1.3403 2020-10-20 12:50:54,178 - mmaction - INFO - Epoch [191][60/396] lr: 4.657e-02, eta: 13:02:51, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8177, loss_cls: 1.6327, loss: 1.6327, grad_norm: 2.4864, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8680, loss_cls/aux0: 1.3303, loss/aux0: 1.3303 2020-10-20 12:51:30,864 - mmaction - INFO - Epoch [191][80/396] lr: 4.657e-02, eta: 13:02:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5990, top5_acc: 0.8201, loss_cls: 1.6093, loss: 1.6093, grad_norm: 2.4586, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3215, loss/aux0: 1.3215 2020-10-20 12:51:31,855 - mmaction - INFO - Epoch [191][80/396] lr: 4.657e-02, eta: 13:02:16, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5990, top5_acc: 0.8201, loss_cls: 1.6093, loss: 1.6093, grad_norm: 2.4427, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3273, loss/aux0: 1.3273 2020-10-20 12:52:08,342 - mmaction - INFO - Epoch [191][100/396] lr: 4.657e-02, eta: 13:01:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5836, top5_acc: 0.8055, loss_cls: 1.7049, loss: 1.7049, grad_norm: 2.3987, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2887, loss/aux0: 1.2887 2020-10-20 12:52:09,333 - mmaction - INFO - Epoch [191][100/396] lr: 4.657e-02, eta: 13:01:40, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5836, top5_acc: 0.8055, loss_cls: 1.7049, loss: 1.7049, grad_norm: 2.4144, top1_acc/aux0: 0.6669, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2946, loss/aux0: 1.2946 2020-10-20 12:52:45,908 - mmaction - INFO - Epoch [191][120/396] lr: 4.657e-02, eta: 13:00:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8023, loss_cls: 1.6982, loss: 1.6982, grad_norm: 2.4432, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3117, loss/aux0: 1.3117 2020-10-20 12:52:46,869 - mmaction - INFO - Epoch [191][120/396] lr: 4.657e-02, eta: 13:01:05, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5846, top5_acc: 0.8023, loss_cls: 1.6982, loss: 1.6982, grad_norm: 2.4357, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3027, loss/aux0: 1.3027 2020-10-20 12:53:23,425 - mmaction - INFO - Epoch [191][140/396] lr: 4.657e-02, eta: 13:00:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8070, loss_cls: 1.6593, loss: 1.6593, grad_norm: 2.4025, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3251, loss/aux0: 1.3251 2020-10-20 12:53:24,387 - mmaction - INFO - Epoch [191][140/396] lr: 4.657e-02, eta: 13:00:29, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8070, loss_cls: 1.6593, loss: 1.6593, grad_norm: 2.3932, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3263, loss/aux0: 1.3263 2020-10-20 12:54:00,871 - mmaction - INFO - Epoch [191][160/396] lr: 4.657e-02, eta: 12:59:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8203, loss_cls: 1.6386, loss: 1.6386, grad_norm: 2.4813, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2476, loss/aux0: 1.2476 2020-10-20 12:54:01,814 - mmaction - INFO - Epoch [191][160/396] lr: 4.657e-02, eta: 12:59:54, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8203, loss_cls: 1.6386, loss: 1.6386, grad_norm: 2.4662, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2446, loss/aux0: 1.2446 2020-10-20 12:54:38,406 - mmaction - INFO - Epoch [191][180/396] lr: 4.657e-02, eta: 12:59:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5716, top5_acc: 0.8031, loss_cls: 1.7015, loss: 1.7015, grad_norm: 2.4731, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3143, loss/aux0: 1.3143 2020-10-20 12:54:39,350 - mmaction - INFO - Epoch [191][180/396] lr: 4.657e-02, eta: 12:59:18, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5716, top5_acc: 0.8031, loss_cls: 1.7015, loss: 1.7015, grad_norm: 2.4825, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3245, loss/aux0: 1.3245 2020-10-20 12:55:16,006 - mmaction - INFO - Epoch [191][200/396] lr: 4.657e-02, eta: 12:58:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8089, loss_cls: 1.6767, loss: 1.6767, grad_norm: 2.4891, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3442, loss/aux0: 1.3442 2020-10-20 12:55:17,033 - mmaction - INFO - Epoch [191][200/396] lr: 4.657e-02, eta: 12:58:43, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8089, loss_cls: 1.6767, loss: 1.6767, grad_norm: 2.4900, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3450, loss/aux0: 1.3450 2020-10-20 12:55:53,588 - mmaction - INFO - Epoch [191][220/396] lr: 4.657e-02, eta: 12:58:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8052, loss_cls: 1.6974, loss: 1.6974, grad_norm: 2.4481, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3254, loss/aux0: 1.3254 2020-10-20 12:55:54,607 - mmaction - INFO - Epoch [191][220/396] lr: 4.657e-02, eta: 12:58:07, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8052, loss_cls: 1.6974, loss: 1.6974, grad_norm: 2.4851, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3364, loss/aux0: 1.3364 2020-10-20 12:56:31,116 - mmaction - INFO - Epoch [191][240/396] lr: 4.657e-02, eta: 12:57:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5755, top5_acc: 0.7990, loss_cls: 1.7328, loss: 1.7328, grad_norm: 2.4271, top1_acc/aux0: 0.6596, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3444, loss/aux0: 1.3444 2020-10-20 12:56:32,082 - mmaction - INFO - Epoch [191][240/396] lr: 4.657e-02, eta: 12:57:32, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5755, top5_acc: 0.7990, loss_cls: 1.7328, loss: 1.7328, grad_norm: 2.4135, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.3184, loss/aux0: 1.3184 2020-10-20 12:57:08,679 - mmaction - INFO - Epoch [191][260/396] lr: 4.657e-02, eta: 12:56:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8031, loss_cls: 1.7201, loss: 1.7201, grad_norm: 2.4500, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3023, loss/aux0: 1.3023 2020-10-20 12:57:09,689 - mmaction - INFO - Epoch [191][260/396] lr: 4.657e-02, eta: 12:56:56, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.5714, top5_acc: 0.8031, loss_cls: 1.7201, loss: 1.7201, grad_norm: 2.4408, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3107, loss/aux0: 1.3107 2020-10-20 12:57:46,282 - mmaction - INFO - Epoch [191][280/396] lr: 4.657e-02, eta: 12:56:15, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5768, top5_acc: 0.8091, loss_cls: 1.6932, loss: 1.6932, grad_norm: 2.4581, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3539, loss/aux0: 1.3539 2020-10-20 12:57:47,254 - mmaction - INFO - Epoch [191][280/396] lr: 4.657e-02, eta: 12:56:21, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5768, top5_acc: 0.8091, loss_cls: 1.6932, loss: 1.6932, grad_norm: 2.4586, top1_acc/aux0: 0.6555, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3605, loss/aux0: 1.3605 2020-10-20 12:58:23,894 - mmaction - INFO - Epoch [191][300/396] lr: 4.657e-02, eta: 12:55:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8203, loss_cls: 1.6414, loss: 1.6414, grad_norm: 2.4472, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2822, loss/aux0: 1.2822 2020-10-20 12:58:24,892 - mmaction - INFO - Epoch [191][300/396] lr: 4.657e-02, eta: 12:55:45, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8203, loss_cls: 1.6414, loss: 1.6414, grad_norm: 2.4595, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2782, loss/aux0: 1.2782 2020-10-20 12:59:01,391 - mmaction - INFO - Epoch [191][320/396] lr: 4.657e-02, eta: 12:55:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8057, loss_cls: 1.6931, loss: 1.6931, grad_norm: 2.4996, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3473, loss/aux0: 1.3473 2020-10-20 12:59:02,346 - mmaction - INFO - Epoch [191][320/396] lr: 4.657e-02, eta: 12:55:10, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5734, top5_acc: 0.8057, loss_cls: 1.6931, loss: 1.6931, grad_norm: 2.4962, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3405, loss/aux0: 1.3405 2020-10-20 12:59:39,031 - mmaction - INFO - Epoch [191][340/396] lr: 4.657e-02, eta: 12:54:28, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.5807, top5_acc: 0.8036, loss_cls: 1.7052, loss: 1.7052, grad_norm: 2.5296, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3289, loss/aux0: 1.3289 2020-10-20 12:59:39,985 - mmaction - INFO - Epoch [191][340/396] lr: 4.657e-02, eta: 12:54:34, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.5807, top5_acc: 0.8036, loss_cls: 1.7052, loss: 1.7052, grad_norm: 2.5388, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3394, loss/aux0: 1.3394 2020-10-20 13:00:16,668 - mmaction - INFO - Epoch [191][360/396] lr: 4.657e-02, eta: 12:53:53, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.5625, top5_acc: 0.8000, loss_cls: 1.7411, loss: 1.7411, grad_norm: 2.4980, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3556, loss/aux0: 1.3556 2020-10-20 13:00:17,639 - mmaction - INFO - Epoch [191][360/396] lr: 4.657e-02, eta: 12:53:59, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5625, top5_acc: 0.8000, loss_cls: 1.7411, loss: 1.7411, grad_norm: 2.4967, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3438, loss/aux0: 1.3438 2020-10-20 13:00:54,239 - mmaction - INFO - Epoch [191][380/396] lr: 4.657e-02, eta: 12:53:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5945, top5_acc: 0.8109, loss_cls: 1.6443, loss: 1.6443, grad_norm: 2.4341, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3393, loss/aux0: 1.3393 2020-10-20 13:00:55,194 - mmaction - INFO - Epoch [191][380/396] lr: 4.657e-02, eta: 12:53:24, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5945, top5_acc: 0.8109, loss_cls: 1.6443, loss: 1.6443, grad_norm: 2.4355, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8638, loss_cls/aux0: 1.3511, loss/aux0: 1.3511 2020-10-20 13:05:24,102 - mmaction - INFO - Epoch [192][20/396] lr: 4.524e-02, eta: 12:52:03, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.5857, top5_acc: 0.8242, loss_cls: 1.6332, loss: 1.6332, grad_norm: 2.4758, top1_acc/aux0: 0.6746, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3101, loss/aux0: 1.3101 2020-10-20 13:05:25,059 - mmaction - INFO - Epoch [192][20/396] lr: 4.524e-02, eta: 12:52:09, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.5857, top5_acc: 0.8242, loss_cls: 1.6332, loss: 1.6332, grad_norm: 2.4876, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3139, loss/aux0: 1.3139 2020-10-20 13:06:01,547 - mmaction - INFO - Epoch [192][40/396] lr: 4.524e-02, eta: 12:51:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5917, top5_acc: 0.8049, loss_cls: 1.6760, loss: 1.6760, grad_norm: 2.5042, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3150, loss/aux0: 1.3150 2020-10-20 13:06:02,510 - mmaction - INFO - Epoch [192][40/396] lr: 4.524e-02, eta: 12:51:34, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5917, top5_acc: 0.8049, loss_cls: 1.6760, loss: 1.6760, grad_norm: 2.5125, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3135, loss/aux0: 1.3135 2020-10-20 13:06:38,973 - mmaction - INFO - Epoch [192][60/396] lr: 4.524e-02, eta: 12:50:52, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8182, loss_cls: 1.6442, loss: 1.6442, grad_norm: 2.3710, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2818, loss/aux0: 1.2818 2020-10-20 13:06:39,975 - mmaction - INFO - Epoch [192][60/396] lr: 4.524e-02, eta: 12:50:58, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5911, top5_acc: 0.8182, loss_cls: 1.6442, loss: 1.6442, grad_norm: 2.3711, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2839, loss/aux0: 1.2839 2020-10-20 13:07:16,464 - mmaction - INFO - Epoch [192][80/396] lr: 4.524e-02, eta: 12:50:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5755, top5_acc: 0.8031, loss_cls: 1.7219, loss: 1.7219, grad_norm: 2.4877, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3222, loss/aux0: 1.3222 2020-10-20 13:07:17,416 - mmaction - INFO - Epoch [192][80/396] lr: 4.524e-02, eta: 12:50:23, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5755, top5_acc: 0.8031, loss_cls: 1.7219, loss: 1.7219, grad_norm: 2.4824, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3108, loss/aux0: 1.3108 2020-10-20 13:07:53,850 - mmaction - INFO - Epoch [192][100/396] lr: 4.524e-02, eta: 12:49:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5951, top5_acc: 0.8174, loss_cls: 1.6318, loss: 1.6318, grad_norm: 2.5248, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3217, loss/aux0: 1.3217 2020-10-20 13:07:54,809 - mmaction - INFO - Epoch [192][100/396] lr: 4.524e-02, eta: 12:49:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5951, top5_acc: 0.8174, loss_cls: 1.6318, loss: 1.6318, grad_norm: 2.5345, top1_acc/aux0: 0.6607, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3341, loss/aux0: 1.3341 2020-10-20 13:08:31,272 - mmaction - INFO - Epoch [192][120/396] lr: 4.524e-02, eta: 12:49:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8133, loss_cls: 1.6541, loss: 1.6541, grad_norm: 2.5855, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3532, loss/aux0: 1.3532 2020-10-20 13:08:32,294 - mmaction - INFO - Epoch [192][120/396] lr: 4.524e-02, eta: 12:49:12, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8133, loss_cls: 1.6541, loss: 1.6541, grad_norm: 2.5834, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8617, loss_cls/aux0: 1.3538, loss/aux0: 1.3538 2020-10-20 13:09:08,824 - mmaction - INFO - Epoch [192][140/396] lr: 4.524e-02, eta: 12:48:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5789, top5_acc: 0.8107, loss_cls: 1.6891, loss: 1.6891, grad_norm: 2.5272, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2878, loss/aux0: 1.2878 2020-10-20 13:09:09,857 - mmaction - INFO - Epoch [192][140/396] lr: 4.524e-02, eta: 12:48:36, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5789, top5_acc: 0.8107, loss_cls: 1.6891, loss: 1.6891, grad_norm: 2.5102, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2801, loss/aux0: 1.2801 2020-10-20 13:09:46,308 - mmaction - INFO - Epoch [192][160/396] lr: 4.524e-02, eta: 12:47:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5859, top5_acc: 0.8107, loss_cls: 1.6864, loss: 1.6864, grad_norm: 2.5014, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3009, loss/aux0: 1.3009 2020-10-20 13:09:47,328 - mmaction - INFO - Epoch [192][160/396] lr: 4.524e-02, eta: 12:48:01, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5859, top5_acc: 0.8107, loss_cls: 1.6864, loss: 1.6864, grad_norm: 2.4829, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2914, loss/aux0: 1.2914 2020-10-20 13:10:23,928 - mmaction - INFO - Epoch [192][180/396] lr: 4.524e-02, eta: 12:47:19, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5948, top5_acc: 0.8143, loss_cls: 1.6681, loss: 1.6681, grad_norm: 2.4874, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3148, loss/aux0: 1.3148 2020-10-20 13:10:24,936 - mmaction - INFO - Epoch [192][180/396] lr: 4.524e-02, eta: 12:47:25, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5948, top5_acc: 0.8143, loss_cls: 1.6681, loss: 1.6681, grad_norm: 2.4737, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3243, loss/aux0: 1.3243 2020-10-20 13:11:01,404 - mmaction - INFO - Epoch [192][200/396] lr: 4.524e-02, eta: 12:46:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5779, top5_acc: 0.8089, loss_cls: 1.6978, loss: 1.6978, grad_norm: 2.4852, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3078, loss/aux0: 1.3078 2020-10-20 13:11:02,363 - mmaction - INFO - Epoch [192][200/396] lr: 4.524e-02, eta: 12:46:50, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5779, top5_acc: 0.8089, loss_cls: 1.6978, loss: 1.6978, grad_norm: 2.4973, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3141, loss/aux0: 1.3141 2020-10-20 13:11:38,879 - mmaction - INFO - Epoch [192][220/396] lr: 4.524e-02, eta: 12:46:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8047, loss_cls: 1.7472, loss: 1.7472, grad_norm: 2.4114, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2631, loss/aux0: 1.2631 2020-10-20 13:11:39,847 - mmaction - INFO - Epoch [192][220/396] lr: 4.524e-02, eta: 12:46:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5727, top5_acc: 0.8047, loss_cls: 1.7472, loss: 1.7472, grad_norm: 2.4235, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2648, loss/aux0: 1.2648 2020-10-20 13:12:16,393 - mmaction - INFO - Epoch [192][240/396] lr: 4.524e-02, eta: 12:45:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5755, top5_acc: 0.7982, loss_cls: 1.7190, loss: 1.7190, grad_norm: 2.5119, top1_acc/aux0: 0.6586, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3414, loss/aux0: 1.3414 2020-10-20 13:12:17,341 - mmaction - INFO - Epoch [192][240/396] lr: 4.524e-02, eta: 12:45:38, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5755, top5_acc: 0.7982, loss_cls: 1.7190, loss: 1.7190, grad_norm: 2.5257, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3430, loss/aux0: 1.3430 2020-10-20 13:12:53,865 - mmaction - INFO - Epoch [192][260/396] lr: 4.524e-02, eta: 12:44:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8122, loss_cls: 1.6962, loss: 1.6962, grad_norm: 2.5102, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.3443, loss/aux0: 1.3443 2020-10-20 13:12:54,803 - mmaction - INFO - Epoch [192][260/396] lr: 4.524e-02, eta: 12:45:03, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8122, loss_cls: 1.6962, loss: 1.6962, grad_norm: 2.5146, top1_acc/aux0: 0.6685, top5_acc/aux0: 0.8628, loss_cls/aux0: 1.3385, loss/aux0: 1.3385 2020-10-20 13:13:31,414 - mmaction - INFO - Epoch [192][280/396] lr: 4.524e-02, eta: 12:44:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5930, top5_acc: 0.8107, loss_cls: 1.6607, loss: 1.6607, grad_norm: 2.4863, top1_acc/aux0: 0.6633, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3490, loss/aux0: 1.3490 2020-10-20 13:13:32,373 - mmaction - INFO - Epoch [192][280/396] lr: 4.524e-02, eta: 12:44:27, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5930, top5_acc: 0.8107, loss_cls: 1.6607, loss: 1.6607, grad_norm: 2.4977, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3493, loss/aux0: 1.3493 2020-10-20 13:14:08,986 - mmaction - INFO - Epoch [192][300/396] lr: 4.524e-02, eta: 12:43:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8008, loss_cls: 1.6896, loss: 1.6896, grad_norm: 2.4881, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2756, loss/aux0: 1.2756 2020-10-20 13:14:09,939 - mmaction - INFO - Epoch [192][300/396] lr: 4.524e-02, eta: 12:43:52, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5909, top5_acc: 0.8008, loss_cls: 1.6896, loss: 1.6896, grad_norm: 2.4903, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2671, loss/aux0: 1.2671 2020-10-20 13:14:46,497 - mmaction - INFO - Epoch [192][320/396] lr: 4.524e-02, eta: 12:43:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5716, top5_acc: 0.8055, loss_cls: 1.7229, loss: 1.7229, grad_norm: 2.5270, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2923, loss/aux0: 1.2923 2020-10-20 13:14:47,422 - mmaction - INFO - Epoch [192][320/396] lr: 4.524e-02, eta: 12:43:16, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5716, top5_acc: 0.8055, loss_cls: 1.7229, loss: 1.7229, grad_norm: 2.5160, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2984, loss/aux0: 1.2984 2020-10-20 13:15:24,013 - mmaction - INFO - Epoch [192][340/396] lr: 4.524e-02, eta: 12:42:35, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8047, loss_cls: 1.6538, loss: 1.6538, grad_norm: 2.4572, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3265, loss/aux0: 1.3265 2020-10-20 13:15:24,994 - mmaction - INFO - Epoch [192][340/396] lr: 4.524e-02, eta: 12:42:41, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8047, loss_cls: 1.6538, loss: 1.6538, grad_norm: 2.4661, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.3233, loss/aux0: 1.3233 2020-10-20 13:16:01,491 - mmaction - INFO - Epoch [192][360/396] lr: 4.524e-02, eta: 12:41:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8187, loss_cls: 1.6441, loss: 1.6441, grad_norm: 2.4916, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3215, loss/aux0: 1.3215 2020-10-20 13:16:02,456 - mmaction - INFO - Epoch [192][360/396] lr: 4.524e-02, eta: 12:42:05, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8187, loss_cls: 1.6441, loss: 1.6441, grad_norm: 2.4809, top1_acc/aux0: 0.6654, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3173, loss/aux0: 1.3173 2020-10-20 13:16:39,060 - mmaction - INFO - Epoch [192][380/396] lr: 4.524e-02, eta: 12:41:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8198, loss_cls: 1.6554, loss: 1.6554, grad_norm: 2.5144, top1_acc/aux0: 0.6779, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2789, loss/aux0: 1.2789 2020-10-20 13:16:40,036 - mmaction - INFO - Epoch [192][380/396] lr: 4.524e-02, eta: 12:41:30, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5885, top5_acc: 0.8198, loss_cls: 1.6554, loss: 1.6554, grad_norm: 2.5312, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2932, loss/aux0: 1.2932 2020-10-20 13:17:11,124 - mmaction - INFO - Saving checkpoint at 192 epochs 2020-10-20 13:18:54,258 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 13:18:54,409 - mmaction - INFO - top1_acc 0.6788 top5_acc 0.8797 2020-10-20 13:18:54,409 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 13:18:54,444 - mmaction - INFO - mean_acc 0.6792 2020-10-20 13:18:54,444 - mmaction - INFO - Now best checkpoint is epoch_192.pth 2020-10-20 13:18:54,478 - mmaction - INFO - Epoch(val) [192][396] top1_acc: 0.6788, top5_acc: 0.8797, mean_class_accuracy: 0.6792 2020-10-20 13:23:09,838 - mmaction - INFO - Epoch [193][20/396] lr: 4.393e-02, eta: 12:40:10, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.5984, top5_acc: 0.8146, loss_cls: 1.6304, loss: 1.6304, grad_norm: 2.4432, top1_acc/aux0: 0.6700, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.3159, loss/aux0: 1.3159 2020-10-20 13:23:10,804 - mmaction - INFO - Epoch [193][20/396] lr: 4.393e-02, eta: 12:40:16, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.5984, top5_acc: 0.8146, loss_cls: 1.6304, loss: 1.6304, grad_norm: 2.4597, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3183, loss/aux0: 1.3183 2020-10-20 13:23:47,191 - mmaction - INFO - Epoch [193][40/396] lr: 4.393e-02, eta: 12:39:34, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8096, loss_cls: 1.6639, loss: 1.6639, grad_norm: 2.5062, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2508, loss/aux0: 1.2508 2020-10-20 13:23:48,141 - mmaction - INFO - Epoch [193][40/396] lr: 4.393e-02, eta: 12:39:40, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8096, loss_cls: 1.6639, loss: 1.6639, grad_norm: 2.5088, top1_acc/aux0: 0.6867, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2590, loss/aux0: 1.2590 2020-10-20 13:24:24,609 - mmaction - INFO - Epoch [193][60/396] lr: 4.393e-02, eta: 12:38:58, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5901, top5_acc: 0.8180, loss_cls: 1.6391, loss: 1.6391, grad_norm: 2.4502, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.3208, loss/aux0: 1.3208 2020-10-20 13:24:25,613 - mmaction - INFO - Epoch [193][60/396] lr: 4.393e-02, eta: 12:39:05, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5901, top5_acc: 0.8180, loss_cls: 1.6391, loss: 1.6391, grad_norm: 2.4679, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.3176, loss/aux0: 1.3176 2020-10-20 13:25:02,082 - mmaction - INFO - Epoch [193][80/396] lr: 4.393e-02, eta: 12:38:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5937, top5_acc: 0.8216, loss_cls: 1.5984, loss: 1.5984, grad_norm: 2.4813, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2769, loss/aux0: 1.2769 2020-10-20 13:25:03,006 - mmaction - INFO - Epoch [193][80/396] lr: 4.393e-02, eta: 12:38:29, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.5937, top5_acc: 0.8216, loss_cls: 1.5984, loss: 1.5984, grad_norm: 2.4792, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2616, loss/aux0: 1.2616 2020-10-20 13:25:39,310 - mmaction - INFO - Epoch [193][100/396] lr: 4.393e-02, eta: 12:37:47, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6073, top5_acc: 0.8190, loss_cls: 1.6137, loss: 1.6137, grad_norm: 2.5183, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2865, loss/aux0: 1.2865 2020-10-20 13:25:40,274 - mmaction - INFO - Epoch [193][100/396] lr: 4.393e-02, eta: 12:37:53, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6073, top5_acc: 0.8190, loss_cls: 1.6137, loss: 1.6137, grad_norm: 2.5251, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3040, loss/aux0: 1.3040 2020-10-20 13:26:16,853 - mmaction - INFO - Epoch [193][120/396] lr: 4.393e-02, eta: 12:37:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8120, loss_cls: 1.6307, loss: 1.6307, grad_norm: 2.4986, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2680, loss/aux0: 1.2680 2020-10-20 13:26:17,813 - mmaction - INFO - Epoch [193][120/396] lr: 4.393e-02, eta: 12:37:18, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8120, loss_cls: 1.6307, loss: 1.6307, grad_norm: 2.5079, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2664, loss/aux0: 1.2664 2020-10-20 13:26:54,367 - mmaction - INFO - Epoch [193][140/396] lr: 4.393e-02, eta: 12:36:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8063, loss_cls: 1.6920, loss: 1.6920, grad_norm: 2.4990, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3700, loss/aux0: 1.3700 2020-10-20 13:26:55,314 - mmaction - INFO - Epoch [193][140/396] lr: 4.393e-02, eta: 12:36:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8063, loss_cls: 1.6920, loss: 1.6920, grad_norm: 2.4848, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.3551, loss/aux0: 1.3551 2020-10-20 13:27:31,801 - mmaction - INFO - Epoch [193][160/396] lr: 4.393e-02, eta: 12:36:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5935, top5_acc: 0.8029, loss_cls: 1.6541, loss: 1.6541, grad_norm: 2.4841, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.2905, loss/aux0: 1.2905 2020-10-20 13:27:32,828 - mmaction - INFO - Epoch [193][160/396] lr: 4.393e-02, eta: 12:36:07, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5935, top5_acc: 0.8029, loss_cls: 1.6541, loss: 1.6541, grad_norm: 2.4905, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3020, loss/aux0: 1.3020 2020-10-20 13:28:09,330 - mmaction - INFO - Epoch [193][180/396] lr: 4.393e-02, eta: 12:35:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8187, loss_cls: 1.6231, loss: 1.6231, grad_norm: 2.5870, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3013, loss/aux0: 1.3013 2020-10-20 13:28:10,325 - mmaction - INFO - Epoch [193][180/396] lr: 4.393e-02, eta: 12:35:31, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8187, loss_cls: 1.6231, loss: 1.6231, grad_norm: 2.6022, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3063, loss/aux0: 1.3063 2020-10-20 13:28:46,807 - mmaction - INFO - Epoch [193][200/396] lr: 4.393e-02, eta: 12:34:49, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8216, loss_cls: 1.6468, loss: 1.6468, grad_norm: 2.5046, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2871, loss/aux0: 1.2871 2020-10-20 13:28:47,824 - mmaction - INFO - Epoch [193][200/396] lr: 4.393e-02, eta: 12:34:56, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8216, loss_cls: 1.6468, loss: 1.6468, grad_norm: 2.5225, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2840, loss/aux0: 1.2840 2020-10-20 13:29:24,432 - mmaction - INFO - Epoch [193][220/396] lr: 4.393e-02, eta: 12:34:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8122, loss_cls: 1.6521, loss: 1.6521, grad_norm: 2.4156, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3418, loss/aux0: 1.3418 2020-10-20 13:29:25,452 - mmaction - INFO - Epoch [193][220/396] lr: 4.393e-02, eta: 12:34:20, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8122, loss_cls: 1.6521, loss: 1.6521, grad_norm: 2.4170, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.3311, loss/aux0: 1.3311 2020-10-20 13:30:02,057 - mmaction - INFO - Epoch [193][240/396] lr: 4.393e-02, eta: 12:33:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8161, loss_cls: 1.6295, loss: 1.6295, grad_norm: 2.5188, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2813, loss/aux0: 1.2813 2020-10-20 13:30:03,064 - mmaction - INFO - Epoch [193][240/396] lr: 4.393e-02, eta: 12:33:45, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8161, loss_cls: 1.6295, loss: 1.6295, grad_norm: 2.5254, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2857, loss/aux0: 1.2857 2020-10-20 13:30:39,582 - mmaction - INFO - Epoch [193][260/396] lr: 4.393e-02, eta: 12:33:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5883, top5_acc: 0.8081, loss_cls: 1.6554, loss: 1.6554, grad_norm: 2.5606, top1_acc/aux0: 0.6701, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.3246, loss/aux0: 1.3246 2020-10-20 13:30:40,554 - mmaction - INFO - Epoch [193][260/396] lr: 4.393e-02, eta: 12:33:09, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5883, top5_acc: 0.8081, loss_cls: 1.6554, loss: 1.6554, grad_norm: 2.5461, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3303, loss/aux0: 1.3303 2020-10-20 13:31:17,131 - mmaction - INFO - Epoch [193][280/396] lr: 4.393e-02, eta: 12:32:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5867, top5_acc: 0.8042, loss_cls: 1.6841, loss: 1.6841, grad_norm: 2.4968, top1_acc/aux0: 0.6643, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3177, loss/aux0: 1.3177 2020-10-20 13:31:18,118 - mmaction - INFO - Epoch [193][280/396] lr: 4.393e-02, eta: 12:32:34, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.5867, top5_acc: 0.8042, loss_cls: 1.6841, loss: 1.6841, grad_norm: 2.4971, top1_acc/aux0: 0.6648, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.3103, loss/aux0: 1.3103 2020-10-20 13:31:54,668 - mmaction - INFO - Epoch [193][300/396] lr: 4.393e-02, eta: 12:31:52, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8156, loss_cls: 1.6505, loss: 1.6505, grad_norm: 2.4841, top1_acc/aux0: 0.6544, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3501, loss/aux0: 1.3501 2020-10-20 13:31:55,597 - mmaction - INFO - Epoch [193][300/396] lr: 4.393e-02, eta: 12:31:58, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8156, loss_cls: 1.6505, loss: 1.6505, grad_norm: 2.4856, top1_acc/aux0: 0.6549, top5_acc/aux0: 0.8648, loss_cls/aux0: 1.3556, loss/aux0: 1.3556 2020-10-20 13:32:32,212 - mmaction - INFO - Epoch [193][320/396] lr: 4.393e-02, eta: 12:31:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8047, loss_cls: 1.7038, loss: 1.7038, grad_norm: 2.5105, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.2933, loss/aux0: 1.2933 2020-10-20 13:32:33,174 - mmaction - INFO - Epoch [193][320/396] lr: 4.393e-02, eta: 12:31:22, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5799, top5_acc: 0.8047, loss_cls: 1.7038, loss: 1.7038, grad_norm: 2.4948, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2777, loss/aux0: 1.2777 2020-10-20 13:33:09,682 - mmaction - INFO - Epoch [193][340/396] lr: 4.393e-02, eta: 12:30:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5750, top5_acc: 0.7997, loss_cls: 1.7314, loss: 1.7314, grad_norm: 2.5702, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3230, loss/aux0: 1.3230 2020-10-20 13:33:10,640 - mmaction - INFO - Epoch [193][340/396] lr: 4.393e-02, eta: 12:30:47, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5750, top5_acc: 0.7997, loss_cls: 1.7314, loss: 1.7314, grad_norm: 2.5531, top1_acc/aux0: 0.6581, top5_acc/aux0: 0.8643, loss_cls/aux0: 1.3315, loss/aux0: 1.3315 2020-10-20 13:33:47,153 - mmaction - INFO - Epoch [193][360/396] lr: 4.393e-02, eta: 12:30:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.6761, loss: 1.6761, grad_norm: 2.4836, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2818, loss/aux0: 1.2818 2020-10-20 13:33:48,099 - mmaction - INFO - Epoch [193][360/396] lr: 4.393e-02, eta: 12:30:11, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.6761, loss: 1.6761, grad_norm: 2.4910, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2892, loss/aux0: 1.2892 2020-10-20 13:34:24,728 - mmaction - INFO - Epoch [193][380/396] lr: 4.393e-02, eta: 12:29:30, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8042, loss_cls: 1.6698, loss: 1.6698, grad_norm: 2.4815, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.3088, loss/aux0: 1.3088 2020-10-20 13:34:25,678 - mmaction - INFO - Epoch [193][380/396] lr: 4.393e-02, eta: 12:29:36, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8042, loss_cls: 1.6698, loss: 1.6698, grad_norm: 2.4779, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2974, loss/aux0: 1.2974 2020-10-20 13:39:24,859 - mmaction - INFO - Epoch [194][20/396] lr: 4.264e-02, eta: 12:28:16, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8227, loss_cls: 1.6166, loss: 1.6166, grad_norm: 2.5152, top1_acc/aux0: 0.6653, top5_acc/aux0: 0.8657, loss_cls/aux0: 1.3294, loss/aux0: 1.3294 2020-10-20 13:39:25,831 - mmaction - INFO - Epoch [194][20/396] lr: 4.264e-02, eta: 12:28:22, time: 0.936, data_time: 0.005, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8227, loss_cls: 1.6166, loss: 1.6166, grad_norm: 2.5000, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8654, loss_cls/aux0: 1.3318, loss/aux0: 1.3318 2020-10-20 13:40:02,305 - mmaction - INFO - Epoch [194][40/396] lr: 4.264e-02, eta: 12:27:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8227, loss_cls: 1.5870, loss: 1.5870, grad_norm: 2.4959, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3186, loss/aux0: 1.3186 2020-10-20 13:40:03,262 - mmaction - INFO - Epoch [194][40/396] lr: 4.264e-02, eta: 12:27:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8227, loss_cls: 1.5870, loss: 1.5870, grad_norm: 2.4963, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3114, loss/aux0: 1.3114 2020-10-20 13:40:39,719 - mmaction - INFO - Epoch [194][60/396] lr: 4.264e-02, eta: 12:27:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8260, loss_cls: 1.6007, loss: 1.6007, grad_norm: 2.4997, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2600, loss/aux0: 1.2600 2020-10-20 13:40:40,694 - mmaction - INFO - Epoch [194][60/396] lr: 4.264e-02, eta: 12:27:11, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8260, loss_cls: 1.6007, loss: 1.6007, grad_norm: 2.4934, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2477, loss/aux0: 1.2477 2020-10-20 13:41:17,168 - mmaction - INFO - Epoch [194][80/396] lr: 4.264e-02, eta: 12:26:29, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8115, loss_cls: 1.6487, loss: 1.6487, grad_norm: 2.5210, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2445, loss/aux0: 1.2445 2020-10-20 13:41:18,130 - mmaction - INFO - Epoch [194][80/396] lr: 4.264e-02, eta: 12:26:35, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.5906, top5_acc: 0.8115, loss_cls: 1.6487, loss: 1.6487, grad_norm: 2.5177, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2543, loss/aux0: 1.2543 2020-10-20 13:41:54,583 - mmaction - INFO - Epoch [194][100/396] lr: 4.264e-02, eta: 12:25:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8242, loss_cls: 1.6339, loss: 1.6339, grad_norm: 2.5006, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2532, loss/aux0: 1.2532 2020-10-20 13:41:55,547 - mmaction - INFO - Epoch [194][100/396] lr: 4.264e-02, eta: 12:26:00, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8242, loss_cls: 1.6339, loss: 1.6339, grad_norm: 2.5063, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2708, loss/aux0: 1.2708 2020-10-20 13:42:32,038 - mmaction - INFO - Epoch [194][120/396] lr: 4.264e-02, eta: 12:25:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5883, top5_acc: 0.8161, loss_cls: 1.6329, loss: 1.6329, grad_norm: 2.4712, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3295, loss/aux0: 1.3295 2020-10-20 13:42:33,019 - mmaction - INFO - Epoch [194][120/396] lr: 4.264e-02, eta: 12:25:24, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5883, top5_acc: 0.8161, loss_cls: 1.6329, loss: 1.6329, grad_norm: 2.4608, top1_acc/aux0: 0.6664, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3080, loss/aux0: 1.3080 2020-10-20 13:43:09,530 - mmaction - INFO - Epoch [194][140/396] lr: 4.264e-02, eta: 12:24:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8208, loss_cls: 1.6065, loss: 1.6065, grad_norm: 2.4992, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2530, loss/aux0: 1.2530 2020-10-20 13:43:10,494 - mmaction - INFO - Epoch [194][140/396] lr: 4.264e-02, eta: 12:24:49, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8208, loss_cls: 1.6065, loss: 1.6065, grad_norm: 2.5135, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2589, loss/aux0: 1.2589 2020-10-20 13:43:47,124 - mmaction - INFO - Epoch [194][160/396] lr: 4.264e-02, eta: 12:24:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8164, loss_cls: 1.6372, loss: 1.6372, grad_norm: 2.5123, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2775, loss/aux0: 1.2775 2020-10-20 13:43:48,102 - mmaction - INFO - Epoch [194][160/396] lr: 4.264e-02, eta: 12:24:13, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5932, top5_acc: 0.8164, loss_cls: 1.6372, loss: 1.6372, grad_norm: 2.5100, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2755, loss/aux0: 1.2755 2020-10-20 13:44:24,636 - mmaction - INFO - Epoch [194][180/396] lr: 4.264e-02, eta: 12:23:32, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8174, loss_cls: 1.6057, loss: 1.6057, grad_norm: 2.5318, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2762, loss/aux0: 1.2762 2020-10-20 13:44:25,578 - mmaction - INFO - Epoch [194][180/396] lr: 4.264e-02, eta: 12:23:38, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8174, loss_cls: 1.6057, loss: 1.6057, grad_norm: 2.5362, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2799, loss/aux0: 1.2799 2020-10-20 13:45:02,201 - mmaction - INFO - Epoch [194][200/396] lr: 4.264e-02, eta: 12:22:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5922, top5_acc: 0.8078, loss_cls: 1.6681, loss: 1.6681, grad_norm: 2.6163, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3132, loss/aux0: 1.3132 2020-10-20 13:45:03,127 - mmaction - INFO - Epoch [194][200/396] lr: 4.264e-02, eta: 12:23:02, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5922, top5_acc: 0.8078, loss_cls: 1.6681, loss: 1.6681, grad_norm: 2.5902, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3084, loss/aux0: 1.3084 2020-10-20 13:45:39,669 - mmaction - INFO - Epoch [194][220/396] lr: 4.264e-02, eta: 12:22:20, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8180, loss_cls: 1.6252, loss: 1.6252, grad_norm: 2.5548, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.3068, loss/aux0: 1.3068 2020-10-20 13:45:40,686 - mmaction - INFO - Epoch [194][220/396] lr: 4.264e-02, eta: 12:22:27, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8180, loss_cls: 1.6252, loss: 1.6252, grad_norm: 2.5496, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.3060, loss/aux0: 1.3060 2020-10-20 13:46:17,231 - mmaction - INFO - Epoch [194][240/396] lr: 4.264e-02, eta: 12:21:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8083, loss_cls: 1.6749, loss: 1.6749, grad_norm: 2.5367, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3226, loss/aux0: 1.3226 2020-10-20 13:46:18,233 - mmaction - INFO - Epoch [194][240/396] lr: 4.264e-02, eta: 12:21:51, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5818, top5_acc: 0.8083, loss_cls: 1.6749, loss: 1.6749, grad_norm: 2.5378, top1_acc/aux0: 0.6617, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.3433, loss/aux0: 1.3433 2020-10-20 13:46:54,853 - mmaction - INFO - Epoch [194][260/396] lr: 4.264e-02, eta: 12:21:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8102, loss_cls: 1.6679, loss: 1.6679, grad_norm: 2.5182, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3339, loss/aux0: 1.3339 2020-10-20 13:46:55,819 - mmaction - INFO - Epoch [194][260/396] lr: 4.264e-02, eta: 12:21:15, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8102, loss_cls: 1.6679, loss: 1.6679, grad_norm: 2.5309, top1_acc/aux0: 0.6638, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3129, loss/aux0: 1.3129 2020-10-20 13:47:32,289 - mmaction - INFO - Epoch [194][280/396] lr: 4.264e-02, eta: 12:20:34, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5867, top5_acc: 0.8148, loss_cls: 1.6652, loss: 1.6652, grad_norm: 2.4528, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2310, loss/aux0: 1.2310 2020-10-20 13:47:33,240 - mmaction - INFO - Epoch [194][280/396] lr: 4.264e-02, eta: 12:20:40, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.5867, top5_acc: 0.8148, loss_cls: 1.6652, loss: 1.6652, grad_norm: 2.4799, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2426, loss/aux0: 1.2426 2020-10-20 13:48:09,873 - mmaction - INFO - Epoch [194][300/396] lr: 4.264e-02, eta: 12:19:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5859, top5_acc: 0.8198, loss_cls: 1.6169, loss: 1.6169, grad_norm: 2.4957, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2802, loss/aux0: 1.2802 2020-10-20 13:48:10,821 - mmaction - INFO - Epoch [194][300/396] lr: 4.264e-02, eta: 12:20:04, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5859, top5_acc: 0.8198, loss_cls: 1.6169, loss: 1.6169, grad_norm: 2.4879, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2745, loss/aux0: 1.2745 2020-10-20 13:48:47,436 - mmaction - INFO - Epoch [194][320/396] lr: 4.264e-02, eta: 12:19:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8128, loss_cls: 1.6612, loss: 1.6612, grad_norm: 2.4886, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.2480, loss/aux0: 1.2480 2020-10-20 13:48:48,419 - mmaction - INFO - Epoch [194][320/396] lr: 4.264e-02, eta: 12:19:29, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8128, loss_cls: 1.6612, loss: 1.6612, grad_norm: 2.4847, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.2523, loss/aux0: 1.2523 2020-10-20 13:49:25,029 - mmaction - INFO - Epoch [194][340/396] lr: 4.264e-02, eta: 12:18:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5831, top5_acc: 0.8128, loss_cls: 1.6879, loss: 1.6879, grad_norm: 2.5331, top1_acc/aux0: 0.6562, top5_acc/aux0: 0.8659, loss_cls/aux0: 1.3341, loss/aux0: 1.3341 2020-10-20 13:49:25,978 - mmaction - INFO - Epoch [194][340/396] lr: 4.264e-02, eta: 12:18:53, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5831, top5_acc: 0.8128, loss_cls: 1.6879, loss: 1.6879, grad_norm: 2.5439, top1_acc/aux0: 0.6570, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.3244, loss/aux0: 1.3244 2020-10-20 13:50:02,547 - mmaction - INFO - Epoch [194][360/396] lr: 4.264e-02, eta: 12:18:12, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8049, loss_cls: 1.6846, loss: 1.6846, grad_norm: 2.4962, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2853, loss/aux0: 1.2853 2020-10-20 13:50:03,477 - mmaction - INFO - Epoch [194][360/396] lr: 4.264e-02, eta: 12:18:18, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5820, top5_acc: 0.8049, loss_cls: 1.6846, loss: 1.6846, grad_norm: 2.4923, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8685, loss_cls/aux0: 1.2860, loss/aux0: 1.2860 2020-10-20 13:50:40,071 - mmaction - INFO - Epoch [194][380/396] lr: 4.264e-02, eta: 12:17:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5930, top5_acc: 0.8156, loss_cls: 1.6306, loss: 1.6306, grad_norm: 2.5918, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2338, loss/aux0: 1.2338 2020-10-20 13:50:41,048 - mmaction - INFO - Epoch [194][380/396] lr: 4.264e-02, eta: 12:17:42, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5930, top5_acc: 0.8156, loss_cls: 1.6306, loss: 1.6306, grad_norm: 2.6126, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2477, loss/aux0: 1.2477 2020-10-20 13:55:28,067 - mmaction - INFO - Epoch [195][20/396] lr: 4.136e-02, eta: 12:16:22, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8188, loss_cls: 1.6073, loss: 1.6073, grad_norm: 2.5599, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8780, loss_cls/aux0: 1.2999, loss/aux0: 1.2999 2020-10-20 13:55:29,027 - mmaction - INFO - Epoch [195][20/396] lr: 4.136e-02, eta: 12:16:28, time: 0.923, data_time: 0.002, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8188, loss_cls: 1.6073, loss: 1.6073, grad_norm: 2.5632, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.3025, loss/aux0: 1.3025 2020-10-20 13:56:05,390 - mmaction - INFO - Epoch [195][40/396] lr: 4.136e-02, eta: 12:15:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5953, top5_acc: 0.8216, loss_cls: 1.6236, loss: 1.6236, grad_norm: 2.5636, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2796, loss/aux0: 1.2796 2020-10-20 13:56:06,328 - mmaction - INFO - Epoch [195][40/396] lr: 4.136e-02, eta: 12:15:53, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.5953, top5_acc: 0.8216, loss_cls: 1.6236, loss: 1.6236, grad_norm: 2.5576, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2708, loss/aux0: 1.2708 2020-10-20 13:56:42,847 - mmaction - INFO - Epoch [195][60/396] lr: 4.136e-02, eta: 12:15:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8260, loss_cls: 1.6201, loss: 1.6201, grad_norm: 2.5572, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2764, loss/aux0: 1.2764 2020-10-20 13:56:43,803 - mmaction - INFO - Epoch [195][60/396] lr: 4.136e-02, eta: 12:15:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5893, top5_acc: 0.8260, loss_cls: 1.6201, loss: 1.6201, grad_norm: 2.5840, top1_acc/aux0: 0.6737, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2868, loss/aux0: 1.2868 2020-10-20 13:57:20,373 - mmaction - INFO - Epoch [195][80/396] lr: 4.136e-02, eta: 12:14:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6057, top5_acc: 0.8185, loss_cls: 1.5938, loss: 1.5938, grad_norm: 2.5281, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2688, loss/aux0: 1.2688 2020-10-20 13:57:21,327 - mmaction - INFO - Epoch [195][80/396] lr: 4.136e-02, eta: 12:14:42, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6057, top5_acc: 0.8185, loss_cls: 1.5938, loss: 1.5938, grad_norm: 2.5518, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2728, loss/aux0: 1.2728 2020-10-20 13:57:57,847 - mmaction - INFO - Epoch [195][100/396] lr: 4.136e-02, eta: 12:14:00, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8049, loss_cls: 1.6842, loss: 1.6842, grad_norm: 2.6059, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3051, loss/aux0: 1.3051 2020-10-20 13:57:58,836 - mmaction - INFO - Epoch [195][100/396] lr: 4.136e-02, eta: 12:14:06, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5880, top5_acc: 0.8049, loss_cls: 1.6842, loss: 1.6842, grad_norm: 2.5949, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2835, loss/aux0: 1.2835 2020-10-20 13:58:35,509 - mmaction - INFO - Epoch [195][120/396] lr: 4.136e-02, eta: 12:13:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5888, top5_acc: 0.8164, loss_cls: 1.6492, loss: 1.6492, grad_norm: 2.5410, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2900, loss/aux0: 1.2900 2020-10-20 13:58:36,478 - mmaction - INFO - Epoch [195][120/396] lr: 4.136e-02, eta: 12:13:31, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5888, top5_acc: 0.8164, loss_cls: 1.6492, loss: 1.6492, grad_norm: 2.5418, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2960, loss/aux0: 1.2960 2020-10-20 13:59:13,128 - mmaction - INFO - Epoch [195][140/396] lr: 4.136e-02, eta: 12:12:49, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6049, top5_acc: 0.8271, loss_cls: 1.5804, loss: 1.5804, grad_norm: 2.5346, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2517, loss/aux0: 1.2517 2020-10-20 13:59:14,069 - mmaction - INFO - Epoch [195][140/396] lr: 4.136e-02, eta: 12:12:55, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6049, top5_acc: 0.8271, loss_cls: 1.5804, loss: 1.5804, grad_norm: 2.5543, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2626, loss/aux0: 1.2626 2020-10-20 13:59:50,664 - mmaction - INFO - Epoch [195][160/396] lr: 4.136e-02, eta: 12:12:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8172, loss_cls: 1.6271, loss: 1.6271, grad_norm: 2.4681, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2242, loss/aux0: 1.2242 2020-10-20 13:59:51,623 - mmaction - INFO - Epoch [195][160/396] lr: 4.136e-02, eta: 12:12:19, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5987, top5_acc: 0.8172, loss_cls: 1.6271, loss: 1.6271, grad_norm: 2.4658, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2147, loss/aux0: 1.2147 2020-10-20 14:00:28,244 - mmaction - INFO - Epoch [195][180/396] lr: 4.136e-02, eta: 12:11:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5937, top5_acc: 0.8169, loss_cls: 1.6242, loss: 1.6242, grad_norm: 2.5105, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2596, loss/aux0: 1.2596 2020-10-20 14:00:29,250 - mmaction - INFO - Epoch [195][180/396] lr: 4.136e-02, eta: 12:11:44, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5937, top5_acc: 0.8169, loss_cls: 1.6242, loss: 1.6242, grad_norm: 2.5006, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2551, loss/aux0: 1.2551 2020-10-20 14:01:05,847 - mmaction - INFO - Epoch [195][200/396] lr: 4.136e-02, eta: 12:11:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6003, top5_acc: 0.8180, loss_cls: 1.6229, loss: 1.6229, grad_norm: 2.4870, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2711, loss/aux0: 1.2711 2020-10-20 14:01:06,828 - mmaction - INFO - Epoch [195][200/396] lr: 4.136e-02, eta: 12:11:08, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6003, top5_acc: 0.8180, loss_cls: 1.6229, loss: 1.6229, grad_norm: 2.4897, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2864, loss/aux0: 1.2864 2020-10-20 14:01:43,378 - mmaction - INFO - Epoch [195][220/396] lr: 4.136e-02, eta: 12:10:27, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8193, loss_cls: 1.6063, loss: 1.6063, grad_norm: 2.5224, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2777, loss/aux0: 1.2777 2020-10-20 14:01:44,299 - mmaction - INFO - Epoch [195][220/396] lr: 4.136e-02, eta: 12:10:33, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8193, loss_cls: 1.6063, loss: 1.6063, grad_norm: 2.5172, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2591, loss/aux0: 1.2591 2020-10-20 14:02:20,978 - mmaction - INFO - Epoch [195][240/396] lr: 4.136e-02, eta: 12:09:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8130, loss_cls: 1.6494, loss: 1.6494, grad_norm: 2.5555, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8711, loss_cls/aux0: 1.2790, loss/aux0: 1.2790 2020-10-20 14:02:21,922 - mmaction - INFO - Epoch [195][240/396] lr: 4.136e-02, eta: 12:09:57, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8130, loss_cls: 1.6494, loss: 1.6494, grad_norm: 2.5534, top1_acc/aux0: 0.6753, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2967, loss/aux0: 1.2967 2020-10-20 14:02:58,459 - mmaction - INFO - Epoch [195][260/396] lr: 4.136e-02, eta: 12:09:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5966, top5_acc: 0.8156, loss_cls: 1.6490, loss: 1.6490, grad_norm: 2.5380, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2853, loss/aux0: 1.2853 2020-10-20 14:02:59,463 - mmaction - INFO - Epoch [195][260/396] lr: 4.136e-02, eta: 12:09:22, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.5966, top5_acc: 0.8156, loss_cls: 1.6490, loss: 1.6490, grad_norm: 2.5365, top1_acc/aux0: 0.6602, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2861, loss/aux0: 1.2861 2020-10-20 14:03:36,051 - mmaction - INFO - Epoch [195][280/396] lr: 4.136e-02, eta: 12:08:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8161, loss_cls: 1.6416, loss: 1.6416, grad_norm: 2.5371, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3135, loss/aux0: 1.3135 2020-10-20 14:03:37,017 - mmaction - INFO - Epoch [195][280/396] lr: 4.136e-02, eta: 12:08:46, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8161, loss_cls: 1.6416, loss: 1.6416, grad_norm: 2.5403, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3154, loss/aux0: 1.3154 2020-10-20 14:04:13,675 - mmaction - INFO - Epoch [195][300/396] lr: 4.136e-02, eta: 12:08:05, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8240, loss_cls: 1.5795, loss: 1.5795, grad_norm: 2.5312, top1_acc/aux0: 0.6646, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3250, loss/aux0: 1.3250 2020-10-20 14:04:14,630 - mmaction - INFO - Epoch [195][300/396] lr: 4.136e-02, eta: 12:08:11, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8240, loss_cls: 1.5795, loss: 1.5795, grad_norm: 2.5315, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8706, loss_cls/aux0: 1.3175, loss/aux0: 1.3175 2020-10-20 14:04:51,278 - mmaction - INFO - Epoch [195][320/396] lr: 4.136e-02, eta: 12:07:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8148, loss_cls: 1.6715, loss: 1.6715, grad_norm: 2.5183, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2978, loss/aux0: 1.2978 2020-10-20 14:04:52,249 - mmaction - INFO - Epoch [195][320/396] lr: 4.136e-02, eta: 12:07:35, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5872, top5_acc: 0.8148, loss_cls: 1.6715, loss: 1.6715, grad_norm: 2.5210, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3005, loss/aux0: 1.3005 2020-10-20 14:05:28,843 - mmaction - INFO - Epoch [195][340/396] lr: 4.136e-02, eta: 12:06:54, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8102, loss_cls: 1.7065, loss: 1.7065, grad_norm: 2.5037, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2674, loss/aux0: 1.2674 2020-10-20 14:05:29,828 - mmaction - INFO - Epoch [195][340/396] lr: 4.136e-02, eta: 12:06:59, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8102, loss_cls: 1.7065, loss: 1.7065, grad_norm: 2.5060, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2672, loss/aux0: 1.2672 2020-10-20 14:06:06,379 - mmaction - INFO - Epoch [195][360/396] lr: 4.136e-02, eta: 12:06:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6055, top5_acc: 0.8294, loss_cls: 1.5904, loss: 1.5904, grad_norm: 2.5411, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2550, loss/aux0: 1.2550 2020-10-20 14:06:07,349 - mmaction - INFO - Epoch [195][360/396] lr: 4.136e-02, eta: 12:06:24, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.6055, top5_acc: 0.8294, loss_cls: 1.5904, loss: 1.5904, grad_norm: 2.5555, top1_acc/aux0: 0.6711, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2598, loss/aux0: 1.2598 2020-10-20 14:06:43,985 - mmaction - INFO - Epoch [195][380/396] lr: 4.136e-02, eta: 12:05:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8201, loss_cls: 1.6235, loss: 1.6235, grad_norm: 2.5519, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2683, loss/aux0: 1.2683 2020-10-20 14:06:44,966 - mmaction - INFO - Epoch [195][380/396] lr: 4.136e-02, eta: 12:05:48, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8201, loss_cls: 1.6235, loss: 1.6235, grad_norm: 2.5545, top1_acc/aux0: 0.6779, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2696, loss/aux0: 1.2696 2020-10-20 14:11:28,151 - mmaction - INFO - Epoch [196][20/396] lr: 4.010e-02, eta: 12:04:29, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8297, loss_cls: 1.5641, loss: 1.5641, grad_norm: 2.5012, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8586, loss_cls/aux0: 1.3291, loss/aux0: 1.3291 2020-10-20 14:11:29,132 - mmaction - INFO - Epoch [196][20/396] lr: 4.010e-02, eta: 12:04:35, time: 0.935, data_time: 0.006, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8297, loss_cls: 1.5641, loss: 1.5641, grad_norm: 2.5107, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.3328, loss/aux0: 1.3328 2020-10-20 14:12:05,564 - mmaction - INFO - Epoch [196][40/396] lr: 4.010e-02, eta: 12:03:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6005, top5_acc: 0.8219, loss_cls: 1.5838, loss: 1.5838, grad_norm: 2.5495, top1_acc/aux0: 0.6721, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2657, loss/aux0: 1.2657 2020-10-20 14:12:06,551 - mmaction - INFO - Epoch [196][40/396] lr: 4.010e-02, eta: 12:03:59, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6005, top5_acc: 0.8219, loss_cls: 1.5838, loss: 1.5838, grad_norm: 2.5698, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2600, loss/aux0: 1.2600 2020-10-20 14:12:43,116 - mmaction - INFO - Epoch [196][60/396] lr: 4.010e-02, eta: 12:03:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6081, top5_acc: 0.8279, loss_cls: 1.5590, loss: 1.5590, grad_norm: 2.5465, top1_acc/aux0: 0.6690, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2926, loss/aux0: 1.2926 2020-10-20 14:12:44,087 - mmaction - INFO - Epoch [196][60/396] lr: 4.010e-02, eta: 12:03:24, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6081, top5_acc: 0.8279, loss_cls: 1.5590, loss: 1.5590, grad_norm: 2.5290, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2823, loss/aux0: 1.2823 2020-10-20 14:13:20,707 - mmaction - INFO - Epoch [196][80/396] lr: 4.010e-02, eta: 12:02:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5802, top5_acc: 0.8057, loss_cls: 1.6729, loss: 1.6729, grad_norm: 2.4573, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2398, loss/aux0: 1.2398 2020-10-20 14:13:21,654 - mmaction - INFO - Epoch [196][80/396] lr: 4.010e-02, eta: 12:02:48, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.5802, top5_acc: 0.8057, loss_cls: 1.6729, loss: 1.6729, grad_norm: 2.4609, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2469, loss/aux0: 1.2469 2020-10-20 14:13:58,223 - mmaction - INFO - Epoch [196][100/396] lr: 4.010e-02, eta: 12:02:07, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6049, top5_acc: 0.8182, loss_cls: 1.6154, loss: 1.6154, grad_norm: 2.5357, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2596, loss/aux0: 1.2596 2020-10-20 14:13:59,241 - mmaction - INFO - Epoch [196][100/396] lr: 4.010e-02, eta: 12:02:13, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6049, top5_acc: 0.8182, loss_cls: 1.6154, loss: 1.6154, grad_norm: 2.5619, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2736, loss/aux0: 1.2736 2020-10-20 14:14:35,690 - mmaction - INFO - Epoch [196][120/396] lr: 4.010e-02, eta: 12:01:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8250, loss_cls: 1.5640, loss: 1.5640, grad_norm: 2.5477, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3131, loss/aux0: 1.3131 2020-10-20 14:14:36,656 - mmaction - INFO - Epoch [196][120/396] lr: 4.010e-02, eta: 12:01:37, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8250, loss_cls: 1.5640, loss: 1.5640, grad_norm: 2.5462, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2958, loss/aux0: 1.2958 2020-10-20 14:15:13,253 - mmaction - INFO - Epoch [196][140/396] lr: 4.010e-02, eta: 12:00:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8133, loss_cls: 1.6557, loss: 1.6557, grad_norm: 2.5577, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2417, loss/aux0: 1.2417 2020-10-20 14:15:14,205 - mmaction - INFO - Epoch [196][140/396] lr: 4.010e-02, eta: 12:01:02, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.5898, top5_acc: 0.8133, loss_cls: 1.6557, loss: 1.6557, grad_norm: 2.5703, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8721, loss_cls/aux0: 1.2587, loss/aux0: 1.2587 2020-10-20 14:15:50,805 - mmaction - INFO - Epoch [196][160/396] lr: 4.010e-02, eta: 12:00:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8146, loss_cls: 1.6362, loss: 1.6362, grad_norm: 2.5802, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2422, loss/aux0: 1.2422 2020-10-20 14:15:51,769 - mmaction - INFO - Epoch [196][160/396] lr: 4.010e-02, eta: 12:00:26, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8146, loss_cls: 1.6362, loss: 1.6362, grad_norm: 2.5591, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2257, loss/aux0: 1.2257 2020-10-20 14:16:28,371 - mmaction - INFO - Epoch [196][180/396] lr: 4.010e-02, eta: 11:59:45, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8221, loss_cls: 1.6220, loss: 1.6220, grad_norm: 2.6116, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2648, loss/aux0: 1.2648 2020-10-20 14:16:29,335 - mmaction - INFO - Epoch [196][180/396] lr: 4.010e-02, eta: 11:59:51, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8221, loss_cls: 1.6220, loss: 1.6220, grad_norm: 2.6106, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2656, loss/aux0: 1.2656 2020-10-20 14:17:05,953 - mmaction - INFO - Epoch [196][200/396] lr: 4.010e-02, eta: 11:59:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8099, loss_cls: 1.6885, loss: 1.6885, grad_norm: 2.5952, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.2841, loss/aux0: 1.2841 2020-10-20 14:17:06,916 - mmaction - INFO - Epoch [196][200/396] lr: 4.010e-02, eta: 11:59:15, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8099, loss_cls: 1.6885, loss: 1.6885, grad_norm: 2.5851, top1_acc/aux0: 0.6813, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2923, loss/aux0: 1.2923 2020-10-20 14:17:43,586 - mmaction - INFO - Epoch [196][220/396] lr: 4.010e-02, eta: 11:58:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6055, top5_acc: 0.8214, loss_cls: 1.5832, loss: 1.5832, grad_norm: 2.5559, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3088, loss/aux0: 1.3088 2020-10-20 14:17:44,556 - mmaction - INFO - Epoch [196][220/396] lr: 4.010e-02, eta: 11:58:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6055, top5_acc: 0.8214, loss_cls: 1.5832, loss: 1.5832, grad_norm: 2.5708, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2969, loss/aux0: 1.2969 2020-10-20 14:18:20,984 - mmaction - INFO - Epoch [196][240/396] lr: 4.010e-02, eta: 11:57:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8208, loss_cls: 1.5974, loss: 1.5974, grad_norm: 2.5718, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.2855, loss/aux0: 1.2855 2020-10-20 14:18:21,983 - mmaction - INFO - Epoch [196][240/396] lr: 4.010e-02, eta: 11:58:04, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.5958, top5_acc: 0.8208, loss_cls: 1.5974, loss: 1.5974, grad_norm: 2.5611, top1_acc/aux0: 0.6706, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3009, loss/aux0: 1.3009 2020-10-20 14:18:58,525 - mmaction - INFO - Epoch [196][260/396] lr: 4.010e-02, eta: 11:57:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8174, loss_cls: 1.6340, loss: 1.6340, grad_norm: 2.5911, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2614, loss/aux0: 1.2614 2020-10-20 14:18:59,543 - mmaction - INFO - Epoch [196][260/396] lr: 4.010e-02, eta: 11:57:28, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.5914, top5_acc: 0.8174, loss_cls: 1.6340, loss: 1.6340, grad_norm: 2.5975, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2526, loss/aux0: 1.2526 2020-10-20 14:19:36,187 - mmaction - INFO - Epoch [196][280/396] lr: 4.010e-02, eta: 11:56:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8206, loss_cls: 1.6171, loss: 1.6171, grad_norm: 2.5303, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.2215, loss/aux0: 1.2215 2020-10-20 14:19:37,214 - mmaction - INFO - Epoch [196][280/396] lr: 4.010e-02, eta: 11:56:53, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8206, loss_cls: 1.6171, loss: 1.6171, grad_norm: 2.5173, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.2166, loss/aux0: 1.2166 2020-10-20 14:20:13,782 - mmaction - INFO - Epoch [196][300/396] lr: 4.010e-02, eta: 11:56:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8164, loss_cls: 1.6524, loss: 1.6524, grad_norm: 2.5195, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2539, loss/aux0: 1.2539 2020-10-20 14:20:14,739 - mmaction - INFO - Epoch [196][300/396] lr: 4.010e-02, eta: 11:56:17, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5875, top5_acc: 0.8164, loss_cls: 1.6524, loss: 1.6524, grad_norm: 2.5257, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2559, loss/aux0: 1.2559 2020-10-20 14:20:51,238 - mmaction - INFO - Epoch [196][320/396] lr: 4.010e-02, eta: 11:55:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8151, loss_cls: 1.6562, loss: 1.6562, grad_norm: 2.6147, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2055, loss/aux0: 1.2055 2020-10-20 14:20:52,216 - mmaction - INFO - Epoch [196][320/396] lr: 4.010e-02, eta: 11:55:42, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8151, loss_cls: 1.6562, loss: 1.6562, grad_norm: 2.6000, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1980, loss/aux0: 1.1980 2020-10-20 14:21:28,733 - mmaction - INFO - Epoch [196][340/396] lr: 4.010e-02, eta: 11:55:00, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5888, top5_acc: 0.8141, loss_cls: 1.6422, loss: 1.6422, grad_norm: 2.5743, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2886, loss/aux0: 1.2886 2020-10-20 14:21:29,717 - mmaction - INFO - Epoch [196][340/396] lr: 4.010e-02, eta: 11:55:06, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.5888, top5_acc: 0.8141, loss_cls: 1.6422, loss: 1.6422, grad_norm: 2.5533, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3041, loss/aux0: 1.3041 2020-10-20 14:22:06,252 - mmaction - INFO - Epoch [196][360/396] lr: 4.010e-02, eta: 11:54:25, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8117, loss_cls: 1.6752, loss: 1.6752, grad_norm: 2.5854, top1_acc/aux0: 0.6659, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2904, loss/aux0: 1.2904 2020-10-20 14:22:07,222 - mmaction - INFO - Epoch [196][360/396] lr: 4.010e-02, eta: 11:54:31, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.5862, top5_acc: 0.8117, loss_cls: 1.6752, loss: 1.6752, grad_norm: 2.5660, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2819, loss/aux0: 1.2819 2020-10-20 14:22:43,820 - mmaction - INFO - Epoch [196][380/396] lr: 4.010e-02, eta: 11:53:49, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8182, loss_cls: 1.6104, loss: 1.6104, grad_norm: 2.5337, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2470, loss/aux0: 1.2470 2020-10-20 14:22:44,772 - mmaction - INFO - Epoch [196][380/396] lr: 4.010e-02, eta: 11:53:55, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5992, top5_acc: 0.8182, loss_cls: 1.6104, loss: 1.6104, grad_norm: 2.5541, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2551, loss/aux0: 1.2551 2020-10-20 14:27:12,889 - mmaction - INFO - Epoch [197][20/396] lr: 3.886e-02, eta: 11:52:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6081, top5_acc: 0.8263, loss_cls: 1.5963, loss: 1.5963, grad_norm: 2.5778, top1_acc/aux0: 0.6817, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2636, loss/aux0: 1.2636 2020-10-20 14:27:13,872 - mmaction - INFO - Epoch [197][20/396] lr: 3.886e-02, eta: 11:52:42, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6081, top5_acc: 0.8263, loss_cls: 1.5963, loss: 1.5963, grad_norm: 2.5712, top1_acc/aux0: 0.6815, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2627, loss/aux0: 1.2627 2020-10-20 14:27:50,181 - mmaction - INFO - Epoch [197][40/396] lr: 3.886e-02, eta: 11:52:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5966, top5_acc: 0.8190, loss_cls: 1.5886, loss: 1.5886, grad_norm: 2.5471, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2493, loss/aux0: 1.2493 2020-10-20 14:27:51,112 - mmaction - INFO - Epoch [197][40/396] lr: 3.886e-02, eta: 11:52:06, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.5966, top5_acc: 0.8190, loss_cls: 1.5886, loss: 1.5886, grad_norm: 2.5689, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.2590, loss/aux0: 1.2590 2020-10-20 14:28:27,499 - mmaction - INFO - Epoch [197][60/396] lr: 3.886e-02, eta: 11:51:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8375, loss_cls: 1.5074, loss: 1.5074, grad_norm: 2.5651, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2600, loss/aux0: 1.2600 2020-10-20 14:28:28,454 - mmaction - INFO - Epoch [197][60/396] lr: 3.886e-02, eta: 11:51:30, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8375, loss_cls: 1.5074, loss: 1.5074, grad_norm: 2.5516, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2436, loss/aux0: 1.2436 2020-10-20 14:29:04,854 - mmaction - INFO - Epoch [197][80/396] lr: 3.886e-02, eta: 11:50:49, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8271, loss_cls: 1.5882, loss: 1.5882, grad_norm: 2.6300, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2387, loss/aux0: 1.2387 2020-10-20 14:29:05,806 - mmaction - INFO - Epoch [197][80/396] lr: 3.886e-02, eta: 11:50:55, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8271, loss_cls: 1.5882, loss: 1.5882, grad_norm: 2.6254, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2397, loss/aux0: 1.2397 2020-10-20 14:29:42,248 - mmaction - INFO - Epoch [197][100/396] lr: 3.886e-02, eta: 11:50:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6010, top5_acc: 0.8151, loss_cls: 1.6253, loss: 1.6253, grad_norm: 2.5652, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2452, loss/aux0: 1.2452 2020-10-20 14:29:43,210 - mmaction - INFO - Epoch [197][100/396] lr: 3.886e-02, eta: 11:50:19, time: 0.936, data_time: 0.004, memory: 8466, top1_acc: 0.6010, top5_acc: 0.8151, loss_cls: 1.6253, loss: 1.6253, grad_norm: 2.5584, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2480, loss/aux0: 1.2480 2020-10-20 14:30:19,733 - mmaction - INFO - Epoch [197][120/396] lr: 3.886e-02, eta: 11:49:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8346, loss_cls: 1.5693, loss: 1.5693, grad_norm: 2.5442, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2257, loss/aux0: 1.2257 2020-10-20 14:30:20,706 - mmaction - INFO - Epoch [197][120/396] lr: 3.886e-02, eta: 11:49:44, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8346, loss_cls: 1.5693, loss: 1.5693, grad_norm: 2.5503, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2292, loss/aux0: 1.2292 2020-10-20 14:30:57,040 - mmaction - INFO - Epoch [197][140/396] lr: 3.886e-02, eta: 11:49:02, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8180, loss_cls: 1.5733, loss: 1.5733, grad_norm: 2.5496, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2446, loss/aux0: 1.2446 2020-10-20 14:30:58,019 - mmaction - INFO - Epoch [197][140/396] lr: 3.886e-02, eta: 11:49:08, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8180, loss_cls: 1.5733, loss: 1.5733, grad_norm: 2.5566, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2420, loss/aux0: 1.2420 2020-10-20 14:31:34,593 - mmaction - INFO - Epoch [197][160/396] lr: 3.886e-02, eta: 11:48:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8148, loss_cls: 1.6341, loss: 1.6341, grad_norm: 2.6251, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2812, loss/aux0: 1.2812 2020-10-20 14:31:35,558 - mmaction - INFO - Epoch [197][160/396] lr: 3.886e-02, eta: 11:48:32, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8148, loss_cls: 1.6341, loss: 1.6341, grad_norm: 2.6309, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2871, loss/aux0: 1.2871 2020-10-20 14:32:12,189 - mmaction - INFO - Epoch [197][180/396] lr: 3.886e-02, eta: 11:47:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8221, loss_cls: 1.5984, loss: 1.5984, grad_norm: 2.6342, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2841, loss/aux0: 1.2841 2020-10-20 14:32:13,138 - mmaction - INFO - Epoch [197][180/396] lr: 3.886e-02, eta: 11:47:57, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5964, top5_acc: 0.8221, loss_cls: 1.5984, loss: 1.5984, grad_norm: 2.6207, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2783, loss/aux0: 1.2783 2020-10-20 14:32:49,885 - mmaction - INFO - Epoch [197][200/396] lr: 3.886e-02, eta: 11:47:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6000, top5_acc: 0.8216, loss_cls: 1.6220, loss: 1.6220, grad_norm: 2.6188, top1_acc/aux0: 0.6747, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2750, loss/aux0: 1.2750 2020-10-20 14:32:50,908 - mmaction - INFO - Epoch [197][200/396] lr: 3.886e-02, eta: 11:47:21, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6000, top5_acc: 0.8216, loss_cls: 1.6220, loss: 1.6220, grad_norm: 2.6482, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8737, loss_cls/aux0: 1.2950, loss/aux0: 1.2950 2020-10-20 14:33:27,528 - mmaction - INFO - Epoch [197][220/396] lr: 3.886e-02, eta: 11:46:40, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5935, top5_acc: 0.8135, loss_cls: 1.6473, loss: 1.6473, grad_norm: 2.5459, top1_acc/aux0: 0.6742, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2717, loss/aux0: 1.2717 2020-10-20 14:33:28,477 - mmaction - INFO - Epoch [197][220/396] lr: 3.886e-02, eta: 11:46:46, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.5935, top5_acc: 0.8135, loss_cls: 1.6473, loss: 1.6473, grad_norm: 2.5370, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2498, loss/aux0: 1.2498 2020-10-20 14:34:05,000 - mmaction - INFO - Epoch [197][240/396] lr: 3.886e-02, eta: 11:46:04, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8154, loss_cls: 1.6280, loss: 1.6280, grad_norm: 2.5234, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2295, loss/aux0: 1.2295 2020-10-20 14:34:05,957 - mmaction - INFO - Epoch [197][240/396] lr: 3.886e-02, eta: 11:46:10, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.5995, top5_acc: 0.8154, loss_cls: 1.6280, loss: 1.6280, grad_norm: 2.5256, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2302, loss/aux0: 1.2302 2020-10-20 14:34:42,467 - mmaction - INFO - Epoch [197][260/396] lr: 3.886e-02, eta: 11:45:29, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8174, loss_cls: 1.6133, loss: 1.6133, grad_norm: 2.5912, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2871, loss/aux0: 1.2871 2020-10-20 14:34:43,405 - mmaction - INFO - Epoch [197][260/396] lr: 3.886e-02, eta: 11:45:34, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.5919, top5_acc: 0.8174, loss_cls: 1.6133, loss: 1.6133, grad_norm: 2.6100, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2971, loss/aux0: 1.2971 2020-10-20 14:35:19,942 - mmaction - INFO - Epoch [197][280/396] lr: 3.886e-02, eta: 11:44:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6070, top5_acc: 0.8346, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.5322, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2659, loss/aux0: 1.2659 2020-10-20 14:35:20,909 - mmaction - INFO - Epoch [197][280/396] lr: 3.886e-02, eta: 11:44:59, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6070, top5_acc: 0.8346, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.5382, top1_acc/aux0: 0.6727, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.2629, loss/aux0: 1.2629 2020-10-20 14:35:57,434 - mmaction - INFO - Epoch [197][300/396] lr: 3.886e-02, eta: 11:44:18, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5956, top5_acc: 0.8240, loss_cls: 1.6342, loss: 1.6342, grad_norm: 2.5829, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.2782, loss/aux0: 1.2782 2020-10-20 14:35:58,383 - mmaction - INFO - Epoch [197][300/396] lr: 3.886e-02, eta: 11:44:23, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.5956, top5_acc: 0.8240, loss_cls: 1.6342, loss: 1.6342, grad_norm: 2.5958, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8674, loss_cls/aux0: 1.2921, loss/aux0: 1.2921 2020-10-20 14:36:35,066 - mmaction - INFO - Epoch [197][320/396] lr: 3.886e-02, eta: 11:43:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5961, top5_acc: 0.8078, loss_cls: 1.6430, loss: 1.6430, grad_norm: 2.5490, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2661, loss/aux0: 1.2661 2020-10-20 14:36:36,080 - mmaction - INFO - Epoch [197][320/396] lr: 3.886e-02, eta: 11:43:48, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.5961, top5_acc: 0.8078, loss_cls: 1.6430, loss: 1.6430, grad_norm: 2.5640, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2487, loss/aux0: 1.2487 2020-10-20 14:37:12,578 - mmaction - INFO - Epoch [197][340/396] lr: 3.886e-02, eta: 11:43:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8128, loss_cls: 1.6469, loss: 1.6469, grad_norm: 2.5547, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2326, loss/aux0: 1.2326 2020-10-20 14:37:13,547 - mmaction - INFO - Epoch [197][340/396] lr: 3.886e-02, eta: 11:43:12, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6029, top5_acc: 0.8128, loss_cls: 1.6469, loss: 1.6469, grad_norm: 2.5618, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2269, loss/aux0: 1.2269 2020-10-20 14:37:50,156 - mmaction - INFO - Epoch [197][360/396] lr: 3.886e-02, eta: 11:42:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8185, loss_cls: 1.6314, loss: 1.6314, grad_norm: 2.5389, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2189, loss/aux0: 1.2189 2020-10-20 14:37:51,169 - mmaction - INFO - Epoch [197][360/396] lr: 3.886e-02, eta: 11:42:37, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.5943, top5_acc: 0.8185, loss_cls: 1.6314, loss: 1.6314, grad_norm: 2.5400, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2199, loss/aux0: 1.2199 2020-10-20 14:38:27,706 - mmaction - INFO - Epoch [197][380/396] lr: 3.886e-02, eta: 11:41:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5956, top5_acc: 0.8117, loss_cls: 1.6230, loss: 1.6230, grad_norm: 2.5541, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2373, loss/aux0: 1.2373 2020-10-20 14:38:28,665 - mmaction - INFO - Epoch [197][380/396] lr: 3.886e-02, eta: 11:42:01, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.5956, top5_acc: 0.8117, loss_cls: 1.6230, loss: 1.6230, grad_norm: 2.5443, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2350, loss/aux0: 1.2350 2020-10-20 14:43:00,345 - mmaction - INFO - Epoch [198][20/396] lr: 3.763e-02, eta: 11:40:42, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8247, loss_cls: 1.5646, loss: 1.5646, grad_norm: 2.5782, top1_acc/aux0: 0.6793, top5_acc/aux0: 0.8829, loss_cls/aux0: 1.2374, loss/aux0: 1.2374 2020-10-20 14:43:01,287 - mmaction - INFO - Epoch [198][20/396] lr: 3.763e-02, eta: 11:40:48, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8247, loss_cls: 1.5646, loss: 1.5646, grad_norm: 2.5798, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2393, loss/aux0: 1.2393 2020-10-20 14:43:37,690 - mmaction - INFO - Epoch [198][40/396] lr: 3.763e-02, eta: 11:40:07, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8320, loss_cls: 1.5608, loss: 1.5608, grad_norm: 2.5779, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2288, loss/aux0: 1.2288 2020-10-20 14:43:38,642 - mmaction - INFO - Epoch [198][40/396] lr: 3.763e-02, eta: 11:40:12, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8320, loss_cls: 1.5608, loss: 1.5608, grad_norm: 2.5599, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2298, loss/aux0: 1.2298 2020-10-20 14:44:14,897 - mmaction - INFO - Epoch [198][60/396] lr: 3.763e-02, eta: 11:39:31, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8086, loss_cls: 1.6702, loss: 1.6702, grad_norm: 2.6507, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2709, loss/aux0: 1.2709 2020-10-20 14:44:15,839 - mmaction - INFO - Epoch [198][60/396] lr: 3.763e-02, eta: 11:39:37, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.5826, top5_acc: 0.8086, loss_cls: 1.6702, loss: 1.6702, grad_norm: 2.6273, top1_acc/aux0: 0.6716, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2728, loss/aux0: 1.2728 2020-10-20 14:44:52,411 - mmaction - INFO - Epoch [198][80/396] lr: 3.763e-02, eta: 11:38:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6109, top5_acc: 0.8206, loss_cls: 1.5564, loss: 1.5564, grad_norm: 2.5629, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2321, loss/aux0: 1.2321 2020-10-20 14:44:53,345 - mmaction - INFO - Epoch [198][80/396] lr: 3.763e-02, eta: 11:39:01, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6109, top5_acc: 0.8206, loss_cls: 1.5564, loss: 1.5564, grad_norm: 2.5769, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2338, loss/aux0: 1.2338 2020-10-20 14:45:29,783 - mmaction - INFO - Epoch [198][100/396] lr: 3.763e-02, eta: 11:38:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6063, top5_acc: 0.8339, loss_cls: 1.5704, loss: 1.5704, grad_norm: 2.6350, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2534, loss/aux0: 1.2534 2020-10-20 14:45:30,753 - mmaction - INFO - Epoch [198][100/396] lr: 3.763e-02, eta: 11:38:25, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6063, top5_acc: 0.8339, loss_cls: 1.5704, loss: 1.5704, grad_norm: 2.6362, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2525, loss/aux0: 1.2525 2020-10-20 14:46:07,342 - mmaction - INFO - Epoch [198][120/396] lr: 3.763e-02, eta: 11:37:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8221, loss_cls: 1.5829, loss: 1.5829, grad_norm: 2.6193, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2258, loss/aux0: 1.2258 2020-10-20 14:46:08,283 - mmaction - INFO - Epoch [198][120/396] lr: 3.763e-02, eta: 11:37:50, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8221, loss_cls: 1.5829, loss: 1.5829, grad_norm: 2.6114, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2261, loss/aux0: 1.2261 2020-10-20 14:46:44,909 - mmaction - INFO - Epoch [198][140/396] lr: 3.763e-02, eta: 11:37:09, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8167, loss_cls: 1.6060, loss: 1.6060, grad_norm: 2.7198, top1_acc/aux0: 0.6695, top5_acc/aux0: 0.8664, loss_cls/aux0: 1.2928, loss/aux0: 1.2928 2020-10-20 14:46:45,871 - mmaction - INFO - Epoch [198][140/396] lr: 3.763e-02, eta: 11:37:14, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.5977, top5_acc: 0.8167, loss_cls: 1.6060, loss: 1.6060, grad_norm: 2.7366, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8669, loss_cls/aux0: 1.2889, loss/aux0: 1.2889 2020-10-20 14:47:22,575 - mmaction - INFO - Epoch [198][160/396] lr: 3.763e-02, eta: 11:36:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6193, top5_acc: 0.8273, loss_cls: 1.5485, loss: 1.5485, grad_norm: 2.5846, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2536, loss/aux0: 1.2536 2020-10-20 14:47:23,601 - mmaction - INFO - Epoch [198][160/396] lr: 3.763e-02, eta: 11:36:39, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.6193, top5_acc: 0.8273, loss_cls: 1.5485, loss: 1.5485, grad_norm: 2.5732, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2438, loss/aux0: 1.2438 2020-10-20 14:48:00,218 - mmaction - INFO - Epoch [198][180/396] lr: 3.763e-02, eta: 11:35:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6042, top5_acc: 0.8318, loss_cls: 1.5600, loss: 1.5600, grad_norm: 2.5348, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2444, loss/aux0: 1.2444 2020-10-20 14:48:01,166 - mmaction - INFO - Epoch [198][180/396] lr: 3.763e-02, eta: 11:36:03, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6042, top5_acc: 0.8318, loss_cls: 1.5600, loss: 1.5600, grad_norm: 2.5473, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2596, loss/aux0: 1.2596 2020-10-20 14:48:37,765 - mmaction - INFO - Epoch [198][200/396] lr: 3.763e-02, eta: 11:35:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6060, top5_acc: 0.8253, loss_cls: 1.5848, loss: 1.5848, grad_norm: 2.5872, top1_acc/aux0: 0.6789, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2594, loss/aux0: 1.2594 2020-10-20 14:48:38,723 - mmaction - INFO - Epoch [198][200/396] lr: 3.763e-02, eta: 11:35:28, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6060, top5_acc: 0.8253, loss_cls: 1.5848, loss: 1.5848, grad_norm: 2.5850, top1_acc/aux0: 0.6812, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2509, loss/aux0: 1.2509 2020-10-20 14:49:15,201 - mmaction - INFO - Epoch [198][220/396] lr: 3.763e-02, eta: 11:34:46, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5922, top5_acc: 0.8078, loss_cls: 1.6595, loss: 1.6595, grad_norm: 2.5849, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2325, loss/aux0: 1.2325 2020-10-20 14:49:16,164 - mmaction - INFO - Epoch [198][220/396] lr: 3.763e-02, eta: 11:34:52, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.5922, top5_acc: 0.8078, loss_cls: 1.6595, loss: 1.6595, grad_norm: 2.5709, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2325, loss/aux0: 1.2325 2020-10-20 14:49:52,605 - mmaction - INFO - Epoch [198][240/396] lr: 3.763e-02, eta: 11:34:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8224, loss_cls: 1.5854, loss: 1.5854, grad_norm: 2.6983, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2176, loss/aux0: 1.2176 2020-10-20 14:49:53,598 - mmaction - INFO - Epoch [198][240/396] lr: 3.763e-02, eta: 11:34:16, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8224, loss_cls: 1.5854, loss: 1.5854, grad_norm: 2.7045, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2292, loss/aux0: 1.2292 2020-10-20 14:50:30,319 - mmaction - INFO - Epoch [198][260/396] lr: 3.763e-02, eta: 11:33:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6018, top5_acc: 0.8177, loss_cls: 1.6012, loss: 1.6012, grad_norm: 2.6136, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2694, loss/aux0: 1.2694 2020-10-20 14:50:31,270 - mmaction - INFO - Epoch [198][260/396] lr: 3.763e-02, eta: 11:33:41, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6018, top5_acc: 0.8177, loss_cls: 1.6012, loss: 1.6012, grad_norm: 2.5947, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2571, loss/aux0: 1.2571 2020-10-20 14:51:07,766 - mmaction - INFO - Epoch [198][280/396] lr: 3.763e-02, eta: 11:33:00, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6083, top5_acc: 0.8161, loss_cls: 1.6065, loss: 1.6065, grad_norm: 2.5406, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2271, loss/aux0: 1.2271 2020-10-20 14:51:08,715 - mmaction - INFO - Epoch [198][280/396] lr: 3.763e-02, eta: 11:33:05, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6083, top5_acc: 0.8161, loss_cls: 1.6065, loss: 1.6065, grad_norm: 2.5469, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2255, loss/aux0: 1.2255 2020-10-20 14:51:45,121 - mmaction - INFO - Epoch [198][300/396] lr: 3.763e-02, eta: 11:32:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6062, top5_acc: 0.8380, loss_cls: 1.5454, loss: 1.5454, grad_norm: 2.5821, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8747, loss_cls/aux0: 1.2379, loss/aux0: 1.2379 2020-10-20 14:51:46,030 - mmaction - INFO - Epoch [198][300/396] lr: 3.763e-02, eta: 11:32:29, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.6062, top5_acc: 0.8380, loss_cls: 1.5454, loss: 1.5454, grad_norm: 2.5656, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2397, loss/aux0: 1.2397 2020-10-20 14:52:22,624 - mmaction - INFO - Epoch [198][320/396] lr: 3.763e-02, eta: 11:31:48, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6000, top5_acc: 0.8211, loss_cls: 1.6119, loss: 1.6119, grad_norm: 2.6065, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.2250, loss/aux0: 1.2250 2020-10-20 14:52:23,604 - mmaction - INFO - Epoch [198][320/396] lr: 3.763e-02, eta: 11:31:54, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6000, top5_acc: 0.8211, loss_cls: 1.6119, loss: 1.6119, grad_norm: 2.6145, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.2286, loss/aux0: 1.2286 2020-10-20 14:53:00,173 - mmaction - INFO - Epoch [198][340/396] lr: 3.763e-02, eta: 11:31:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8242, loss_cls: 1.6125, loss: 1.6125, grad_norm: 2.6055, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2606, loss/aux0: 1.2606 2020-10-20 14:53:01,131 - mmaction - INFO - Epoch [198][340/396] lr: 3.763e-02, eta: 11:31:18, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.5969, top5_acc: 0.8242, loss_cls: 1.6125, loss: 1.6125, grad_norm: 2.6081, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2572, loss/aux0: 1.2572 2020-10-20 14:53:37,742 - mmaction - INFO - Epoch [198][360/396] lr: 3.763e-02, eta: 11:30:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6086, top5_acc: 0.8208, loss_cls: 1.5859, loss: 1.5859, grad_norm: 2.6629, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2588, loss/aux0: 1.2588 2020-10-20 14:53:38,678 - mmaction - INFO - Epoch [198][360/396] lr: 3.763e-02, eta: 11:30:43, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6086, top5_acc: 0.8208, loss_cls: 1.5859, loss: 1.5859, grad_norm: 2.6634, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2564, loss/aux0: 1.2564 2020-10-20 14:54:15,276 - mmaction - INFO - Epoch [198][380/396] lr: 3.763e-02, eta: 11:30:02, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.5940, top5_acc: 0.8193, loss_cls: 1.6168, loss: 1.6168, grad_norm: 2.6034, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2229, loss/aux0: 1.2229 2020-10-20 14:54:16,213 - mmaction - INFO - Epoch [198][380/396] lr: 3.763e-02, eta: 11:30:07, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.5940, top5_acc: 0.8193, loss_cls: 1.6168, loss: 1.6168, grad_norm: 2.6083, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2292, loss/aux0: 1.2292 2020-10-20 14:59:02,599 - mmaction - INFO - Epoch [199][20/396] lr: 3.642e-02, eta: 11:28:49, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6146, top5_acc: 0.8203, loss_cls: 1.6016, loss: 1.6016, grad_norm: 2.6132, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8761, loss_cls/aux0: 1.2559, loss/aux0: 1.2559 2020-10-20 14:59:03,563 - mmaction - INFO - Epoch [199][20/396] lr: 3.642e-02, eta: 11:28:54, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6146, top5_acc: 0.8203, loss_cls: 1.6016, loss: 1.6016, grad_norm: 2.5946, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2381, loss/aux0: 1.2381 2020-10-20 14:59:39,851 - mmaction - INFO - Epoch [199][40/396] lr: 3.642e-02, eta: 11:28:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8286, loss_cls: 1.5692, loss: 1.5692, grad_norm: 2.6653, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2584, loss/aux0: 1.2584 2020-10-20 14:59:40,818 - mmaction - INFO - Epoch [199][40/396] lr: 3.642e-02, eta: 11:28:19, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8286, loss_cls: 1.5692, loss: 1.5692, grad_norm: 2.6511, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2789, loss/aux0: 1.2789 2020-10-20 15:00:21,150 - mmaction - INFO - Epoch [199][60/396] lr: 3.642e-02, eta: 11:27:39, time: 1.127, data_time: 0.000, memory: 8466, top1_acc: 0.6081, top5_acc: 0.8266, loss_cls: 1.5889, loss: 1.5889, grad_norm: 2.6730, top1_acc/aux0: 0.6805, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2583, loss/aux0: 1.2583 2020-10-20 15:00:22,186 - mmaction - INFO - Epoch [199][60/396] lr: 3.642e-02, eta: 11:27:45, time: 1.135, data_time: 0.010, memory: 8466, top1_acc: 0.6081, top5_acc: 0.8266, loss_cls: 1.5889, loss: 1.5889, grad_norm: 2.6741, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2502, loss/aux0: 1.2502 2020-10-20 15:00:58,603 - mmaction - INFO - Epoch [199][80/396] lr: 3.642e-02, eta: 11:27:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8260, loss_cls: 1.5786, loss: 1.5786, grad_norm: 2.6732, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2100, loss/aux0: 1.2100 2020-10-20 15:00:59,565 - mmaction - INFO - Epoch [199][80/396] lr: 3.642e-02, eta: 11:27:10, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8260, loss_cls: 1.5786, loss: 1.5786, grad_norm: 2.6993, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2167, loss/aux0: 1.2167 2020-10-20 15:01:36,065 - mmaction - INFO - Epoch [199][100/396] lr: 3.642e-02, eta: 11:26:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8323, loss_cls: 1.5609, loss: 1.5609, grad_norm: 2.6215, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.2925, loss/aux0: 1.2925 2020-10-20 15:01:37,023 - mmaction - INFO - Epoch [199][100/396] lr: 3.642e-02, eta: 11:26:34, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8323, loss_cls: 1.5609, loss: 1.5609, grad_norm: 2.6247, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8690, loss_cls/aux0: 1.2859, loss/aux0: 1.2859 2020-10-20 15:02:13,488 - mmaction - INFO - Epoch [199][120/396] lr: 3.642e-02, eta: 11:25:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8203, loss_cls: 1.6044, loss: 1.6044, grad_norm: 2.6834, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.2714, loss/aux0: 1.2714 2020-10-20 15:02:14,443 - mmaction - INFO - Epoch [199][120/396] lr: 3.642e-02, eta: 11:25:58, time: 0.937, data_time: 0.005, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8203, loss_cls: 1.6044, loss: 1.6044, grad_norm: 2.6592, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.2686, loss/aux0: 1.2686 2020-10-20 15:02:50,907 - mmaction - INFO - Epoch [199][140/396] lr: 3.642e-02, eta: 11:25:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8289, loss_cls: 1.5591, loss: 1.5591, grad_norm: 2.6490, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2077, loss/aux0: 1.2077 2020-10-20 15:02:51,876 - mmaction - INFO - Epoch [199][140/396] lr: 3.642e-02, eta: 11:25:23, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8289, loss_cls: 1.5591, loss: 1.5591, grad_norm: 2.6555, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2139, loss/aux0: 1.2139 2020-10-20 15:03:28,408 - mmaction - INFO - Epoch [199][160/396] lr: 3.642e-02, eta: 11:24:42, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6057, top5_acc: 0.8297, loss_cls: 1.5620, loss: 1.5620, grad_norm: 2.5799, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2131, loss/aux0: 1.2131 2020-10-20 15:03:29,337 - mmaction - INFO - Epoch [199][160/396] lr: 3.642e-02, eta: 11:24:47, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6057, top5_acc: 0.8297, loss_cls: 1.5620, loss: 1.5620, grad_norm: 2.5971, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2147, loss/aux0: 1.2147 2020-10-20 15:04:06,019 - mmaction - INFO - Epoch [199][180/396] lr: 3.642e-02, eta: 11:24:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.5982, top5_acc: 0.8086, loss_cls: 1.6123, loss: 1.6123, grad_norm: 2.6621, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2355, loss/aux0: 1.2355 2020-10-20 15:04:07,018 - mmaction - INFO - Epoch [199][180/396] lr: 3.642e-02, eta: 11:24:12, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.5982, top5_acc: 0.8086, loss_cls: 1.6123, loss: 1.6123, grad_norm: 2.6540, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2337, loss/aux0: 1.2337 2020-10-20 15:04:43,435 - mmaction - INFO - Epoch [199][200/396] lr: 3.642e-02, eta: 11:23:31, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6135, top5_acc: 0.8206, loss_cls: 1.5579, loss: 1.5579, grad_norm: 2.5457, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2025, loss/aux0: 1.2025 2020-10-20 15:04:44,383 - mmaction - INFO - Epoch [199][200/396] lr: 3.642e-02, eta: 11:23:36, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6135, top5_acc: 0.8206, loss_cls: 1.5579, loss: 1.5579, grad_norm: 2.5634, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2079, loss/aux0: 1.2079 2020-10-20 15:05:20,934 - mmaction - INFO - Epoch [199][220/396] lr: 3.642e-02, eta: 11:22:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8193, loss_cls: 1.5911, loss: 1.5911, grad_norm: 2.6109, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2375, loss/aux0: 1.2375 2020-10-20 15:05:21,909 - mmaction - INFO - Epoch [199][220/396] lr: 3.642e-02, eta: 11:23:00, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6102, top5_acc: 0.8193, loss_cls: 1.5911, loss: 1.5911, grad_norm: 2.6069, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2403, loss/aux0: 1.2403 2020-10-20 15:05:58,511 - mmaction - INFO - Epoch [199][240/396] lr: 3.642e-02, eta: 11:22:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6112, top5_acc: 0.8247, loss_cls: 1.5648, loss: 1.5648, grad_norm: 2.6983, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2196, loss/aux0: 1.2196 2020-10-20 15:05:59,477 - mmaction - INFO - Epoch [199][240/396] lr: 3.642e-02, eta: 11:22:25, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6112, top5_acc: 0.8247, loss_cls: 1.5648, loss: 1.5648, grad_norm: 2.6772, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2060, loss/aux0: 1.2060 2020-10-20 15:06:36,050 - mmaction - INFO - Epoch [199][260/396] lr: 3.642e-02, eta: 11:21:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.5974, top5_acc: 0.8172, loss_cls: 1.6123, loss: 1.6123, grad_norm: 2.6804, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2485, loss/aux0: 1.2485 2020-10-20 15:06:37,042 - mmaction - INFO - Epoch [199][260/396] lr: 3.642e-02, eta: 11:21:49, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.5974, top5_acc: 0.8172, loss_cls: 1.6123, loss: 1.6123, grad_norm: 2.6876, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2616, loss/aux0: 1.2616 2020-10-20 15:07:13,551 - mmaction - INFO - Epoch [199][280/396] lr: 3.642e-02, eta: 11:21:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8266, loss_cls: 1.5500, loss: 1.5500, grad_norm: 2.6069, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2416, loss/aux0: 1.2416 2020-10-20 15:07:14,508 - mmaction - INFO - Epoch [199][280/396] lr: 3.642e-02, eta: 11:21:14, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8266, loss_cls: 1.5500, loss: 1.5500, grad_norm: 2.6044, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2379, loss/aux0: 1.2379 2020-10-20 15:07:51,046 - mmaction - INFO - Epoch [199][300/396] lr: 3.642e-02, eta: 11:20:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6174, top5_acc: 0.8310, loss_cls: 1.5452, loss: 1.5452, grad_norm: 2.6476, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2304, loss/aux0: 1.2304 2020-10-20 15:07:52,004 - mmaction - INFO - Epoch [199][300/396] lr: 3.642e-02, eta: 11:20:38, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6174, top5_acc: 0.8310, loss_cls: 1.5452, loss: 1.5452, grad_norm: 2.6533, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2248, loss/aux0: 1.2248 2020-10-20 15:08:28,537 - mmaction - INFO - Epoch [199][320/396] lr: 3.642e-02, eta: 11:19:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6057, top5_acc: 0.8193, loss_cls: 1.5900, loss: 1.5900, grad_norm: 2.6461, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1992, loss/aux0: 1.1992 2020-10-20 15:08:29,487 - mmaction - INFO - Epoch [199][320/396] lr: 3.642e-02, eta: 11:20:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6057, top5_acc: 0.8193, loss_cls: 1.5900, loss: 1.5900, grad_norm: 2.6684, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2031, loss/aux0: 1.2031 2020-10-20 15:09:05,929 - mmaction - INFO - Epoch [199][340/396] lr: 3.642e-02, eta: 11:19:21, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8221, loss_cls: 1.6276, loss: 1.6276, grad_norm: 2.6499, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2303, loss/aux0: 1.2303 2020-10-20 15:09:06,900 - mmaction - INFO - Epoch [199][340/396] lr: 3.642e-02, eta: 11:19:27, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.5904, top5_acc: 0.8221, loss_cls: 1.6276, loss: 1.6276, grad_norm: 2.6624, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2347, loss/aux0: 1.2347 2020-10-20 15:09:43,480 - mmaction - INFO - Epoch [199][360/396] lr: 3.642e-02, eta: 11:18:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8250, loss_cls: 1.5843, loss: 1.5843, grad_norm: 2.6357, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2313, loss/aux0: 1.2313 2020-10-20 15:09:44,438 - mmaction - INFO - Epoch [199][360/396] lr: 3.642e-02, eta: 11:18:51, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6016, top5_acc: 0.8250, loss_cls: 1.5843, loss: 1.5843, grad_norm: 2.6395, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2295, loss/aux0: 1.2295 2020-10-20 15:10:20,953 - mmaction - INFO - Epoch [199][380/396] lr: 3.642e-02, eta: 11:18:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6086, top5_acc: 0.8151, loss_cls: 1.6021, loss: 1.6021, grad_norm: 2.6744, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2624, loss/aux0: 1.2624 2020-10-20 15:10:21,995 - mmaction - INFO - Epoch [199][380/396] lr: 3.642e-02, eta: 11:18:16, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6086, top5_acc: 0.8151, loss_cls: 1.6021, loss: 1.6021, grad_norm: 2.6831, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2593, loss/aux0: 1.2593 2020-10-20 15:15:14,844 - mmaction - INFO - Epoch [200][20/396] lr: 3.522e-02, eta: 11:16:57, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6174, top5_acc: 0.8292, loss_cls: 1.5322, loss: 1.5322, grad_norm: 2.5915, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2354, loss/aux0: 1.2354 2020-10-20 15:15:15,787 - mmaction - INFO - Epoch [200][20/396] lr: 3.522e-02, eta: 11:17:03, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.6174, top5_acc: 0.8292, loss_cls: 1.5322, loss: 1.5322, grad_norm: 2.6090, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.2401, loss/aux0: 1.2401 2020-10-20 15:15:52,121 - mmaction - INFO - Epoch [200][40/396] lr: 3.522e-02, eta: 11:16:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8323, loss_cls: 1.5087, loss: 1.5087, grad_norm: 2.6847, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2610, loss/aux0: 1.2610 2020-10-20 15:15:53,064 - mmaction - INFO - Epoch [200][40/396] lr: 3.522e-02, eta: 11:16:27, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8323, loss_cls: 1.5087, loss: 1.5087, grad_norm: 2.6932, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2632, loss/aux0: 1.2632 2020-10-20 15:16:29,604 - mmaction - INFO - Epoch [200][60/396] lr: 3.522e-02, eta: 11:15:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8352, loss_cls: 1.5658, loss: 1.5658, grad_norm: 2.6847, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2656, loss/aux0: 1.2656 2020-10-20 15:16:30,557 - mmaction - INFO - Epoch [200][60/396] lr: 3.522e-02, eta: 11:15:51, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8352, loss_cls: 1.5658, loss: 1.5658, grad_norm: 2.6927, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2635, loss/aux0: 1.2635 2020-10-20 15:17:07,086 - mmaction - INFO - Epoch [200][80/396] lr: 3.522e-02, eta: 11:15:11, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6104, top5_acc: 0.8273, loss_cls: 1.5539, loss: 1.5539, grad_norm: 2.6360, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2886, loss/aux0: 1.2886 2020-10-20 15:17:08,033 - mmaction - INFO - Epoch [200][80/396] lr: 3.522e-02, eta: 11:15:16, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6104, top5_acc: 0.8273, loss_cls: 1.5539, loss: 1.5539, grad_norm: 2.6440, top1_acc/aux0: 0.6799, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2784, loss/aux0: 1.2784 2020-10-20 15:17:44,517 - mmaction - INFO - Epoch [200][100/396] lr: 3.522e-02, eta: 11:14:35, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8385, loss_cls: 1.5150, loss: 1.5150, grad_norm: 2.6621, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2518, loss/aux0: 1.2518 2020-10-20 15:17:45,488 - mmaction - INFO - Epoch [200][100/396] lr: 3.522e-02, eta: 11:14:40, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8385, loss_cls: 1.5150, loss: 1.5150, grad_norm: 2.6791, top1_acc/aux0: 0.6820, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2612, loss/aux0: 1.2612 2020-10-20 15:18:22,104 - mmaction - INFO - Epoch [200][120/396] lr: 3.522e-02, eta: 11:13:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8182, loss_cls: 1.5932, loss: 1.5932, grad_norm: 2.6687, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2462, loss/aux0: 1.2462 2020-10-20 15:18:23,062 - mmaction - INFO - Epoch [200][120/396] lr: 3.522e-02, eta: 11:14:05, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8182, loss_cls: 1.5932, loss: 1.5932, grad_norm: 2.6576, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8758, loss_cls/aux0: 1.2381, loss/aux0: 1.2381 2020-10-20 15:18:59,542 - mmaction - INFO - Epoch [200][140/396] lr: 3.522e-02, eta: 11:13:24, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8276, loss_cls: 1.5801, loss: 1.5801, grad_norm: 2.6763, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2654, loss/aux0: 1.2654 2020-10-20 15:19:00,477 - mmaction - INFO - Epoch [200][140/396] lr: 3.522e-02, eta: 11:13:29, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8276, loss_cls: 1.5801, loss: 1.5801, grad_norm: 2.6822, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.2755, loss/aux0: 1.2755 2020-10-20 15:19:37,017 - mmaction - INFO - Epoch [200][160/396] lr: 3.522e-02, eta: 11:12:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8323, loss_cls: 1.5520, loss: 1.5520, grad_norm: 2.7504, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.2460, loss/aux0: 1.2460 2020-10-20 15:19:37,982 - mmaction - INFO - Epoch [200][160/396] lr: 3.522e-02, eta: 11:12:53, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8323, loss_cls: 1.5520, loss: 1.5520, grad_norm: 2.7616, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2470, loss/aux0: 1.2470 2020-10-20 15:20:14,574 - mmaction - INFO - Epoch [200][180/396] lr: 3.522e-02, eta: 11:12:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8271, loss_cls: 1.5778, loss: 1.5778, grad_norm: 2.7096, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1840, loss/aux0: 1.1840 2020-10-20 15:20:15,541 - mmaction - INFO - Epoch [200][180/396] lr: 3.522e-02, eta: 11:12:18, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6034, top5_acc: 0.8271, loss_cls: 1.5778, loss: 1.5778, grad_norm: 2.7031, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1770, loss/aux0: 1.1770 2020-10-20 15:20:52,041 - mmaction - INFO - Epoch [200][200/396] lr: 3.522e-02, eta: 11:11:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6156, top5_acc: 0.8203, loss_cls: 1.5464, loss: 1.5464, grad_norm: 2.6249, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2475, loss/aux0: 1.2475 2020-10-20 15:20:53,063 - mmaction - INFO - Epoch [200][200/396] lr: 3.522e-02, eta: 11:11:42, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6156, top5_acc: 0.8203, loss_cls: 1.5464, loss: 1.5464, grad_norm: 2.6456, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2482, loss/aux0: 1.2482 2020-10-20 15:21:29,741 - mmaction - INFO - Epoch [200][220/396] lr: 3.522e-02, eta: 11:11:01, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6057, top5_acc: 0.8250, loss_cls: 1.5896, loss: 1.5896, grad_norm: 2.6247, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1972, loss/aux0: 1.1972 2020-10-20 15:21:30,701 - mmaction - INFO - Epoch [200][220/396] lr: 3.522e-02, eta: 11:11:07, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6057, top5_acc: 0.8250, loss_cls: 1.5896, loss: 1.5896, grad_norm: 2.6117, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1947, loss/aux0: 1.1947 2020-10-20 15:22:07,284 - mmaction - INFO - Epoch [200][240/396] lr: 3.522e-02, eta: 11:10:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.5927, top5_acc: 0.8188, loss_cls: 1.6305, loss: 1.6305, grad_norm: 2.6322, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2451, loss/aux0: 1.2451 2020-10-20 15:22:08,233 - mmaction - INFO - Epoch [200][240/396] lr: 3.522e-02, eta: 11:10:31, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.5927, top5_acc: 0.8188, loss_cls: 1.6305, loss: 1.6305, grad_norm: 2.6497, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2548, loss/aux0: 1.2548 2020-10-20 15:22:44,849 - mmaction - INFO - Epoch [200][260/396] lr: 3.522e-02, eta: 11:09:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8247, loss_cls: 1.5860, loss: 1.5860, grad_norm: 2.7050, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2472, loss/aux0: 1.2472 2020-10-20 15:22:45,813 - mmaction - INFO - Epoch [200][260/396] lr: 3.522e-02, eta: 11:09:56, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6013, top5_acc: 0.8247, loss_cls: 1.5860, loss: 1.5860, grad_norm: 2.7044, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2419, loss/aux0: 1.2419 2020-10-20 15:23:22,264 - mmaction - INFO - Epoch [200][280/396] lr: 3.522e-02, eta: 11:09:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6091, top5_acc: 0.8193, loss_cls: 1.5607, loss: 1.5607, grad_norm: 2.7059, top1_acc/aux0: 0.6826, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.2696, loss/aux0: 1.2696 2020-10-20 15:23:23,217 - mmaction - INFO - Epoch [200][280/396] lr: 3.522e-02, eta: 11:09:20, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6091, top5_acc: 0.8193, loss_cls: 1.5607, loss: 1.5607, grad_norm: 2.6894, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2623, loss/aux0: 1.2623 2020-10-20 15:23:59,839 - mmaction - INFO - Epoch [200][300/396] lr: 3.522e-02, eta: 11:08:39, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8286, loss_cls: 1.5772, loss: 1.5772, grad_norm: 2.6882, top1_acc/aux0: 0.6810, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2372, loss/aux0: 1.2372 2020-10-20 15:24:00,808 - mmaction - INFO - Epoch [200][300/396] lr: 3.522e-02, eta: 11:08:44, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8286, loss_cls: 1.5772, loss: 1.5772, grad_norm: 2.6964, top1_acc/aux0: 0.6831, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2360, loss/aux0: 1.2360 2020-10-20 15:24:37,384 - mmaction - INFO - Epoch [200][320/396] lr: 3.522e-02, eta: 11:08:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8268, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.6206, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1760, loss/aux0: 1.1760 2020-10-20 15:24:38,395 - mmaction - INFO - Epoch [200][320/396] lr: 3.522e-02, eta: 11:08:09, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8268, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.6252, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1832, loss/aux0: 1.1832 2020-10-20 15:25:15,019 - mmaction - INFO - Epoch [200][340/396] lr: 3.522e-02, eta: 11:07:28, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8172, loss_cls: 1.5890, loss: 1.5890, grad_norm: 2.7357, top1_acc/aux0: 0.6758, top5_acc/aux0: 0.8727, loss_cls/aux0: 1.3001, loss/aux0: 1.3001 2020-10-20 15:25:15,985 - mmaction - INFO - Epoch [200][340/396] lr: 3.522e-02, eta: 11:07:33, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6021, top5_acc: 0.8172, loss_cls: 1.5890, loss: 1.5890, grad_norm: 2.7401, top1_acc/aux0: 0.6773, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2984, loss/aux0: 1.2984 2020-10-20 15:25:52,693 - mmaction - INFO - Epoch [200][360/396] lr: 3.522e-02, eta: 11:06:52, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8115, loss_cls: 1.5970, loss: 1.5970, grad_norm: 2.6371, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1975, loss/aux0: 1.1975 2020-10-20 15:25:53,650 - mmaction - INFO - Epoch [200][360/396] lr: 3.522e-02, eta: 11:06:58, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8115, loss_cls: 1.5970, loss: 1.5970, grad_norm: 2.6352, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1987, loss/aux0: 1.1987 2020-10-20 15:26:30,135 - mmaction - INFO - Epoch [200][380/396] lr: 3.522e-02, eta: 11:06:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8232, loss_cls: 1.5587, loss: 1.5587, grad_norm: 2.6123, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2220, loss/aux0: 1.2220 2020-10-20 15:26:31,111 - mmaction - INFO - Epoch [200][380/396] lr: 3.522e-02, eta: 11:06:22, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8232, loss_cls: 1.5587, loss: 1.5587, grad_norm: 2.6066, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2195, loss/aux0: 1.2195 2020-10-20 15:27:03,259 - mmaction - INFO - Saving checkpoint at 200 epochs 2020-10-20 15:28:47,282 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 15:28:47,403 - mmaction - INFO - top1_acc 0.6910 top5_acc 0.8923 2020-10-20 15:28:47,404 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 15:28:47,429 - mmaction - INFO - mean_acc 0.6913 2020-10-20 15:28:47,429 - mmaction - INFO - Now best checkpoint is epoch_200.pth 2020-10-20 15:28:47,435 - mmaction - INFO - Epoch(val) [200][396] top1_acc: 0.6910, top5_acc: 0.8923, mean_class_accuracy: 0.6913 2020-10-20 15:33:09,885 - mmaction - INFO - Epoch [201][20/396] lr: 3.405e-02, eta: 11:05:04, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6138, top5_acc: 0.8268, loss_cls: 1.5449, loss: 1.5449, grad_norm: 2.6928, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2407, loss/aux0: 1.2407 2020-10-20 15:33:10,829 - mmaction - INFO - Epoch [201][20/396] lr: 3.405e-02, eta: 11:05:09, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6138, top5_acc: 0.8268, loss_cls: 1.5449, loss: 1.5449, grad_norm: 2.6854, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2371, loss/aux0: 1.2371 2020-10-20 15:33:47,176 - mmaction - INFO - Epoch [201][40/396] lr: 3.405e-02, eta: 11:04:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6117, top5_acc: 0.8234, loss_cls: 1.5545, loss: 1.5545, grad_norm: 2.6592, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2264, loss/aux0: 1.2264 2020-10-20 15:33:48,091 - mmaction - INFO - Epoch [201][40/396] lr: 3.405e-02, eta: 11:04:34, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.6117, top5_acc: 0.8234, loss_cls: 1.5545, loss: 1.5545, grad_norm: 2.6655, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8789, loss_cls/aux0: 1.2410, loss/aux0: 1.2410 2020-10-20 15:34:24,501 - mmaction - INFO - Epoch [201][60/396] lr: 3.405e-02, eta: 11:03:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8273, loss_cls: 1.5871, loss: 1.5871, grad_norm: 2.7361, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2491, loss/aux0: 1.2491 2020-10-20 15:34:25,469 - mmaction - INFO - Epoch [201][60/396] lr: 3.405e-02, eta: 11:03:58, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8273, loss_cls: 1.5871, loss: 1.5871, grad_norm: 2.7076, top1_acc/aux0: 0.6841, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2317, loss/aux0: 1.2317 2020-10-20 15:35:01,945 - mmaction - INFO - Epoch [201][80/396] lr: 3.405e-02, eta: 11:03:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8247, loss_cls: 1.5489, loss: 1.5489, grad_norm: 2.7579, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2164, loss/aux0: 1.2164 2020-10-20 15:35:02,938 - mmaction - INFO - Epoch [201][80/396] lr: 3.405e-02, eta: 11:03:22, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8247, loss_cls: 1.5489, loss: 1.5489, grad_norm: 2.7651, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2261, loss/aux0: 1.2261 2020-10-20 15:35:39,441 - mmaction - INFO - Epoch [201][100/396] lr: 3.405e-02, eta: 11:02:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8333, loss_cls: 1.5343, loss: 1.5343, grad_norm: 2.6369, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2313, loss/aux0: 1.2313 2020-10-20 15:35:40,461 - mmaction - INFO - Epoch [201][100/396] lr: 3.405e-02, eta: 11:02:47, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8333, loss_cls: 1.5343, loss: 1.5343, grad_norm: 2.6302, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2309, loss/aux0: 1.2309 2020-10-20 15:36:16,947 - mmaction - INFO - Epoch [201][120/396] lr: 3.405e-02, eta: 11:02:06, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8255, loss_cls: 1.5634, loss: 1.5634, grad_norm: 2.6314, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2110, loss/aux0: 1.2110 2020-10-20 15:36:17,951 - mmaction - INFO - Epoch [201][120/396] lr: 3.405e-02, eta: 11:02:11, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8255, loss_cls: 1.5634, loss: 1.5634, grad_norm: 2.6340, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2136, loss/aux0: 1.2136 2020-10-20 15:36:54,544 - mmaction - INFO - Epoch [201][140/396] lr: 3.405e-02, eta: 11:01:30, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8409, loss_cls: 1.4859, loss: 1.4859, grad_norm: 2.6110, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2053, loss/aux0: 1.2053 2020-10-20 15:36:55,501 - mmaction - INFO - Epoch [201][140/396] lr: 3.405e-02, eta: 11:01:36, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8409, loss_cls: 1.4859, loss: 1.4859, grad_norm: 2.6033, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1989, loss/aux0: 1.1989 2020-10-20 15:37:32,085 - mmaction - INFO - Epoch [201][160/396] lr: 3.405e-02, eta: 11:00:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6062, top5_acc: 0.8302, loss_cls: 1.5437, loss: 1.5437, grad_norm: 2.6662, top1_acc/aux0: 0.6961, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1811, loss/aux0: 1.1811 2020-10-20 15:37:33,035 - mmaction - INFO - Epoch [201][160/396] lr: 3.405e-02, eta: 11:01:00, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6062, top5_acc: 0.8302, loss_cls: 1.5437, loss: 1.5437, grad_norm: 2.6643, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1785, loss/aux0: 1.1785 2020-10-20 15:38:09,683 - mmaction - INFO - Epoch [201][180/396] lr: 3.405e-02, eta: 11:00:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6216, top5_acc: 0.8328, loss_cls: 1.5171, loss: 1.5171, grad_norm: 2.6790, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2542, loss/aux0: 1.2542 2020-10-20 15:38:10,628 - mmaction - INFO - Epoch [201][180/396] lr: 3.405e-02, eta: 11:00:24, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6216, top5_acc: 0.8328, loss_cls: 1.5171, loss: 1.5171, grad_norm: 2.6768, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2472, loss/aux0: 1.2472 2020-10-20 15:38:47,234 - mmaction - INFO - Epoch [201][200/396] lr: 3.405e-02, eta: 10:59:44, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8411, loss_cls: 1.5244, loss: 1.5244, grad_norm: 2.7184, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2292, loss/aux0: 1.2292 2020-10-20 15:38:48,218 - mmaction - INFO - Epoch [201][200/396] lr: 3.405e-02, eta: 10:59:49, time: 0.946, data_time: 0.003, memory: 8466, top1_acc: 0.6161, top5_acc: 0.8411, loss_cls: 1.5244, loss: 1.5244, grad_norm: 2.7122, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8794, loss_cls/aux0: 1.2378, loss/aux0: 1.2378 2020-10-20 15:39:24,696 - mmaction - INFO - Epoch [201][220/396] lr: 3.405e-02, eta: 10:59:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8229, loss_cls: 1.5775, loss: 1.5775, grad_norm: 2.6592, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1974, loss/aux0: 1.1974 2020-10-20 15:39:25,640 - mmaction - INFO - Epoch [201][220/396] lr: 3.405e-02, eta: 10:59:13, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6023, top5_acc: 0.8229, loss_cls: 1.5775, loss: 1.5775, grad_norm: 2.6329, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1978, loss/aux0: 1.1978 2020-10-20 15:40:02,217 - mmaction - INFO - Epoch [201][240/396] lr: 3.405e-02, eta: 10:58:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6214, top5_acc: 0.8299, loss_cls: 1.5626, loss: 1.5626, grad_norm: 2.6058, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2155, loss/aux0: 1.2155 2020-10-20 15:40:03,175 - mmaction - INFO - Epoch [201][240/396] lr: 3.405e-02, eta: 10:58:38, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6214, top5_acc: 0.8299, loss_cls: 1.5626, loss: 1.5626, grad_norm: 2.6138, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2230, loss/aux0: 1.2230 2020-10-20 15:40:39,751 - mmaction - INFO - Epoch [201][260/396] lr: 3.405e-02, eta: 10:57:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6062, top5_acc: 0.8133, loss_cls: 1.5880, loss: 1.5880, grad_norm: 2.6968, top1_acc/aux0: 0.6768, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2414, loss/aux0: 1.2414 2020-10-20 15:40:40,704 - mmaction - INFO - Epoch [201][260/396] lr: 3.405e-02, eta: 10:58:02, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6062, top5_acc: 0.8133, loss_cls: 1.5880, loss: 1.5880, grad_norm: 2.6931, top1_acc/aux0: 0.6779, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2396, loss/aux0: 1.2396 2020-10-20 15:41:17,291 - mmaction - INFO - Epoch [201][280/396] lr: 3.405e-02, eta: 10:57:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8255, loss_cls: 1.5729, loss: 1.5729, grad_norm: 2.6477, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.2277, loss/aux0: 1.2277 2020-10-20 15:41:18,292 - mmaction - INFO - Epoch [201][280/396] lr: 3.405e-02, eta: 10:57:26, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8255, loss_cls: 1.5729, loss: 1.5729, grad_norm: 2.6436, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2253, loss/aux0: 1.2253 2020-10-20 15:41:54,728 - mmaction - INFO - Epoch [201][300/396] lr: 3.405e-02, eta: 10:56:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8229, loss_cls: 1.5783, loss: 1.5783, grad_norm: 2.7064, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2244, loss/aux0: 1.2244 2020-10-20 15:41:55,681 - mmaction - INFO - Epoch [201][300/396] lr: 3.405e-02, eta: 10:56:51, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8229, loss_cls: 1.5783, loss: 1.5783, grad_norm: 2.7059, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2210, loss/aux0: 1.2210 2020-10-20 15:42:32,266 - mmaction - INFO - Epoch [201][320/396] lr: 3.405e-02, eta: 10:56:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8224, loss_cls: 1.5605, loss: 1.5605, grad_norm: 2.6825, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.2075, loss/aux0: 1.2075 2020-10-20 15:42:33,270 - mmaction - INFO - Epoch [201][320/396] lr: 3.405e-02, eta: 10:56:15, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8224, loss_cls: 1.5605, loss: 1.5605, grad_norm: 2.6817, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.2050, loss/aux0: 1.2050 2020-10-20 15:43:09,878 - mmaction - INFO - Epoch [201][340/396] lr: 3.405e-02, eta: 10:55:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8180, loss_cls: 1.6191, loss: 1.6191, grad_norm: 2.6514, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1830, loss/aux0: 1.1830 2020-10-20 15:43:10,879 - mmaction - INFO - Epoch [201][340/396] lr: 3.405e-02, eta: 10:55:40, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8180, loss_cls: 1.6191, loss: 1.6191, grad_norm: 2.6607, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1826, loss/aux0: 1.1826 2020-10-20 15:43:47,344 - mmaction - INFO - Epoch [201][360/396] lr: 3.405e-02, eta: 10:54:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6003, top5_acc: 0.8227, loss_cls: 1.5918, loss: 1.5918, grad_norm: 2.6993, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2343, loss/aux0: 1.2343 2020-10-20 15:43:48,346 - mmaction - INFO - Epoch [201][360/396] lr: 3.405e-02, eta: 10:55:04, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6003, top5_acc: 0.8227, loss_cls: 1.5918, loss: 1.5918, grad_norm: 2.7007, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2316, loss/aux0: 1.2316 2020-10-20 15:44:24,913 - mmaction - INFO - Epoch [201][380/396] lr: 3.405e-02, eta: 10:54:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8289, loss_cls: 1.5594, loss: 1.5594, grad_norm: 2.7076, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2062, loss/aux0: 1.2062 2020-10-20 15:44:25,929 - mmaction - INFO - Epoch [201][380/396] lr: 3.405e-02, eta: 10:54:28, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6089, top5_acc: 0.8289, loss_cls: 1.5594, loss: 1.5594, grad_norm: 2.6899, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2037, loss/aux0: 1.2037 2020-10-20 15:49:22,322 - mmaction - INFO - Epoch [202][20/396] lr: 3.289e-02, eta: 10:53:11, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8333, loss_cls: 1.5242, loss: 1.5242, grad_norm: 2.6757, top1_acc/aux0: 0.6878, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2283, loss/aux0: 1.2283 2020-10-20 15:49:23,284 - mmaction - INFO - Epoch [202][20/396] lr: 3.289e-02, eta: 10:53:16, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8333, loss_cls: 1.5242, loss: 1.5242, grad_norm: 2.6760, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2283, loss/aux0: 1.2283 2020-10-20 15:49:59,753 - mmaction - INFO - Epoch [202][40/396] lr: 3.289e-02, eta: 10:52:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8365, loss_cls: 1.5009, loss: 1.5009, grad_norm: 2.6960, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2297, loss/aux0: 1.2297 2020-10-20 15:50:00,681 - mmaction - INFO - Epoch [202][40/396] lr: 3.289e-02, eta: 10:52:40, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8365, loss_cls: 1.5009, loss: 1.5009, grad_norm: 2.6857, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2398, loss/aux0: 1.2398 2020-10-20 15:50:37,252 - mmaction - INFO - Epoch [202][60/396] lr: 3.289e-02, eta: 10:52:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8276, loss_cls: 1.5167, loss: 1.5167, grad_norm: 2.6010, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2070, loss/aux0: 1.2070 2020-10-20 15:50:38,213 - mmaction - INFO - Epoch [202][60/396] lr: 3.289e-02, eta: 10:52:05, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8276, loss_cls: 1.5167, loss: 1.5167, grad_norm: 2.5990, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1934, loss/aux0: 1.1934 2020-10-20 15:51:14,675 - mmaction - INFO - Epoch [202][80/396] lr: 3.289e-02, eta: 10:51:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6273, top5_acc: 0.8357, loss_cls: 1.5153, loss: 1.5153, grad_norm: 2.6480, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1723, loss/aux0: 1.1723 2020-10-20 15:51:15,649 - mmaction - INFO - Epoch [202][80/396] lr: 3.289e-02, eta: 10:51:29, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6273, top5_acc: 0.8357, loss_cls: 1.5153, loss: 1.5153, grad_norm: 2.6631, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1819, loss/aux0: 1.1819 2020-10-20 15:51:52,033 - mmaction - INFO - Epoch [202][100/396] lr: 3.289e-02, eta: 10:50:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8331, loss_cls: 1.5530, loss: 1.5530, grad_norm: 2.6459, top1_acc/aux0: 0.6784, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2219, loss/aux0: 1.2219 2020-10-20 15:51:53,043 - mmaction - INFO - Epoch [202][100/396] lr: 3.289e-02, eta: 10:50:53, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6128, top5_acc: 0.8331, loss_cls: 1.5530, loss: 1.5530, grad_norm: 2.6341, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2174, loss/aux0: 1.2174 2020-10-20 15:52:29,532 - mmaction - INFO - Epoch [202][120/396] lr: 3.289e-02, eta: 10:50:13, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6242, top5_acc: 0.8388, loss_cls: 1.4977, loss: 1.4977, grad_norm: 2.7314, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2509, loss/aux0: 1.2509 2020-10-20 15:52:30,490 - mmaction - INFO - Epoch [202][120/396] lr: 3.289e-02, eta: 10:50:18, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6242, top5_acc: 0.8388, loss_cls: 1.4977, loss: 1.4977, grad_norm: 2.7564, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2526, loss/aux0: 1.2526 2020-10-20 15:53:07,018 - mmaction - INFO - Epoch [202][140/396] lr: 3.289e-02, eta: 10:49:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6206, top5_acc: 0.8284, loss_cls: 1.5373, loss: 1.5373, grad_norm: 2.7744, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.2142, loss/aux0: 1.2142 2020-10-20 15:53:07,990 - mmaction - INFO - Epoch [202][140/396] lr: 3.289e-02, eta: 10:49:42, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6206, top5_acc: 0.8284, loss_cls: 1.5373, loss: 1.5373, grad_norm: 2.7825, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2105, loss/aux0: 1.2105 2020-10-20 15:53:44,552 - mmaction - INFO - Epoch [202][160/396] lr: 3.289e-02, eta: 10:49:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8263, loss_cls: 1.5780, loss: 1.5780, grad_norm: 2.7424, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2205, loss/aux0: 1.2205 2020-10-20 15:53:45,520 - mmaction - INFO - Epoch [202][160/396] lr: 3.289e-02, eta: 10:49:07, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6096, top5_acc: 0.8263, loss_cls: 1.5780, loss: 1.5780, grad_norm: 2.7470, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2175, loss/aux0: 1.2175 2020-10-20 15:54:22,054 - mmaction - INFO - Epoch [202][180/396] lr: 3.289e-02, eta: 10:48:26, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6206, top5_acc: 0.8284, loss_cls: 1.5441, loss: 1.5441, grad_norm: 2.7255, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2224, loss/aux0: 1.2224 2020-10-20 15:54:23,062 - mmaction - INFO - Epoch [202][180/396] lr: 3.289e-02, eta: 10:48:31, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6206, top5_acc: 0.8284, loss_cls: 1.5441, loss: 1.5441, grad_norm: 2.7404, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2303, loss/aux0: 1.2303 2020-10-20 15:54:59,723 - mmaction - INFO - Epoch [202][200/396] lr: 3.289e-02, eta: 10:47:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8284, loss_cls: 1.5332, loss: 1.5332, grad_norm: 2.7468, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2331, loss/aux0: 1.2331 2020-10-20 15:55:00,680 - mmaction - INFO - Epoch [202][200/396] lr: 3.289e-02, eta: 10:47:55, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8284, loss_cls: 1.5332, loss: 1.5332, grad_norm: 2.7407, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2270, loss/aux0: 1.2270 2020-10-20 15:55:37,165 - mmaction - INFO - Epoch [202][220/396] lr: 3.289e-02, eta: 10:47:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8352, loss_cls: 1.5241, loss: 1.5241, grad_norm: 2.7085, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2427, loss/aux0: 1.2427 2020-10-20 15:55:38,138 - mmaction - INFO - Epoch [202][220/396] lr: 3.289e-02, eta: 10:47:20, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8352, loss_cls: 1.5241, loss: 1.5241, grad_norm: 2.6924, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2401, loss/aux0: 1.2401 2020-10-20 15:56:14,766 - mmaction - INFO - Epoch [202][240/396] lr: 3.289e-02, eta: 10:46:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8307, loss_cls: 1.5476, loss: 1.5476, grad_norm: 2.6367, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2159, loss/aux0: 1.2159 2020-10-20 15:56:15,741 - mmaction - INFO - Epoch [202][240/396] lr: 3.289e-02, eta: 10:46:44, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6190, top5_acc: 0.8307, loss_cls: 1.5476, loss: 1.5476, grad_norm: 2.6427, top1_acc/aux0: 0.6904, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2263, loss/aux0: 1.2263 2020-10-20 15:56:52,350 - mmaction - INFO - Epoch [202][260/396] lr: 3.289e-02, eta: 10:46:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6125, top5_acc: 0.8273, loss_cls: 1.5554, loss: 1.5554, grad_norm: 2.7078, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8742, loss_cls/aux0: 1.2534, loss/aux0: 1.2534 2020-10-20 15:56:53,316 - mmaction - INFO - Epoch [202][260/396] lr: 3.289e-02, eta: 10:46:09, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6125, top5_acc: 0.8273, loss_cls: 1.5554, loss: 1.5554, grad_norm: 2.7121, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2455, loss/aux0: 1.2455 2020-10-20 15:57:30,098 - mmaction - INFO - Epoch [202][280/396] lr: 3.289e-02, eta: 10:45:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8305, loss_cls: 1.5600, loss: 1.5600, grad_norm: 2.7838, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2394, loss/aux0: 1.2394 2020-10-20 15:57:31,062 - mmaction - INFO - Epoch [202][280/396] lr: 3.289e-02, eta: 10:45:33, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6094, top5_acc: 0.8305, loss_cls: 1.5600, loss: 1.5600, grad_norm: 2.7740, top1_acc/aux0: 0.6862, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2389, loss/aux0: 1.2389 2020-10-20 15:58:07,437 - mmaction - INFO - Epoch [202][300/396] lr: 3.289e-02, eta: 10:44:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8344, loss_cls: 1.5462, loss: 1.5462, grad_norm: 2.7247, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2171, loss/aux0: 1.2171 2020-10-20 15:58:08,446 - mmaction - INFO - Epoch [202][300/396] lr: 3.289e-02, eta: 10:44:57, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8344, loss_cls: 1.5462, loss: 1.5462, grad_norm: 2.7471, top1_acc/aux0: 0.6872, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.2313, loss/aux0: 1.2313 2020-10-20 15:58:45,140 - mmaction - INFO - Epoch [202][320/396] lr: 3.289e-02, eta: 10:44:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.5990, top5_acc: 0.8167, loss_cls: 1.6150, loss: 1.6150, grad_norm: 2.7163, top1_acc/aux0: 0.6794, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2336, loss/aux0: 1.2336 2020-10-20 15:58:46,129 - mmaction - INFO - Epoch [202][320/396] lr: 3.289e-02, eta: 10:44:22, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.5990, top5_acc: 0.8167, loss_cls: 1.6150, loss: 1.6150, grad_norm: 2.6906, top1_acc/aux0: 0.6836, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2206, loss/aux0: 1.2206 2020-10-20 15:59:22,792 - mmaction - INFO - Epoch [202][340/396] lr: 3.289e-02, eta: 10:43:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8247, loss_cls: 1.5629, loss: 1.5629, grad_norm: 2.6734, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1564, loss/aux0: 1.1564 2020-10-20 15:59:23,761 - mmaction - INFO - Epoch [202][340/396] lr: 3.289e-02, eta: 10:43:46, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6078, top5_acc: 0.8247, loss_cls: 1.5629, loss: 1.5629, grad_norm: 2.6655, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1575, loss/aux0: 1.1575 2020-10-20 16:00:00,334 - mmaction - INFO - Epoch [202][360/396] lr: 3.289e-02, eta: 10:43:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6242, top5_acc: 0.8284, loss_cls: 1.5273, loss: 1.5273, grad_norm: 2.6819, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.2028, loss/aux0: 1.2028 2020-10-20 16:00:01,301 - mmaction - INFO - Epoch [202][360/396] lr: 3.289e-02, eta: 10:43:10, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6242, top5_acc: 0.8284, loss_cls: 1.5273, loss: 1.5273, grad_norm: 2.6759, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1940, loss/aux0: 1.1940 2020-10-20 16:00:37,846 - mmaction - INFO - Epoch [202][380/396] lr: 3.289e-02, eta: 10:42:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8258, loss_cls: 1.5815, loss: 1.5815, grad_norm: 2.7583, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.2031, loss/aux0: 1.2031 2020-10-20 16:00:38,803 - mmaction - INFO - Epoch [202][380/396] lr: 3.289e-02, eta: 10:42:35, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6122, top5_acc: 0.8258, loss_cls: 1.5815, loss: 1.5815, grad_norm: 2.7539, top1_acc/aux0: 0.6898, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.2092, loss/aux0: 1.2092 2020-10-20 16:05:08,530 - mmaction - INFO - Epoch [203][20/396] lr: 3.175e-02, eta: 10:41:18, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8346, loss_cls: 1.4976, loss: 1.4976, grad_norm: 2.7155, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8843, loss_cls/aux0: 1.2023, loss/aux0: 1.2023 2020-10-20 16:05:09,493 - mmaction - INFO - Epoch [203][20/396] lr: 3.175e-02, eta: 10:41:23, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8346, loss_cls: 1.4976, loss: 1.4976, grad_norm: 2.7270, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.1921, loss/aux0: 1.1921 2020-10-20 16:05:45,974 - mmaction - INFO - Epoch [203][40/396] lr: 3.175e-02, eta: 10:40:42, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6195, top5_acc: 0.8375, loss_cls: 1.5100, loss: 1.5100, grad_norm: 2.7373, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1655, loss/aux0: 1.1655 2020-10-20 16:05:46,941 - mmaction - INFO - Epoch [203][40/396] lr: 3.175e-02, eta: 10:40:47, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6195, top5_acc: 0.8375, loss_cls: 1.5100, loss: 1.5100, grad_norm: 2.7594, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1875, loss/aux0: 1.1875 2020-10-20 16:06:23,479 - mmaction - INFO - Epoch [203][60/396] lr: 3.175e-02, eta: 10:40:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6193, top5_acc: 0.8297, loss_cls: 1.5264, loss: 1.5264, grad_norm: 2.6862, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.2199, loss/aux0: 1.2199 2020-10-20 16:06:24,439 - mmaction - INFO - Epoch [203][60/396] lr: 3.175e-02, eta: 10:40:11, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6193, top5_acc: 0.8297, loss_cls: 1.5264, loss: 1.5264, grad_norm: 2.7030, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8857, loss_cls/aux0: 1.2106, loss/aux0: 1.2106 2020-10-20 16:07:01,074 - mmaction - INFO - Epoch [203][80/396] lr: 3.175e-02, eta: 10:39:31, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8255, loss_cls: 1.5478, loss: 1.5478, grad_norm: 2.7838, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1676, loss/aux0: 1.1676 2020-10-20 16:07:02,030 - mmaction - INFO - Epoch [203][80/396] lr: 3.175e-02, eta: 10:39:36, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6076, top5_acc: 0.8255, loss_cls: 1.5478, loss: 1.5478, grad_norm: 2.7748, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1607, loss/aux0: 1.1607 2020-10-20 16:07:38,509 - mmaction - INFO - Epoch [203][100/396] lr: 3.175e-02, eta: 10:38:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6232, top5_acc: 0.8294, loss_cls: 1.5440, loss: 1.5440, grad_norm: 2.6634, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1759, loss/aux0: 1.1759 2020-10-20 16:07:39,470 - mmaction - INFO - Epoch [203][100/396] lr: 3.175e-02, eta: 10:39:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6232, top5_acc: 0.8294, loss_cls: 1.5440, loss: 1.5440, grad_norm: 2.6557, top1_acc/aux0: 0.6924, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1858, loss/aux0: 1.1858 2020-10-20 16:08:16,090 - mmaction - INFO - Epoch [203][120/396] lr: 3.175e-02, eta: 10:38:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8391, loss_cls: 1.4912, loss: 1.4912, grad_norm: 2.6728, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1762, loss/aux0: 1.1762 2020-10-20 16:08:17,020 - mmaction - INFO - Epoch [203][120/396] lr: 3.175e-02, eta: 10:38:24, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8391, loss_cls: 1.4912, loss: 1.4912, grad_norm: 2.6779, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1734, loss/aux0: 1.1734 2020-10-20 16:08:53,644 - mmaction - INFO - Epoch [203][140/396] lr: 3.175e-02, eta: 10:37:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8391, loss_cls: 1.4996, loss: 1.4996, grad_norm: 2.7246, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1949, loss/aux0: 1.1949 2020-10-20 16:08:54,606 - mmaction - INFO - Epoch [203][140/396] lr: 3.175e-02, eta: 10:37:49, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8391, loss_cls: 1.4996, loss: 1.4996, grad_norm: 2.7236, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1983, loss/aux0: 1.1983 2020-10-20 16:09:31,144 - mmaction - INFO - Epoch [203][160/396] lr: 3.175e-02, eta: 10:37:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8214, loss_cls: 1.5788, loss: 1.5788, grad_norm: 2.7068, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1717, loss/aux0: 1.1717 2020-10-20 16:09:32,071 - mmaction - INFO - Epoch [203][160/396] lr: 3.175e-02, eta: 10:37:13, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6068, top5_acc: 0.8214, loss_cls: 1.5788, loss: 1.5788, grad_norm: 2.7104, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1739, loss/aux0: 1.1739 2020-10-20 16:10:08,615 - mmaction - INFO - Epoch [203][180/396] lr: 3.175e-02, eta: 10:36:33, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8240, loss_cls: 1.5283, loss: 1.5283, grad_norm: 2.7444, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1678, loss/aux0: 1.1678 2020-10-20 16:10:09,557 - mmaction - INFO - Epoch [203][180/396] lr: 3.175e-02, eta: 10:36:38, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8240, loss_cls: 1.5283, loss: 1.5283, grad_norm: 2.7529, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1628, loss/aux0: 1.1628 2020-10-20 16:10:46,142 - mmaction - INFO - Epoch [203][200/396] lr: 3.175e-02, eta: 10:35:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8315, loss_cls: 1.5162, loss: 1.5162, grad_norm: 2.7375, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1904, loss/aux0: 1.1904 2020-10-20 16:10:47,149 - mmaction - INFO - Epoch [203][200/396] lr: 3.175e-02, eta: 10:36:02, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8315, loss_cls: 1.5162, loss: 1.5162, grad_norm: 2.7512, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1933, loss/aux0: 1.1933 2020-10-20 16:11:23,671 - mmaction - INFO - Epoch [203][220/396] lr: 3.175e-02, eta: 10:35:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6180, top5_acc: 0.8284, loss_cls: 1.5382, loss: 1.5382, grad_norm: 2.7155, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2459, loss/aux0: 1.2459 2020-10-20 16:11:24,646 - mmaction - INFO - Epoch [203][220/396] lr: 3.175e-02, eta: 10:35:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6180, top5_acc: 0.8284, loss_cls: 1.5382, loss: 1.5382, grad_norm: 2.7257, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2364, loss/aux0: 1.2364 2020-10-20 16:12:01,250 - mmaction - INFO - Epoch [203][240/396] lr: 3.175e-02, eta: 10:34:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8232, loss_cls: 1.5250, loss: 1.5250, grad_norm: 2.6920, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1952, loss/aux0: 1.1952 2020-10-20 16:12:02,220 - mmaction - INFO - Epoch [203][240/396] lr: 3.175e-02, eta: 10:34:51, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6227, top5_acc: 0.8232, loss_cls: 1.5250, loss: 1.5250, grad_norm: 2.6757, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1977, loss/aux0: 1.1977 2020-10-20 16:12:38,803 - mmaction - INFO - Epoch [203][260/396] lr: 3.175e-02, eta: 10:34:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6154, top5_acc: 0.8292, loss_cls: 1.5360, loss: 1.5360, grad_norm: 2.6808, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1692, loss/aux0: 1.1692 2020-10-20 16:12:39,753 - mmaction - INFO - Epoch [203][260/396] lr: 3.175e-02, eta: 10:34:15, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.6154, top5_acc: 0.8292, loss_cls: 1.5360, loss: 1.5360, grad_norm: 2.6953, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1709, loss/aux0: 1.1709 2020-10-20 16:13:16,358 - mmaction - INFO - Epoch [203][280/396] lr: 3.175e-02, eta: 10:33:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8339, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.7763, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.1971, loss/aux0: 1.1971 2020-10-20 16:13:17,331 - mmaction - INFO - Epoch [203][280/396] lr: 3.175e-02, eta: 10:33:39, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8339, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.8026, top1_acc/aux0: 0.6893, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2099, loss/aux0: 1.2099 2020-10-20 16:13:53,997 - mmaction - INFO - Epoch [203][300/396] lr: 3.175e-02, eta: 10:32:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6091, top5_acc: 0.8247, loss_cls: 1.5666, loss: 1.5666, grad_norm: 2.6733, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2061, loss/aux0: 1.2061 2020-10-20 16:13:54,972 - mmaction - INFO - Epoch [203][300/396] lr: 3.175e-02, eta: 10:33:04, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6091, top5_acc: 0.8247, loss_cls: 1.5666, loss: 1.5666, grad_norm: 2.6893, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.1880, loss/aux0: 1.1880 2020-10-20 16:14:31,485 - mmaction - INFO - Epoch [203][320/396] lr: 3.175e-02, eta: 10:32:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6336, top5_acc: 0.8414, loss_cls: 1.4799, loss: 1.4799, grad_norm: 2.7058, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1680, loss/aux0: 1.1680 2020-10-20 16:14:32,419 - mmaction - INFO - Epoch [203][320/396] lr: 3.175e-02, eta: 10:32:28, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6336, top5_acc: 0.8414, loss_cls: 1.4799, loss: 1.4799, grad_norm: 2.7001, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1694, loss/aux0: 1.1694 2020-10-20 16:15:09,145 - mmaction - INFO - Epoch [203][340/396] lr: 3.175e-02, eta: 10:31:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8232, loss_cls: 1.5670, loss: 1.5670, grad_norm: 2.7108, top1_acc/aux0: 0.6951, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2267, loss/aux0: 1.2267 2020-10-20 16:15:10,088 - mmaction - INFO - Epoch [203][340/396] lr: 3.175e-02, eta: 10:31:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8232, loss_cls: 1.5670, loss: 1.5670, grad_norm: 2.6948, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2309, loss/aux0: 1.2309 2020-10-20 16:15:46,671 - mmaction - INFO - Epoch [203][360/396] lr: 3.175e-02, eta: 10:31:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6039, top5_acc: 0.8286, loss_cls: 1.5397, loss: 1.5397, grad_norm: 2.8758, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1769, loss/aux0: 1.1769 2020-10-20 16:15:47,618 - mmaction - INFO - Epoch [203][360/396] lr: 3.175e-02, eta: 10:31:17, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6039, top5_acc: 0.8286, loss_cls: 1.5397, loss: 1.5397, grad_norm: 2.8831, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1873, loss/aux0: 1.1873 2020-10-20 16:16:24,213 - mmaction - INFO - Epoch [203][380/396] lr: 3.175e-02, eta: 10:30:36, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8263, loss_cls: 1.5379, loss: 1.5379, grad_norm: 2.7005, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2201, loss/aux0: 1.2201 2020-10-20 16:16:25,176 - mmaction - INFO - Epoch [203][380/396] lr: 3.175e-02, eta: 10:30:41, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8263, loss_cls: 1.5379, loss: 1.5379, grad_norm: 2.6906, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2119, loss/aux0: 1.2119 2020-10-20 16:20:53,366 - mmaction - INFO - Epoch [204][20/396] lr: 3.062e-02, eta: 10:29:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8367, loss_cls: 1.4711, loss: 1.4711, grad_norm: 2.7296, top1_acc/aux0: 0.7116, top5_acc/aux0: 0.8819, loss_cls/aux0: 1.1826, loss/aux0: 1.1826 2020-10-20 16:20:54,336 - mmaction - INFO - Epoch [204][20/396] lr: 3.062e-02, eta: 10:29:29, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8367, loss_cls: 1.4711, loss: 1.4711, grad_norm: 2.7274, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.1855, loss/aux0: 1.1855 2020-10-20 16:21:30,817 - mmaction - INFO - Epoch [204][40/396] lr: 3.062e-02, eta: 10:28:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6339, top5_acc: 0.8474, loss_cls: 1.4382, loss: 1.4382, grad_norm: 2.6703, top1_acc/aux0: 0.6846, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2216, loss/aux0: 1.2216 2020-10-20 16:21:31,776 - mmaction - INFO - Epoch [204][40/396] lr: 3.062e-02, eta: 10:28:54, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6339, top5_acc: 0.8474, loss_cls: 1.4382, loss: 1.4382, grad_norm: 2.6372, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8820, loss_cls/aux0: 1.2063, loss/aux0: 1.2063 2020-10-20 16:22:08,291 - mmaction - INFO - Epoch [204][60/396] lr: 3.062e-02, eta: 10:28:13, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6315, top5_acc: 0.8375, loss_cls: 1.5035, loss: 1.5035, grad_norm: 2.6788, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.1177, loss/aux0: 1.1177 2020-10-20 16:22:09,265 - mmaction - INFO - Epoch [204][60/396] lr: 3.062e-02, eta: 10:28:18, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6315, top5_acc: 0.8375, loss_cls: 1.5035, loss: 1.5035, grad_norm: 2.6834, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1299, loss/aux0: 1.1299 2020-10-20 16:22:45,847 - mmaction - INFO - Epoch [204][80/396] lr: 3.062e-02, eta: 10:27:37, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6208, top5_acc: 0.8339, loss_cls: 1.5062, loss: 1.5062, grad_norm: 2.7808, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1651, loss/aux0: 1.1651 2020-10-20 16:22:46,792 - mmaction - INFO - Epoch [204][80/396] lr: 3.062e-02, eta: 10:27:42, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6208, top5_acc: 0.8339, loss_cls: 1.5062, loss: 1.5062, grad_norm: 2.7627, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1585, loss/aux0: 1.1585 2020-10-20 16:23:23,097 - mmaction - INFO - Epoch [204][100/396] lr: 3.062e-02, eta: 10:27:02, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8326, loss_cls: 1.5122, loss: 1.5122, grad_norm: 2.7617, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1944, loss/aux0: 1.1944 2020-10-20 16:23:24,091 - mmaction - INFO - Epoch [204][100/396] lr: 3.062e-02, eta: 10:27:07, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8326, loss_cls: 1.5122, loss: 1.5122, grad_norm: 2.7485, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.1985, loss/aux0: 1.1985 2020-10-20 16:24:00,718 - mmaction - INFO - Epoch [204][120/396] lr: 3.062e-02, eta: 10:26:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6169, top5_acc: 0.8203, loss_cls: 1.5546, loss: 1.5546, grad_norm: 2.8155, top1_acc/aux0: 0.6883, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2062, loss/aux0: 1.2062 2020-10-20 16:24:01,680 - mmaction - INFO - Epoch [204][120/396] lr: 3.062e-02, eta: 10:26:31, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6169, top5_acc: 0.8203, loss_cls: 1.5546, loss: 1.5546, grad_norm: 2.7953, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1955, loss/aux0: 1.1955 2020-10-20 16:24:38,142 - mmaction - INFO - Epoch [204][140/396] lr: 3.062e-02, eta: 10:25:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8393, loss_cls: 1.4943, loss: 1.4943, grad_norm: 2.6802, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1769, loss/aux0: 1.1769 2020-10-20 16:24:39,101 - mmaction - INFO - Epoch [204][140/396] lr: 3.062e-02, eta: 10:25:55, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8393, loss_cls: 1.4943, loss: 1.4943, grad_norm: 2.6721, top1_acc/aux0: 0.6919, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1852, loss/aux0: 1.1852 2020-10-20 16:25:15,635 - mmaction - INFO - Epoch [204][160/396] lr: 3.062e-02, eta: 10:25:15, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8370, loss_cls: 1.5072, loss: 1.5072, grad_norm: 2.6801, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2064, loss/aux0: 1.2064 2020-10-20 16:25:16,589 - mmaction - INFO - Epoch [204][160/396] lr: 3.062e-02, eta: 10:25:20, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8370, loss_cls: 1.5072, loss: 1.5072, grad_norm: 2.6769, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2094, loss/aux0: 1.2094 2020-10-20 16:25:53,200 - mmaction - INFO - Epoch [204][180/396] lr: 3.062e-02, eta: 10:24:39, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8315, loss_cls: 1.4898, loss: 1.4898, grad_norm: 2.6559, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1062, loss/aux0: 1.1062 2020-10-20 16:25:54,221 - mmaction - INFO - Epoch [204][180/396] lr: 3.062e-02, eta: 10:24:44, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8315, loss_cls: 1.4898, loss: 1.4898, grad_norm: 2.6593, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1151, loss/aux0: 1.1151 2020-10-20 16:26:30,768 - mmaction - INFO - Epoch [204][200/396] lr: 3.062e-02, eta: 10:24:03, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8297, loss_cls: 1.5921, loss: 1.5921, grad_norm: 2.7245, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1549, loss/aux0: 1.1549 2020-10-20 16:26:31,725 - mmaction - INFO - Epoch [204][200/396] lr: 3.062e-02, eta: 10:24:08, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6052, top5_acc: 0.8297, loss_cls: 1.5921, loss: 1.5921, grad_norm: 2.7091, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1465, loss/aux0: 1.1465 2020-10-20 16:27:08,525 - mmaction - INFO - Epoch [204][220/396] lr: 3.062e-02, eta: 10:23:28, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8349, loss_cls: 1.5379, loss: 1.5379, grad_norm: 2.7732, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1672, loss/aux0: 1.1672 2020-10-20 16:27:09,473 - mmaction - INFO - Epoch [204][220/396] lr: 3.062e-02, eta: 10:23:33, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8349, loss_cls: 1.5379, loss: 1.5379, grad_norm: 2.7616, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1600, loss/aux0: 1.1600 2020-10-20 16:27:46,116 - mmaction - INFO - Epoch [204][240/396] lr: 3.062e-02, eta: 10:22:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6339, top5_acc: 0.8310, loss_cls: 1.5039, loss: 1.5039, grad_norm: 2.7594, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1551, loss/aux0: 1.1551 2020-10-20 16:27:47,083 - mmaction - INFO - Epoch [204][240/396] lr: 3.062e-02, eta: 10:22:57, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6339, top5_acc: 0.8310, loss_cls: 1.5039, loss: 1.5039, grad_norm: 2.7618, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1676, loss/aux0: 1.1676 2020-10-20 16:28:23,644 - mmaction - INFO - Epoch [204][260/396] lr: 3.062e-02, eta: 10:22:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8328, loss_cls: 1.5550, loss: 1.5550, grad_norm: 2.8178, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2064, loss/aux0: 1.2064 2020-10-20 16:28:24,600 - mmaction - INFO - Epoch [204][260/396] lr: 3.062e-02, eta: 10:22:21, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6099, top5_acc: 0.8328, loss_cls: 1.5550, loss: 1.5550, grad_norm: 2.7947, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.1984, loss/aux0: 1.1984 2020-10-20 16:29:01,156 - mmaction - INFO - Epoch [204][280/396] lr: 3.062e-02, eta: 10:21:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8320, loss_cls: 1.5263, loss: 1.5263, grad_norm: 2.6675, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1705, loss/aux0: 1.1705 2020-10-20 16:29:02,153 - mmaction - INFO - Epoch [204][280/396] lr: 3.062e-02, eta: 10:21:46, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8320, loss_cls: 1.5263, loss: 1.5263, grad_norm: 2.6661, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1677, loss/aux0: 1.1677 2020-10-20 16:29:38,670 - mmaction - INFO - Epoch [204][300/396] lr: 3.062e-02, eta: 10:21:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6195, top5_acc: 0.8281, loss_cls: 1.5232, loss: 1.5232, grad_norm: 2.7076, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1609, loss/aux0: 1.1609 2020-10-20 16:29:39,658 - mmaction - INFO - Epoch [204][300/396] lr: 3.062e-02, eta: 10:21:10, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6195, top5_acc: 0.8281, loss_cls: 1.5232, loss: 1.5232, grad_norm: 2.7220, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1686, loss/aux0: 1.1686 2020-10-20 16:30:16,337 - mmaction - INFO - Epoch [204][320/396] lr: 3.062e-02, eta: 10:20:30, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6154, top5_acc: 0.8385, loss_cls: 1.5185, loss: 1.5185, grad_norm: 2.7467, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1833, loss/aux0: 1.1833 2020-10-20 16:30:17,308 - mmaction - INFO - Epoch [204][320/396] lr: 3.062e-02, eta: 10:20:35, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6154, top5_acc: 0.8385, loss_cls: 1.5185, loss: 1.5185, grad_norm: 2.7474, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1813, loss/aux0: 1.1813 2020-10-20 16:30:53,976 - mmaction - INFO - Epoch [204][340/396] lr: 3.062e-02, eta: 10:19:54, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8216, loss_cls: 1.5714, loss: 1.5714, grad_norm: 2.7657, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1827, loss/aux0: 1.1827 2020-10-20 16:30:54,957 - mmaction - INFO - Epoch [204][340/396] lr: 3.062e-02, eta: 10:19:59, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6151, top5_acc: 0.8216, loss_cls: 1.5714, loss: 1.5714, grad_norm: 2.7660, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1862, loss/aux0: 1.1862 2020-10-20 16:31:31,477 - mmaction - INFO - Epoch [204][360/396] lr: 3.062e-02, eta: 10:19:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8435, loss_cls: 1.4579, loss: 1.4579, grad_norm: 2.7201, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1946, loss/aux0: 1.1946 2020-10-20 16:31:32,461 - mmaction - INFO - Epoch [204][360/396] lr: 3.062e-02, eta: 10:19:23, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8435, loss_cls: 1.4579, loss: 1.4579, grad_norm: 2.7165, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1876, loss/aux0: 1.1876 2020-10-20 16:32:09,002 - mmaction - INFO - Epoch [204][380/396] lr: 3.062e-02, eta: 10:18:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6125, top5_acc: 0.8266, loss_cls: 1.5490, loss: 1.5490, grad_norm: 2.7878, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1707, loss/aux0: 1.1707 2020-10-20 16:32:10,037 - mmaction - INFO - Epoch [204][380/396] lr: 3.062e-02, eta: 10:18:48, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6125, top5_acc: 0.8266, loss_cls: 1.5490, loss: 1.5490, grad_norm: 2.7844, top1_acc/aux0: 0.6982, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1687, loss/aux0: 1.1687 2020-10-20 16:36:51,131 - mmaction - INFO - Epoch [205][20/396] lr: 2.952e-02, eta: 10:17:31, time: 0.922, data_time: 0.000, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8357, loss_cls: 1.5155, loss: 1.5155, grad_norm: 2.7661, top1_acc/aux0: 0.6913, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.2113, loss/aux0: 1.2113 2020-10-20 16:36:52,082 - mmaction - INFO - Epoch [205][20/396] lr: 2.952e-02, eta: 10:17:36, time: 0.927, data_time: 0.004, memory: 8466, top1_acc: 0.6229, top5_acc: 0.8357, loss_cls: 1.5155, loss: 1.5155, grad_norm: 2.7500, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2017, loss/aux0: 1.2017 2020-10-20 16:37:28,524 - mmaction - INFO - Epoch [205][40/396] lr: 2.952e-02, eta: 10:16:55, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8294, loss_cls: 1.4949, loss: 1.4949, grad_norm: 2.6802, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1387, loss/aux0: 1.1387 2020-10-20 16:37:29,476 - mmaction - INFO - Epoch [205][40/396] lr: 2.952e-02, eta: 10:17:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8294, loss_cls: 1.4949, loss: 1.4949, grad_norm: 2.6576, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1366, loss/aux0: 1.1366 2020-10-20 16:38:06,098 - mmaction - INFO - Epoch [205][60/396] lr: 2.952e-02, eta: 10:16:20, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6268, top5_acc: 0.8419, loss_cls: 1.4880, loss: 1.4880, grad_norm: 2.7611, top1_acc/aux0: 0.7096, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1513, loss/aux0: 1.1513 2020-10-20 16:38:07,059 - mmaction - INFO - Epoch [205][60/396] lr: 2.952e-02, eta: 10:16:24, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6268, top5_acc: 0.8419, loss_cls: 1.4880, loss: 1.4880, grad_norm: 2.7734, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1653, loss/aux0: 1.1653 2020-10-20 16:38:43,527 - mmaction - INFO - Epoch [205][80/396] lr: 2.952e-02, eta: 10:15:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8299, loss_cls: 1.5366, loss: 1.5366, grad_norm: 2.7714, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1790, loss/aux0: 1.1790 2020-10-20 16:38:44,477 - mmaction - INFO - Epoch [205][80/396] lr: 2.952e-02, eta: 10:15:49, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8299, loss_cls: 1.5366, loss: 1.5366, grad_norm: 2.7654, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1687, loss/aux0: 1.1687 2020-10-20 16:39:21,079 - mmaction - INFO - Epoch [205][100/396] lr: 2.952e-02, eta: 10:15:08, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6318, top5_acc: 0.8339, loss_cls: 1.5006, loss: 1.5006, grad_norm: 2.8829, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1921, loss/aux0: 1.1921 2020-10-20 16:39:22,034 - mmaction - INFO - Epoch [205][100/396] lr: 2.952e-02, eta: 10:15:13, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6318, top5_acc: 0.8339, loss_cls: 1.5006, loss: 1.5006, grad_norm: 2.8684, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1942, loss/aux0: 1.1942 2020-10-20 16:39:58,679 - mmaction - INFO - Epoch [205][120/396] lr: 2.952e-02, eta: 10:14:33, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6323, top5_acc: 0.8318, loss_cls: 1.4886, loss: 1.4886, grad_norm: 2.7730, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1206, loss/aux0: 1.1206 2020-10-20 16:39:59,636 - mmaction - INFO - Epoch [205][120/396] lr: 2.952e-02, eta: 10:14:38, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6323, top5_acc: 0.8318, loss_cls: 1.4886, loss: 1.4886, grad_norm: 2.7945, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1286, loss/aux0: 1.1286 2020-10-20 16:40:36,172 - mmaction - INFO - Epoch [205][140/396] lr: 2.952e-02, eta: 10:13:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6208, top5_acc: 0.8331, loss_cls: 1.5239, loss: 1.5239, grad_norm: 2.7382, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1800, loss/aux0: 1.1800 2020-10-20 16:40:37,128 - mmaction - INFO - Epoch [205][140/396] lr: 2.952e-02, eta: 10:14:02, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6208, top5_acc: 0.8331, loss_cls: 1.5239, loss: 1.5239, grad_norm: 2.7569, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1717, loss/aux0: 1.1717 2020-10-20 16:41:13,797 - mmaction - INFO - Epoch [205][160/396] lr: 2.952e-02, eta: 10:13:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8352, loss_cls: 1.4693, loss: 1.4693, grad_norm: 2.8142, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1806, loss/aux0: 1.1806 2020-10-20 16:41:14,767 - mmaction - INFO - Epoch [205][160/396] lr: 2.952e-02, eta: 10:13:26, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8352, loss_cls: 1.4693, loss: 1.4693, grad_norm: 2.7806, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1711, loss/aux0: 1.1711 2020-10-20 16:41:51,348 - mmaction - INFO - Epoch [205][180/396] lr: 2.952e-02, eta: 10:12:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8253, loss_cls: 1.5347, loss: 1.5347, grad_norm: 2.8149, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1758, loss/aux0: 1.1758 2020-10-20 16:41:52,305 - mmaction - INFO - Epoch [205][180/396] lr: 2.952e-02, eta: 10:12:51, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6164, top5_acc: 0.8253, loss_cls: 1.5347, loss: 1.5347, grad_norm: 2.8315, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1959, loss/aux0: 1.1959 2020-10-20 16:42:28,945 - mmaction - INFO - Epoch [205][200/396] lr: 2.952e-02, eta: 10:12:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8484, loss_cls: 1.4560, loss: 1.4560, grad_norm: 2.7768, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8805, loss_cls/aux0: 1.1974, loss/aux0: 1.1974 2020-10-20 16:42:29,898 - mmaction - INFO - Epoch [205][200/396] lr: 2.952e-02, eta: 10:12:15, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8484, loss_cls: 1.4560, loss: 1.4560, grad_norm: 2.7628, top1_acc/aux0: 0.6940, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.1837, loss/aux0: 1.1837 2020-10-20 16:43:06,592 - mmaction - INFO - Epoch [205][220/396] lr: 2.952e-02, eta: 10:11:35, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6214, top5_acc: 0.8383, loss_cls: 1.5008, loss: 1.5008, grad_norm: 2.7996, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1834, loss/aux0: 1.1834 2020-10-20 16:43:07,574 - mmaction - INFO - Epoch [205][220/396] lr: 2.952e-02, eta: 10:11:39, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6214, top5_acc: 0.8383, loss_cls: 1.5008, loss: 1.5008, grad_norm: 2.7875, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1818, loss/aux0: 1.1818 2020-10-20 16:43:44,196 - mmaction - INFO - Epoch [205][240/396] lr: 2.952e-02, eta: 10:10:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8464, loss_cls: 1.4878, loss: 1.4878, grad_norm: 2.7955, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1983, loss/aux0: 1.1983 2020-10-20 16:43:45,147 - mmaction - INFO - Epoch [205][240/396] lr: 2.952e-02, eta: 10:11:04, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6276, top5_acc: 0.8464, loss_cls: 1.4878, loss: 1.4878, grad_norm: 2.7940, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2053, loss/aux0: 1.2053 2020-10-20 16:44:21,866 - mmaction - INFO - Epoch [205][260/396] lr: 2.952e-02, eta: 10:10:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6047, top5_acc: 0.8318, loss_cls: 1.5622, loss: 1.5622, grad_norm: 2.7719, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1927, loss/aux0: 1.1927 2020-10-20 16:44:22,856 - mmaction - INFO - Epoch [205][260/396] lr: 2.952e-02, eta: 10:10:28, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6047, top5_acc: 0.8318, loss_cls: 1.5622, loss: 1.5622, grad_norm: 2.7718, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1972, loss/aux0: 1.1972 2020-10-20 16:44:59,534 - mmaction - INFO - Epoch [205][280/396] lr: 2.952e-02, eta: 10:09:48, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8237, loss_cls: 1.5400, loss: 1.5400, grad_norm: 2.7842, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1632, loss/aux0: 1.1632 2020-10-20 16:45:00,489 - mmaction - INFO - Epoch [205][280/396] lr: 2.952e-02, eta: 10:09:52, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6130, top5_acc: 0.8237, loss_cls: 1.5400, loss: 1.5400, grad_norm: 2.7983, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1628, loss/aux0: 1.1628 2020-10-20 16:45:37,018 - mmaction - INFO - Epoch [205][300/396] lr: 2.952e-02, eta: 10:09:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8443, loss_cls: 1.4654, loss: 1.4654, grad_norm: 2.7514, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1780, loss/aux0: 1.1780 2020-10-20 16:45:37,965 - mmaction - INFO - Epoch [205][300/396] lr: 2.952e-02, eta: 10:09:17, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8443, loss_cls: 1.4654, loss: 1.4654, grad_norm: 2.7506, top1_acc/aux0: 0.7013, top5_acc/aux0: 0.8831, loss_cls/aux0: 1.1760, loss/aux0: 1.1760 2020-10-20 16:46:14,517 - mmaction - INFO - Epoch [205][320/396] lr: 2.952e-02, eta: 10:08:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8409, loss_cls: 1.4673, loss: 1.4673, grad_norm: 2.7268, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1798, loss/aux0: 1.1798 2020-10-20 16:46:15,478 - mmaction - INFO - Epoch [205][320/396] lr: 2.952e-02, eta: 10:08:41, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6281, top5_acc: 0.8409, loss_cls: 1.4673, loss: 1.4673, grad_norm: 2.7340, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1774, loss/aux0: 1.1774 2020-10-20 16:46:52,225 - mmaction - INFO - Epoch [205][340/396] lr: 2.952e-02, eta: 10:08:01, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6279, top5_acc: 0.8357, loss_cls: 1.5072, loss: 1.5072, grad_norm: 2.7546, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1425, loss/aux0: 1.1425 2020-10-20 16:46:53,181 - mmaction - INFO - Epoch [205][340/396] lr: 2.952e-02, eta: 10:08:06, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6279, top5_acc: 0.8357, loss_cls: 1.5072, loss: 1.5072, grad_norm: 2.7660, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1531, loss/aux0: 1.1531 2020-10-20 16:47:29,690 - mmaction - INFO - Epoch [205][360/396] lr: 2.952e-02, eta: 10:07:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6203, top5_acc: 0.8346, loss_cls: 1.5282, loss: 1.5282, grad_norm: 2.8340, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2080, loss/aux0: 1.2080 2020-10-20 16:47:30,650 - mmaction - INFO - Epoch [205][360/396] lr: 2.952e-02, eta: 10:07:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6203, top5_acc: 0.8346, loss_cls: 1.5282, loss: 1.5282, grad_norm: 2.8182, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2002, loss/aux0: 1.2002 2020-10-20 16:48:07,260 - mmaction - INFO - Epoch [205][380/396] lr: 2.952e-02, eta: 10:06:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8310, loss_cls: 1.5072, loss: 1.5072, grad_norm: 2.7641, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1548, loss/aux0: 1.1548 2020-10-20 16:48:08,236 - mmaction - INFO - Epoch [205][380/396] lr: 2.952e-02, eta: 10:06:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6224, top5_acc: 0.8310, loss_cls: 1.5072, loss: 1.5072, grad_norm: 2.7551, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1479, loss/aux0: 1.1479 2020-10-20 16:52:58,232 - mmaction - INFO - Epoch [206][20/396] lr: 2.843e-02, eta: 10:05:38, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8448, loss_cls: 1.4662, loss: 1.4662, grad_norm: 2.7967, top1_acc/aux0: 0.6930, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.2045, loss/aux0: 1.2045 2020-10-20 16:52:59,145 - mmaction - INFO - Epoch [206][20/396] lr: 2.843e-02, eta: 10:05:42, time: 0.924, data_time: 0.001, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8448, loss_cls: 1.4662, loss: 1.4662, grad_norm: 2.7850, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.2015, loss/aux0: 1.2015 2020-10-20 16:53:35,646 - mmaction - INFO - Epoch [206][40/396] lr: 2.843e-02, eta: 10:05:02, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6318, top5_acc: 0.8440, loss_cls: 1.4292, loss: 1.4292, grad_norm: 2.7711, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1654, loss/aux0: 1.1654 2020-10-20 16:53:36,615 - mmaction - INFO - Epoch [206][40/396] lr: 2.843e-02, eta: 10:05:07, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6318, top5_acc: 0.8440, loss_cls: 1.4292, loss: 1.4292, grad_norm: 2.7781, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1645, loss/aux0: 1.1645 2020-10-20 16:54:13,039 - mmaction - INFO - Epoch [206][60/396] lr: 2.843e-02, eta: 10:04:26, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.4665, loss: 1.4665, grad_norm: 2.7178, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1393, loss/aux0: 1.1393 2020-10-20 16:54:14,003 - mmaction - INFO - Epoch [206][60/396] lr: 2.843e-02, eta: 10:04:31, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.4665, loss: 1.4665, grad_norm: 2.6961, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1377, loss/aux0: 1.1377 2020-10-20 16:54:50,416 - mmaction - INFO - Epoch [206][80/396] lr: 2.843e-02, eta: 10:03:51, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8370, loss_cls: 1.4558, loss: 1.4558, grad_norm: 2.8694, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1792, loss/aux0: 1.1792 2020-10-20 16:54:51,433 - mmaction - INFO - Epoch [206][80/396] lr: 2.843e-02, eta: 10:03:55, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8370, loss_cls: 1.4558, loss: 1.4558, grad_norm: 2.8768, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1801, loss/aux0: 1.1801 2020-10-20 16:55:27,918 - mmaction - INFO - Epoch [206][100/396] lr: 2.843e-02, eta: 10:03:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8357, loss_cls: 1.4880, loss: 1.4880, grad_norm: 2.7692, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1906, loss/aux0: 1.1906 2020-10-20 16:55:28,902 - mmaction - INFO - Epoch [206][100/396] lr: 2.843e-02, eta: 10:03:20, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8357, loss_cls: 1.4880, loss: 1.4880, grad_norm: 2.7612, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.1963, loss/aux0: 1.1963 2020-10-20 16:56:05,469 - mmaction - INFO - Epoch [206][120/396] lr: 2.843e-02, eta: 10:02:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8378, loss_cls: 1.5014, loss: 1.5014, grad_norm: 2.8059, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1814, loss/aux0: 1.1814 2020-10-20 16:56:06,424 - mmaction - INFO - Epoch [206][120/396] lr: 2.843e-02, eta: 10:02:44, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6182, top5_acc: 0.8378, loss_cls: 1.5014, loss: 1.5014, grad_norm: 2.8081, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1774, loss/aux0: 1.1774 2020-10-20 16:56:42,959 - mmaction - INFO - Epoch [206][140/396] lr: 2.843e-02, eta: 10:02:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8466, loss_cls: 1.4596, loss: 1.4596, grad_norm: 2.7489, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1532, loss/aux0: 1.1532 2020-10-20 16:56:43,911 - mmaction - INFO - Epoch [206][140/396] lr: 2.843e-02, eta: 10:02:08, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8466, loss_cls: 1.4596, loss: 1.4596, grad_norm: 2.7599, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1553, loss/aux0: 1.1553 2020-10-20 16:57:20,565 - mmaction - INFO - Epoch [206][160/396] lr: 2.843e-02, eta: 10:01:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.4602, loss: 1.4602, grad_norm: 2.7867, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1015, loss/aux0: 1.1015 2020-10-20 16:57:21,518 - mmaction - INFO - Epoch [206][160/396] lr: 2.843e-02, eta: 10:01:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.4602, loss: 1.4602, grad_norm: 2.8079, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1102, loss/aux0: 1.1102 2020-10-20 16:57:58,097 - mmaction - INFO - Epoch [206][180/396] lr: 2.843e-02, eta: 10:00:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6375, top5_acc: 0.8375, loss_cls: 1.4662, loss: 1.4662, grad_norm: 2.8030, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1657, loss/aux0: 1.1657 2020-10-20 16:57:59,064 - mmaction - INFO - Epoch [206][180/396] lr: 2.843e-02, eta: 10:00:57, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6375, top5_acc: 0.8375, loss_cls: 1.4662, loss: 1.4662, grad_norm: 2.8116, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1586, loss/aux0: 1.1586 2020-10-20 16:58:35,800 - mmaction - INFO - Epoch [206][200/396] lr: 2.843e-02, eta: 10:00:17, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8331, loss_cls: 1.4966, loss: 1.4966, grad_norm: 2.7620, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2386, loss/aux0: 1.2386 2020-10-20 16:58:36,766 - mmaction - INFO - Epoch [206][200/396] lr: 2.843e-02, eta: 10:00:21, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8331, loss_cls: 1.4966, loss: 1.4966, grad_norm: 2.7609, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2447, loss/aux0: 1.2447 2020-10-20 16:59:13,315 - mmaction - INFO - Epoch [206][220/396] lr: 2.843e-02, eta: 9:59:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6268, top5_acc: 0.8352, loss_cls: 1.4749, loss: 1.4749, grad_norm: 2.7860, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1356, loss/aux0: 1.1356 2020-10-20 16:59:14,293 - mmaction - INFO - Epoch [206][220/396] lr: 2.843e-02, eta: 9:59:46, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6268, top5_acc: 0.8352, loss_cls: 1.4749, loss: 1.4749, grad_norm: 2.7981, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1272, loss/aux0: 1.1272 2020-10-20 16:59:50,708 - mmaction - INFO - Epoch [206][240/396] lr: 2.843e-02, eta: 9:59:06, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6169, top5_acc: 0.8365, loss_cls: 1.5206, loss: 1.5206, grad_norm: 2.8388, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1447, loss/aux0: 1.1447 2020-10-20 16:59:51,699 - mmaction - INFO - Epoch [206][240/396] lr: 2.843e-02, eta: 9:59:10, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6169, top5_acc: 0.8365, loss_cls: 1.5206, loss: 1.5206, grad_norm: 2.8300, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1488, loss/aux0: 1.1488 2020-10-20 17:00:28,333 - mmaction - INFO - Epoch [206][260/396] lr: 2.843e-02, eta: 9:58:30, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8375, loss_cls: 1.4676, loss: 1.4676, grad_norm: 2.7503, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1616, loss/aux0: 1.1616 2020-10-20 17:00:29,280 - mmaction - INFO - Epoch [206][260/396] lr: 2.843e-02, eta: 9:58:34, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8375, loss_cls: 1.4676, loss: 1.4676, grad_norm: 2.7661, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1585, loss/aux0: 1.1585 2020-10-20 17:01:05,833 - mmaction - INFO - Epoch [206][280/396] lr: 2.843e-02, eta: 9:57:54, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6245, top5_acc: 0.8370, loss_cls: 1.5268, loss: 1.5268, grad_norm: 2.8235, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1925, loss/aux0: 1.1925 2020-10-20 17:01:06,787 - mmaction - INFO - Epoch [206][280/396] lr: 2.843e-02, eta: 9:57:59, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6245, top5_acc: 0.8370, loss_cls: 1.5268, loss: 1.5268, grad_norm: 2.8336, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1932, loss/aux0: 1.1932 2020-10-20 17:01:43,353 - mmaction - INFO - Epoch [206][300/396] lr: 2.843e-02, eta: 9:57:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6154, top5_acc: 0.8362, loss_cls: 1.5169, loss: 1.5169, grad_norm: 2.8270, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2219, loss/aux0: 1.2219 2020-10-20 17:01:44,322 - mmaction - INFO - Epoch [206][300/396] lr: 2.843e-02, eta: 9:57:23, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6154, top5_acc: 0.8362, loss_cls: 1.5169, loss: 1.5169, grad_norm: 2.8177, top1_acc/aux0: 0.6914, top5_acc/aux0: 0.8773, loss_cls/aux0: 1.2127, loss/aux0: 1.2127 2020-10-20 17:02:20,895 - mmaction - INFO - Epoch [206][320/396] lr: 2.843e-02, eta: 9:56:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8289, loss_cls: 1.5269, loss: 1.5269, grad_norm: 2.7874, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1575, loss/aux0: 1.1575 2020-10-20 17:02:21,843 - mmaction - INFO - Epoch [206][320/396] lr: 2.843e-02, eta: 9:56:47, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6198, top5_acc: 0.8289, loss_cls: 1.5269, loss: 1.5269, grad_norm: 2.7816, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1645, loss/aux0: 1.1645 2020-10-20 17:02:58,362 - mmaction - INFO - Epoch [206][340/396] lr: 2.843e-02, eta: 9:56:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6346, top5_acc: 0.8383, loss_cls: 1.4678, loss: 1.4678, grad_norm: 2.7773, top1_acc/aux0: 0.7065, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1723, loss/aux0: 1.1723 2020-10-20 17:02:59,314 - mmaction - INFO - Epoch [206][340/396] lr: 2.843e-02, eta: 9:56:12, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6346, top5_acc: 0.8383, loss_cls: 1.4678, loss: 1.4678, grad_norm: 2.7858, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1685, loss/aux0: 1.1685 2020-10-20 17:03:35,983 - mmaction - INFO - Epoch [206][360/396] lr: 2.843e-02, eta: 9:55:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8445, loss_cls: 1.4886, loss: 1.4886, grad_norm: 2.7683, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1913, loss/aux0: 1.1913 2020-10-20 17:03:36,940 - mmaction - INFO - Epoch [206][360/396] lr: 2.843e-02, eta: 9:55:36, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8445, loss_cls: 1.4886, loss: 1.4886, grad_norm: 2.7663, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1883, loss/aux0: 1.1883 2020-10-20 17:04:13,681 - mmaction - INFO - Epoch [206][380/396] lr: 2.843e-02, eta: 9:54:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8188, loss_cls: 1.5613, loss: 1.5613, grad_norm: 2.7623, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.1683, loss/aux0: 1.1683 2020-10-20 17:04:14,670 - mmaction - INFO - Epoch [206][380/396] lr: 2.843e-02, eta: 9:55:00, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6167, top5_acc: 0.8188, loss_cls: 1.5613, loss: 1.5613, grad_norm: 2.7671, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.1851, loss/aux0: 1.1851 2020-10-20 17:09:13,901 - mmaction - INFO - Epoch [207][20/396] lr: 2.736e-02, eta: 9:53:44, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6203, top5_acc: 0.8333, loss_cls: 1.4966, loss: 1.4966, grad_norm: 2.8414, top1_acc/aux0: 0.6996, top5_acc/aux0: 0.8816, loss_cls/aux0: 1.2072, loss/aux0: 1.2072 2020-10-20 17:09:14,872 - mmaction - INFO - Epoch [207][20/396] lr: 2.736e-02, eta: 9:53:49, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.6203, top5_acc: 0.8333, loss_cls: 1.4966, loss: 1.4966, grad_norm: 2.8326, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.2052, loss/aux0: 1.2052 2020-10-20 17:09:51,237 - mmaction - INFO - Epoch [207][40/396] lr: 2.736e-02, eta: 9:53:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6328, top5_acc: 0.8417, loss_cls: 1.4833, loss: 1.4833, grad_norm: 2.8077, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.1917, loss/aux0: 1.1917 2020-10-20 17:09:52,195 - mmaction - INFO - Epoch [207][40/396] lr: 2.736e-02, eta: 9:53:13, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6328, top5_acc: 0.8417, loss_cls: 1.4833, loss: 1.4833, grad_norm: 2.8389, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.1944, loss/aux0: 1.1944 2020-10-20 17:10:28,723 - mmaction - INFO - Epoch [207][60/396] lr: 2.736e-02, eta: 9:52:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6380, top5_acc: 0.8357, loss_cls: 1.4657, loss: 1.4657, grad_norm: 2.7597, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1576, loss/aux0: 1.1576 2020-10-20 17:10:29,677 - mmaction - INFO - Epoch [207][60/396] lr: 2.736e-02, eta: 9:52:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6380, top5_acc: 0.8357, loss_cls: 1.4657, loss: 1.4657, grad_norm: 2.7476, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1517, loss/aux0: 1.1517 2020-10-20 17:11:06,180 - mmaction - INFO - Epoch [207][80/396] lr: 2.736e-02, eta: 9:51:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8388, loss_cls: 1.4893, loss: 1.4893, grad_norm: 2.7797, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1269, loss/aux0: 1.1269 2020-10-20 17:11:07,147 - mmaction - INFO - Epoch [207][80/396] lr: 2.736e-02, eta: 9:52:02, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6255, top5_acc: 0.8388, loss_cls: 1.4893, loss: 1.4893, grad_norm: 2.7880, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1323, loss/aux0: 1.1323 2020-10-20 17:11:43,604 - mmaction - INFO - Epoch [207][100/396] lr: 2.736e-02, eta: 9:51:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6263, top5_acc: 0.8320, loss_cls: 1.5006, loss: 1.5006, grad_norm: 2.8433, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1597, loss/aux0: 1.1597 2020-10-20 17:11:44,573 - mmaction - INFO - Epoch [207][100/396] lr: 2.736e-02, eta: 9:51:26, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6263, top5_acc: 0.8320, loss_cls: 1.5006, loss: 1.5006, grad_norm: 2.8483, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1586, loss/aux0: 1.1586 2020-10-20 17:12:20,995 - mmaction - INFO - Epoch [207][120/396] lr: 2.736e-02, eta: 9:50:46, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6292, top5_acc: 0.8505, loss_cls: 1.4563, loss: 1.4563, grad_norm: 2.8569, top1_acc/aux0: 0.6971, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1991, loss/aux0: 1.1991 2020-10-20 17:12:21,946 - mmaction - INFO - Epoch [207][120/396] lr: 2.736e-02, eta: 9:50:51, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6292, top5_acc: 0.8505, loss_cls: 1.4563, loss: 1.4563, grad_norm: 2.8375, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1918, loss/aux0: 1.1918 2020-10-20 17:12:58,488 - mmaction - INFO - Epoch [207][140/396] lr: 2.736e-02, eta: 9:50:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8555, loss_cls: 1.3757, loss: 1.3757, grad_norm: 2.8244, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2174, loss/aux0: 1.2174 2020-10-20 17:12:59,442 - mmaction - INFO - Epoch [207][140/396] lr: 2.736e-02, eta: 9:50:15, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8555, loss_cls: 1.3757, loss: 1.3757, grad_norm: 2.8313, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8768, loss_cls/aux0: 1.2270, loss/aux0: 1.2270 2020-10-20 17:13:36,009 - mmaction - INFO - Epoch [207][160/396] lr: 2.736e-02, eta: 9:49:35, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6339, top5_acc: 0.8380, loss_cls: 1.4686, loss: 1.4686, grad_norm: 2.8755, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1817, loss/aux0: 1.1817 2020-10-20 17:13:36,969 - mmaction - INFO - Epoch [207][160/396] lr: 2.736e-02, eta: 9:49:39, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6339, top5_acc: 0.8380, loss_cls: 1.4686, loss: 1.4686, grad_norm: 2.8670, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1764, loss/aux0: 1.1764 2020-10-20 17:14:13,664 - mmaction - INFO - Epoch [207][180/396] lr: 2.736e-02, eta: 9:48:59, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6206, top5_acc: 0.8302, loss_cls: 1.5061, loss: 1.5061, grad_norm: 2.7740, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1719, loss/aux0: 1.1719 2020-10-20 17:14:14,613 - mmaction - INFO - Epoch [207][180/396] lr: 2.736e-02, eta: 9:49:04, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6206, top5_acc: 0.8302, loss_cls: 1.5061, loss: 1.5061, grad_norm: 2.7718, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1752, loss/aux0: 1.1752 2020-10-20 17:14:51,265 - mmaction - INFO - Epoch [207][200/396] lr: 2.736e-02, eta: 9:48:23, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6315, top5_acc: 0.8367, loss_cls: 1.4559, loss: 1.4559, grad_norm: 2.7718, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1199, loss/aux0: 1.1199 2020-10-20 17:14:52,220 - mmaction - INFO - Epoch [207][200/396] lr: 2.736e-02, eta: 9:48:28, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6315, top5_acc: 0.8367, loss_cls: 1.4559, loss: 1.4559, grad_norm: 2.7693, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1054, loss/aux0: 1.1054 2020-10-20 17:15:28,919 - mmaction - INFO - Epoch [207][220/396] lr: 2.736e-02, eta: 9:47:48, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6393, top5_acc: 0.8500, loss_cls: 1.4243, loss: 1.4243, grad_norm: 2.8116, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1271, loss/aux0: 1.1271 2020-10-20 17:15:29,852 - mmaction - INFO - Epoch [207][220/396] lr: 2.736e-02, eta: 9:47:52, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6393, top5_acc: 0.8500, loss_cls: 1.4243, loss: 1.4243, grad_norm: 2.8282, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1435, loss/aux0: 1.1435 2020-10-20 17:16:06,487 - mmaction - INFO - Epoch [207][240/396] lr: 2.736e-02, eta: 9:47:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6427, top5_acc: 0.8432, loss_cls: 1.4428, loss: 1.4428, grad_norm: 2.7168, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.1402, loss/aux0: 1.1402 2020-10-20 17:16:07,430 - mmaction - INFO - Epoch [207][240/396] lr: 2.736e-02, eta: 9:47:17, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6427, top5_acc: 0.8432, loss_cls: 1.4428, loss: 1.4428, grad_norm: 2.7276, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.1354, loss/aux0: 1.1354 2020-10-20 17:16:44,040 - mmaction - INFO - Epoch [207][260/396] lr: 2.736e-02, eta: 9:46:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8451, loss_cls: 1.4520, loss: 1.4520, grad_norm: 2.8213, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1587, loss/aux0: 1.1587 2020-10-20 17:16:45,034 - mmaction - INFO - Epoch [207][260/396] lr: 2.736e-02, eta: 9:46:41, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8451, loss_cls: 1.4520, loss: 1.4520, grad_norm: 2.8129, top1_acc/aux0: 0.7039, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1528, loss/aux0: 1.1528 2020-10-20 17:17:21,588 - mmaction - INFO - Epoch [207][280/396] lr: 2.736e-02, eta: 9:46:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8424, loss_cls: 1.4498, loss: 1.4498, grad_norm: 2.8664, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1532, loss/aux0: 1.1532 2020-10-20 17:17:22,538 - mmaction - INFO - Epoch [207][280/396] lr: 2.736e-02, eta: 9:46:05, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8424, loss_cls: 1.4498, loss: 1.4498, grad_norm: 2.8779, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1668, loss/aux0: 1.1668 2020-10-20 17:17:59,223 - mmaction - INFO - Epoch [207][300/396] lr: 2.736e-02, eta: 9:45:25, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8456, loss_cls: 1.4441, loss: 1.4441, grad_norm: 2.8542, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1488, loss/aux0: 1.1488 2020-10-20 17:18:00,178 - mmaction - INFO - Epoch [207][300/396] lr: 2.736e-02, eta: 9:45:30, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8456, loss_cls: 1.4441, loss: 1.4441, grad_norm: 2.8528, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1472, loss/aux0: 1.1472 2020-10-20 17:18:36,792 - mmaction - INFO - Epoch [207][320/396] lr: 2.736e-02, eta: 9:44:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8417, loss_cls: 1.4611, loss: 1.4611, grad_norm: 2.7777, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1822, loss/aux0: 1.1822 2020-10-20 17:18:37,750 - mmaction - INFO - Epoch [207][320/396] lr: 2.736e-02, eta: 9:44:54, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8417, loss_cls: 1.4611, loss: 1.4611, grad_norm: 2.7856, top1_acc/aux0: 0.7049, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1742, loss/aux0: 1.1742 2020-10-20 17:19:14,358 - mmaction - INFO - Epoch [207][340/396] lr: 2.736e-02, eta: 9:44:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6268, top5_acc: 0.8396, loss_cls: 1.4883, loss: 1.4883, grad_norm: 2.8456, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1407, loss/aux0: 1.1407 2020-10-20 17:19:15,313 - mmaction - INFO - Epoch [207][340/396] lr: 2.736e-02, eta: 9:44:18, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6268, top5_acc: 0.8396, loss_cls: 1.4883, loss: 1.4883, grad_norm: 2.8545, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1565, loss/aux0: 1.1565 2020-10-20 17:19:51,878 - mmaction - INFO - Epoch [207][360/396] lr: 2.736e-02, eta: 9:43:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8424, loss_cls: 1.4725, loss: 1.4725, grad_norm: 2.8111, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1642, loss/aux0: 1.1642 2020-10-20 17:19:52,832 - mmaction - INFO - Epoch [207][360/396] lr: 2.736e-02, eta: 9:43:43, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8424, loss_cls: 1.4725, loss: 1.4725, grad_norm: 2.8164, top1_acc/aux0: 0.7029, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1553, loss/aux0: 1.1553 2020-10-20 17:20:29,296 - mmaction - INFO - Epoch [207][380/396] lr: 2.736e-02, eta: 9:43:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6432, top5_acc: 0.8495, loss_cls: 1.4307, loss: 1.4307, grad_norm: 2.8179, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1277, loss/aux0: 1.1277 2020-10-20 17:20:30,260 - mmaction - INFO - Epoch [207][380/396] lr: 2.736e-02, eta: 9:43:07, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6432, top5_acc: 0.8495, loss_cls: 1.4307, loss: 1.4307, grad_norm: 2.8220, top1_acc/aux0: 0.7096, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1158, loss/aux0: 1.1158 2020-10-20 17:25:04,056 - mmaction - INFO - Epoch [208][20/396] lr: 2.631e-02, eta: 9:41:51, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8391, loss_cls: 1.4775, loss: 1.4775, grad_norm: 2.8895, top1_acc/aux0: 0.7100, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1221, loss/aux0: 1.1221 2020-10-20 17:25:04,993 - mmaction - INFO - Epoch [208][20/396] lr: 2.631e-02, eta: 9:41:56, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6258, top5_acc: 0.8391, loss_cls: 1.4775, loss: 1.4775, grad_norm: 2.8776, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.1282, loss/aux0: 1.1282 2020-10-20 17:25:41,365 - mmaction - INFO - Epoch [208][40/396] lr: 2.631e-02, eta: 9:41:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8294, loss_cls: 1.5136, loss: 1.5136, grad_norm: 2.8153, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1451, loss/aux0: 1.1451 2020-10-20 17:25:42,311 - mmaction - INFO - Epoch [208][40/396] lr: 2.631e-02, eta: 9:41:20, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6221, top5_acc: 0.8294, loss_cls: 1.5136, loss: 1.5136, grad_norm: 2.8124, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1381, loss/aux0: 1.1381 2020-10-20 17:26:18,868 - mmaction - INFO - Epoch [208][60/396] lr: 2.631e-02, eta: 9:40:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8479, loss_cls: 1.4276, loss: 1.4276, grad_norm: 2.8179, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1658, loss/aux0: 1.1658 2020-10-20 17:26:19,873 - mmaction - INFO - Epoch [208][60/396] lr: 2.631e-02, eta: 9:40:44, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8479, loss_cls: 1.4276, loss: 1.4276, grad_norm: 2.7870, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8852, loss_cls/aux0: 1.1618, loss/aux0: 1.1618 2020-10-20 17:26:56,388 - mmaction - INFO - Epoch [208][80/396] lr: 2.631e-02, eta: 9:40:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6448, top5_acc: 0.8487, loss_cls: 1.4201, loss: 1.4201, grad_norm: 2.8119, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1580, loss/aux0: 1.1580 2020-10-20 17:26:57,359 - mmaction - INFO - Epoch [208][80/396] lr: 2.631e-02, eta: 9:40:08, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6448, top5_acc: 0.8487, loss_cls: 1.4201, loss: 1.4201, grad_norm: 2.7955, top1_acc/aux0: 0.6966, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1562, loss/aux0: 1.1562 2020-10-20 17:27:33,757 - mmaction - INFO - Epoch [208][100/396] lr: 2.631e-02, eta: 9:39:28, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8466, loss_cls: 1.4196, loss: 1.4196, grad_norm: 2.8226, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1359, loss/aux0: 1.1359 2020-10-20 17:27:34,720 - mmaction - INFO - Epoch [208][100/396] lr: 2.631e-02, eta: 9:39:33, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8466, loss_cls: 1.4196, loss: 1.4196, grad_norm: 2.8422, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1573, loss/aux0: 1.1573 2020-10-20 17:28:11,323 - mmaction - INFO - Epoch [208][120/396] lr: 2.631e-02, eta: 9:38:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8461, loss_cls: 1.4581, loss: 1.4581, grad_norm: 2.9397, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1643, loss/aux0: 1.1643 2020-10-20 17:28:12,317 - mmaction - INFO - Epoch [208][120/396] lr: 2.631e-02, eta: 9:38:57, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8461, loss_cls: 1.4581, loss: 1.4581, grad_norm: 2.9138, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1499, loss/aux0: 1.1499 2020-10-20 17:28:48,826 - mmaction - INFO - Epoch [208][140/396] lr: 2.631e-02, eta: 9:38:17, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6409, top5_acc: 0.8388, loss_cls: 1.4462, loss: 1.4462, grad_norm: 2.8122, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1468, loss/aux0: 1.1468 2020-10-20 17:28:49,796 - mmaction - INFO - Epoch [208][140/396] lr: 2.631e-02, eta: 9:38:21, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6409, top5_acc: 0.8388, loss_cls: 1.4462, loss: 1.4462, grad_norm: 2.8278, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1463, loss/aux0: 1.1463 2020-10-20 17:29:26,435 - mmaction - INFO - Epoch [208][160/396] lr: 2.631e-02, eta: 9:37:41, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6404, top5_acc: 0.8526, loss_cls: 1.4275, loss: 1.4275, grad_norm: 2.7699, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1072, loss/aux0: 1.1072 2020-10-20 17:29:27,384 - mmaction - INFO - Epoch [208][160/396] lr: 2.631e-02, eta: 9:37:46, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6404, top5_acc: 0.8526, loss_cls: 1.4275, loss: 1.4275, grad_norm: 2.7686, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1030, loss/aux0: 1.1030 2020-10-20 17:30:03,906 - mmaction - INFO - Epoch [208][180/396] lr: 2.631e-02, eta: 9:37:06, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6448, top5_acc: 0.8474, loss_cls: 1.4221, loss: 1.4221, grad_norm: 2.8233, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1345, loss/aux0: 1.1345 2020-10-20 17:30:04,850 - mmaction - INFO - Epoch [208][180/396] lr: 2.631e-02, eta: 9:37:10, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6448, top5_acc: 0.8474, loss_cls: 1.4221, loss: 1.4221, grad_norm: 2.8305, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1344, loss/aux0: 1.1344 2020-10-20 17:30:41,386 - mmaction - INFO - Epoch [208][200/396] lr: 2.631e-02, eta: 9:36:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8458, loss_cls: 1.4154, loss: 1.4154, grad_norm: 2.8114, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1622, loss/aux0: 1.1622 2020-10-20 17:30:42,428 - mmaction - INFO - Epoch [208][200/396] lr: 2.631e-02, eta: 9:36:34, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8458, loss_cls: 1.4154, loss: 1.4154, grad_norm: 2.8245, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1686, loss/aux0: 1.1686 2020-10-20 17:31:19,210 - mmaction - INFO - Epoch [208][220/396] lr: 2.631e-02, eta: 9:35:54, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6432, top5_acc: 0.8409, loss_cls: 1.4341, loss: 1.4341, grad_norm: 2.8464, top1_acc/aux0: 0.7063, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1485, loss/aux0: 1.1485 2020-10-20 17:31:20,143 - mmaction - INFO - Epoch [208][220/396] lr: 2.631e-02, eta: 9:35:59, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6432, top5_acc: 0.8409, loss_cls: 1.4341, loss: 1.4341, grad_norm: 2.8298, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1444, loss/aux0: 1.1444 2020-10-20 17:31:56,752 - mmaction - INFO - Epoch [208][240/396] lr: 2.631e-02, eta: 9:35:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6341, top5_acc: 0.8370, loss_cls: 1.4771, loss: 1.4771, grad_norm: 2.7859, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1041, loss/aux0: 1.1041 2020-10-20 17:31:57,701 - mmaction - INFO - Epoch [208][240/396] lr: 2.631e-02, eta: 9:35:23, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6341, top5_acc: 0.8370, loss_cls: 1.4771, loss: 1.4771, grad_norm: 2.7905, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1096, loss/aux0: 1.1096 2020-10-20 17:32:34,360 - mmaction - INFO - Epoch [208][260/396] lr: 2.631e-02, eta: 9:34:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6284, top5_acc: 0.8310, loss_cls: 1.5078, loss: 1.5078, grad_norm: 2.9274, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.2023, loss/aux0: 1.2023 2020-10-20 17:32:35,313 - mmaction - INFO - Epoch [208][260/396] lr: 2.631e-02, eta: 9:34:47, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6284, top5_acc: 0.8310, loss_cls: 1.5078, loss: 1.5078, grad_norm: 2.9449, top1_acc/aux0: 0.7003, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.2001, loss/aux0: 1.2001 2020-10-20 17:33:11,876 - mmaction - INFO - Epoch [208][280/396] lr: 2.631e-02, eta: 9:34:07, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6367, top5_acc: 0.8427, loss_cls: 1.4623, loss: 1.4623, grad_norm: 2.8268, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1322, loss/aux0: 1.1322 2020-10-20 17:33:12,851 - mmaction - INFO - Epoch [208][280/396] lr: 2.631e-02, eta: 9:34:12, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6367, top5_acc: 0.8427, loss_cls: 1.4623, loss: 1.4623, grad_norm: 2.8304, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1374, loss/aux0: 1.1374 2020-10-20 17:33:49,528 - mmaction - INFO - Epoch [208][300/396] lr: 2.631e-02, eta: 9:33:32, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6393, top5_acc: 0.8482, loss_cls: 1.4385, loss: 1.4385, grad_norm: 2.9202, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1583, loss/aux0: 1.1583 2020-10-20 17:33:50,466 - mmaction - INFO - Epoch [208][300/396] lr: 2.631e-02, eta: 9:33:36, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6393, top5_acc: 0.8482, loss_cls: 1.4385, loss: 1.4385, grad_norm: 2.9116, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1434, loss/aux0: 1.1434 2020-10-20 17:34:27,077 - mmaction - INFO - Epoch [208][320/396] lr: 2.631e-02, eta: 9:32:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8320, loss_cls: 1.5357, loss: 1.5357, grad_norm: 2.9007, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1533, loss/aux0: 1.1533 2020-10-20 17:34:28,044 - mmaction - INFO - Epoch [208][320/396] lr: 2.631e-02, eta: 9:33:00, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6044, top5_acc: 0.8320, loss_cls: 1.5357, loss: 1.5357, grad_norm: 2.9262, top1_acc/aux0: 0.6997, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1721, loss/aux0: 1.1721 2020-10-20 17:35:04,689 - mmaction - INFO - Epoch [208][340/396] lr: 2.631e-02, eta: 9:32:20, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6417, top5_acc: 0.8411, loss_cls: 1.4529, loss: 1.4529, grad_norm: 2.7882, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1235, loss/aux0: 1.1235 2020-10-20 17:35:05,662 - mmaction - INFO - Epoch [208][340/396] lr: 2.631e-02, eta: 9:32:25, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6417, top5_acc: 0.8411, loss_cls: 1.4529, loss: 1.4529, grad_norm: 2.7876, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1168, loss/aux0: 1.1168 2020-10-20 17:35:42,168 - mmaction - INFO - Epoch [208][360/396] lr: 2.631e-02, eta: 9:31:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6310, top5_acc: 0.8435, loss_cls: 1.4707, loss: 1.4707, grad_norm: 2.9044, top1_acc/aux0: 0.6935, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1797, loss/aux0: 1.1797 2020-10-20 17:35:43,105 - mmaction - INFO - Epoch [208][360/396] lr: 2.631e-02, eta: 9:31:49, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6310, top5_acc: 0.8435, loss_cls: 1.4707, loss: 1.4707, grad_norm: 2.8994, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1846, loss/aux0: 1.1846 2020-10-20 17:36:19,680 - mmaction - INFO - Epoch [208][380/396] lr: 2.631e-02, eta: 9:31:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8411, loss_cls: 1.4789, loss: 1.4789, grad_norm: 2.9285, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1792, loss/aux0: 1.1792 2020-10-20 17:36:20,646 - mmaction - INFO - Epoch [208][380/396] lr: 2.631e-02, eta: 9:31:13, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6326, top5_acc: 0.8411, loss_cls: 1.4789, loss: 1.4789, grad_norm: 2.9368, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1757, loss/aux0: 1.1757 2020-10-20 17:36:51,961 - mmaction - INFO - Saving checkpoint at 208 epochs 2020-10-20 17:38:38,444 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 17:38:38,559 - mmaction - INFO - top1_acc 0.7055 top5_acc 0.9051 2020-10-20 17:38:38,559 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 17:38:38,579 - mmaction - INFO - mean_acc 0.7057 2020-10-20 17:38:38,579 - mmaction - INFO - Now best checkpoint is epoch_208.pth 2020-10-20 17:38:38,587 - mmaction - INFO - Epoch(val) [208][396] top1_acc: 0.7055, top5_acc: 0.9051, mean_class_accuracy: 0.7057 2020-10-20 17:42:38,508 - mmaction - INFO - Epoch [209][20/396] lr: 2.528e-02, eta: 9:29:58, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6565, top5_acc: 0.8534, loss_cls: 1.3650, loss: 1.3650, grad_norm: 2.8391, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1417, loss/aux0: 1.1417 2020-10-20 17:42:39,451 - mmaction - INFO - Epoch [209][20/396] lr: 2.528e-02, eta: 9:30:02, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.6565, top5_acc: 0.8534, loss_cls: 1.3650, loss: 1.3650, grad_norm: 2.8419, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1420, loss/aux0: 1.1420 2020-10-20 17:43:15,778 - mmaction - INFO - Epoch [209][40/396] lr: 2.528e-02, eta: 9:29:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6411, top5_acc: 0.8422, loss_cls: 1.4283, loss: 1.4283, grad_norm: 2.8631, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1229, loss/aux0: 1.1229 2020-10-20 17:43:16,753 - mmaction - INFO - Epoch [209][40/396] lr: 2.528e-02, eta: 9:29:26, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.6411, top5_acc: 0.8422, loss_cls: 1.4283, loss: 1.4283, grad_norm: 2.8659, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1239, loss/aux0: 1.1239 2020-10-20 17:43:53,239 - mmaction - INFO - Epoch [209][60/396] lr: 2.528e-02, eta: 9:28:46, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8503, loss_cls: 1.4136, loss: 1.4136, grad_norm: 2.9263, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1655, loss/aux0: 1.1655 2020-10-20 17:43:54,243 - mmaction - INFO - Epoch [209][60/396] lr: 2.528e-02, eta: 9:28:51, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8503, loss_cls: 1.4136, loss: 1.4136, grad_norm: 2.9058, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1644, loss/aux0: 1.1644 2020-10-20 17:44:30,820 - mmaction - INFO - Epoch [209][80/396] lr: 2.528e-02, eta: 9:28:11, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8438, loss_cls: 1.4636, loss: 1.4636, grad_norm: 2.8216, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1284, loss/aux0: 1.1284 2020-10-20 17:44:31,781 - mmaction - INFO - Epoch [209][80/396] lr: 2.528e-02, eta: 9:28:15, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6349, top5_acc: 0.8438, loss_cls: 1.4636, loss: 1.4636, grad_norm: 2.8215, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1286, loss/aux0: 1.1286 2020-10-20 17:45:08,269 - mmaction - INFO - Epoch [209][100/396] lr: 2.528e-02, eta: 9:27:35, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6362, top5_acc: 0.8409, loss_cls: 1.4793, loss: 1.4793, grad_norm: 2.8293, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1238, loss/aux0: 1.1238 2020-10-20 17:45:09,242 - mmaction - INFO - Epoch [209][100/396] lr: 2.528e-02, eta: 9:27:39, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6362, top5_acc: 0.8409, loss_cls: 1.4793, loss: 1.4793, grad_norm: 2.8278, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1172, loss/aux0: 1.1172 2020-10-20 17:45:45,778 - mmaction - INFO - Epoch [209][120/396] lr: 2.528e-02, eta: 9:26:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8471, loss_cls: 1.4309, loss: 1.4309, grad_norm: 2.9205, top1_acc/aux0: 0.7008, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.1499, loss/aux0: 1.1499 2020-10-20 17:45:46,739 - mmaction - INFO - Epoch [209][120/396] lr: 2.528e-02, eta: 9:27:04, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6477, top5_acc: 0.8471, loss_cls: 1.4309, loss: 1.4309, grad_norm: 2.9107, top1_acc/aux0: 0.6987, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1475, loss/aux0: 1.1475 2020-10-20 17:46:23,289 - mmaction - INFO - Epoch [209][140/396] lr: 2.528e-02, eta: 9:26:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8273, loss_cls: 1.5363, loss: 1.5363, grad_norm: 2.7813, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1120, loss/aux0: 1.1120 2020-10-20 17:46:24,281 - mmaction - INFO - Epoch [209][140/396] lr: 2.528e-02, eta: 9:26:28, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6148, top5_acc: 0.8273, loss_cls: 1.5363, loss: 1.5363, grad_norm: 2.8162, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.1378, loss/aux0: 1.1378 2020-10-20 17:47:00,840 - mmaction - INFO - Epoch [209][160/396] lr: 2.528e-02, eta: 9:25:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8375, loss_cls: 1.4804, loss: 1.4804, grad_norm: 2.8709, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1347, loss/aux0: 1.1347 2020-10-20 17:47:01,808 - mmaction - INFO - Epoch [209][160/396] lr: 2.528e-02, eta: 9:25:52, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6297, top5_acc: 0.8375, loss_cls: 1.4804, loss: 1.4804, grad_norm: 2.8647, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1149, loss/aux0: 1.1149 2020-10-20 17:47:38,302 - mmaction - INFO - Epoch [209][180/396] lr: 2.528e-02, eta: 9:25:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8406, loss_cls: 1.4790, loss: 1.4790, grad_norm: 2.8578, top1_acc/aux0: 0.7107, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1068, loss/aux0: 1.1068 2020-10-20 17:47:39,262 - mmaction - INFO - Epoch [209][180/396] lr: 2.528e-02, eta: 9:25:17, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6333, top5_acc: 0.8406, loss_cls: 1.4790, loss: 1.4790, grad_norm: 2.8605, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1152, loss/aux0: 1.1152 2020-10-20 17:48:15,836 - mmaction - INFO - Epoch [209][200/396] lr: 2.528e-02, eta: 9:24:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6299, top5_acc: 0.8419, loss_cls: 1.4591, loss: 1.4591, grad_norm: 2.8784, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2026, loss/aux0: 1.2026 2020-10-20 17:48:16,810 - mmaction - INFO - Epoch [209][200/396] lr: 2.528e-02, eta: 9:24:41, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6299, top5_acc: 0.8419, loss_cls: 1.4591, loss: 1.4591, grad_norm: 2.8682, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1965, loss/aux0: 1.1965 2020-10-20 17:48:53,444 - mmaction - INFO - Epoch [209][220/396] lr: 2.528e-02, eta: 9:24:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6464, top5_acc: 0.8503, loss_cls: 1.4021, loss: 1.4021, grad_norm: 2.8146, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1035, loss/aux0: 1.1035 2020-10-20 17:48:54,408 - mmaction - INFO - Epoch [209][220/396] lr: 2.528e-02, eta: 9:24:05, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6464, top5_acc: 0.8503, loss_cls: 1.4021, loss: 1.4021, grad_norm: 2.8160, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1083, loss/aux0: 1.1083 2020-10-20 17:49:30,994 - mmaction - INFO - Epoch [209][240/396] lr: 2.528e-02, eta: 9:23:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6401, top5_acc: 0.8500, loss_cls: 1.4175, loss: 1.4175, grad_norm: 2.8238, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.1415, loss/aux0: 1.1415 2020-10-20 17:49:31,933 - mmaction - INFO - Epoch [209][240/396] lr: 2.528e-02, eta: 9:23:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6401, top5_acc: 0.8500, loss_cls: 1.4175, loss: 1.4175, grad_norm: 2.8074, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1341, loss/aux0: 1.1341 2020-10-20 17:50:08,540 - mmaction - INFO - Epoch [209][260/396] lr: 2.528e-02, eta: 9:22:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6372, top5_acc: 0.8484, loss_cls: 1.4451, loss: 1.4451, grad_norm: 2.8973, top1_acc/aux0: 0.7034, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1811, loss/aux0: 1.1811 2020-10-20 17:50:09,539 - mmaction - INFO - Epoch [209][260/396] lr: 2.528e-02, eta: 9:22:54, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6372, top5_acc: 0.8484, loss_cls: 1.4451, loss: 1.4451, grad_norm: 2.8926, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.1886, loss/aux0: 1.1886 2020-10-20 17:50:46,105 - mmaction - INFO - Epoch [209][280/396] lr: 2.528e-02, eta: 9:22:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6328, top5_acc: 0.8417, loss_cls: 1.4640, loss: 1.4640, grad_norm: 2.9766, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.1284, loss/aux0: 1.1284 2020-10-20 17:50:47,067 - mmaction - INFO - Epoch [209][280/396] lr: 2.528e-02, eta: 9:22:18, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6328, top5_acc: 0.8417, loss_cls: 1.4640, loss: 1.4640, grad_norm: 2.9778, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1309, loss/aux0: 1.1309 2020-10-20 17:51:23,654 - mmaction - INFO - Epoch [209][300/396] lr: 2.528e-02, eta: 9:21:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8396, loss_cls: 1.4531, loss: 1.4531, grad_norm: 2.8792, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1460, loss/aux0: 1.1460 2020-10-20 17:51:24,587 - mmaction - INFO - Epoch [209][300/396] lr: 2.528e-02, eta: 9:21:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6378, top5_acc: 0.8396, loss_cls: 1.4531, loss: 1.4531, grad_norm: 2.8837, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1435, loss/aux0: 1.1435 2020-10-20 17:52:01,306 - mmaction - INFO - Epoch [209][320/396] lr: 2.528e-02, eta: 9:21:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6401, top5_acc: 0.8469, loss_cls: 1.4220, loss: 1.4220, grad_norm: 2.8952, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1713, loss/aux0: 1.1713 2020-10-20 17:52:02,262 - mmaction - INFO - Epoch [209][320/396] lr: 2.528e-02, eta: 9:21:07, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6401, top5_acc: 0.8469, loss_cls: 1.4220, loss: 1.4220, grad_norm: 2.8917, top1_acc/aux0: 0.6956, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1667, loss/aux0: 1.1667 2020-10-20 17:52:38,846 - mmaction - INFO - Epoch [209][340/396] lr: 2.528e-02, eta: 9:20:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6396, top5_acc: 0.8435, loss_cls: 1.4431, loss: 1.4431, grad_norm: 2.8405, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1542, loss/aux0: 1.1542 2020-10-20 17:52:39,822 - mmaction - INFO - Epoch [209][340/396] lr: 2.528e-02, eta: 9:20:31, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6396, top5_acc: 0.8435, loss_cls: 1.4431, loss: 1.4431, grad_norm: 2.8324, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1626, loss/aux0: 1.1626 2020-10-20 17:53:16,429 - mmaction - INFO - Epoch [209][360/396] lr: 2.528e-02, eta: 9:19:51, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8505, loss_cls: 1.4274, loss: 1.4274, grad_norm: 2.8840, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.1335, loss/aux0: 1.1335 2020-10-20 17:53:17,385 - mmaction - INFO - Epoch [209][360/396] lr: 2.528e-02, eta: 9:19:56, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8505, loss_cls: 1.4274, loss: 1.4274, grad_norm: 2.8669, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1187, loss/aux0: 1.1187 2020-10-20 17:53:53,920 - mmaction - INFO - Epoch [209][380/396] lr: 2.528e-02, eta: 9:19:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6313, top5_acc: 0.8326, loss_cls: 1.4855, loss: 1.4855, grad_norm: 2.8719, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1113, loss/aux0: 1.1113 2020-10-20 17:53:54,872 - mmaction - INFO - Epoch [209][380/396] lr: 2.528e-02, eta: 9:19:20, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6313, top5_acc: 0.8326, loss_cls: 1.4855, loss: 1.4855, grad_norm: 2.8553, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1116, loss/aux0: 1.1116 2020-10-20 17:58:48,096 - mmaction - INFO - Epoch [210][20/396] lr: 2.427e-02, eta: 9:18:05, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6492, top5_acc: 0.8497, loss_cls: 1.4231, loss: 1.4231, grad_norm: 2.9015, top1_acc/aux0: 0.7059, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1814, loss/aux0: 1.1814 2020-10-20 17:58:49,040 - mmaction - INFO - Epoch [210][20/396] lr: 2.427e-02, eta: 9:18:09, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6492, top5_acc: 0.8497, loss_cls: 1.4231, loss: 1.4231, grad_norm: 2.8837, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1706, loss/aux0: 1.1706 2020-10-20 17:59:25,396 - mmaction - INFO - Epoch [210][40/396] lr: 2.427e-02, eta: 9:17:29, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6518, top5_acc: 0.8536, loss_cls: 1.3961, loss: 1.3961, grad_norm: 2.8533, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0566, loss/aux0: 1.0566 2020-10-20 17:59:26,345 - mmaction - INFO - Epoch [210][40/396] lr: 2.427e-02, eta: 9:17:33, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.6518, top5_acc: 0.8536, loss_cls: 1.3961, loss: 1.3961, grad_norm: 2.8681, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0626, loss/aux0: 1.0626 2020-10-20 18:00:05,411 - mmaction - INFO - Epoch [210][60/396] lr: 2.427e-02, eta: 9:16:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.4029, loss: 1.4029, grad_norm: 2.9059, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0904, loss/aux0: 1.0904 2020-10-20 18:00:09,178 - mmaction - INFO - Epoch [210][60/396] lr: 2.427e-02, eta: 9:16:59, time: 1.202, data_time: 0.145, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.4029, loss: 1.4029, grad_norm: 2.9050, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0939, loss/aux0: 1.0939 2020-10-20 18:00:45,616 - mmaction - INFO - Epoch [210][80/396] lr: 2.427e-02, eta: 9:16:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6445, top5_acc: 0.8490, loss_cls: 1.4005, loss: 1.4005, grad_norm: 2.8875, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1131, loss/aux0: 1.1131 2020-10-20 18:00:46,558 - mmaction - INFO - Epoch [210][80/396] lr: 2.427e-02, eta: 9:16:23, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6445, top5_acc: 0.8490, loss_cls: 1.4005, loss: 1.4005, grad_norm: 2.8999, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1156, loss/aux0: 1.1156 2020-10-20 18:01:23,020 - mmaction - INFO - Epoch [210][100/396] lr: 2.427e-02, eta: 9:15:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6404, top5_acc: 0.8508, loss_cls: 1.4261, loss: 1.4261, grad_norm: 2.8420, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1137, loss/aux0: 1.1137 2020-10-20 18:01:23,969 - mmaction - INFO - Epoch [210][100/396] lr: 2.427e-02, eta: 9:15:47, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6404, top5_acc: 0.8508, loss_cls: 1.4261, loss: 1.4261, grad_norm: 2.8234, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1070, loss/aux0: 1.1070 2020-10-20 18:02:00,571 - mmaction - INFO - Epoch [210][120/396] lr: 2.427e-02, eta: 9:15:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8474, loss_cls: 1.4241, loss: 1.4241, grad_norm: 2.9375, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0872, loss/aux0: 1.0872 2020-10-20 18:02:01,495 - mmaction - INFO - Epoch [210][120/396] lr: 2.427e-02, eta: 9:15:12, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8474, loss_cls: 1.4241, loss: 1.4241, grad_norm: 2.9415, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0875, loss/aux0: 1.0875 2020-10-20 18:02:38,019 - mmaction - INFO - Epoch [210][140/396] lr: 2.427e-02, eta: 9:14:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6469, top5_acc: 0.8451, loss_cls: 1.4343, loss: 1.4343, grad_norm: 2.8752, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0831, loss/aux0: 1.0831 2020-10-20 18:02:38,986 - mmaction - INFO - Epoch [210][140/396] lr: 2.427e-02, eta: 9:14:36, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6469, top5_acc: 0.8451, loss_cls: 1.4343, loss: 1.4343, grad_norm: 2.8818, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0775, loss/aux0: 1.0775 2020-10-20 18:03:15,469 - mmaction - INFO - Epoch [210][160/396] lr: 2.427e-02, eta: 9:13:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6383, top5_acc: 0.8516, loss_cls: 1.4102, loss: 1.4102, grad_norm: 2.9570, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8924, loss_cls/aux0: 1.0961, loss/aux0: 1.0961 2020-10-20 18:03:16,403 - mmaction - INFO - Epoch [210][160/396] lr: 2.427e-02, eta: 9:14:00, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6383, top5_acc: 0.8516, loss_cls: 1.4102, loss: 1.4102, grad_norm: 2.9595, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1089, loss/aux0: 1.1089 2020-10-20 18:03:52,979 - mmaction - INFO - Epoch [210][180/396] lr: 2.427e-02, eta: 9:13:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6430, top5_acc: 0.8464, loss_cls: 1.4261, loss: 1.4261, grad_norm: 2.9237, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1713, loss/aux0: 1.1713 2020-10-20 18:03:53,935 - mmaction - INFO - Epoch [210][180/396] lr: 2.427e-02, eta: 9:13:24, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6430, top5_acc: 0.8464, loss_cls: 1.4261, loss: 1.4261, grad_norm: 2.9299, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1691, loss/aux0: 1.1691 2020-10-20 18:04:30,465 - mmaction - INFO - Epoch [210][200/396] lr: 2.427e-02, eta: 9:12:45, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6385, top5_acc: 0.8414, loss_cls: 1.4343, loss: 1.4343, grad_norm: 2.9914, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0959, loss/aux0: 1.0959 2020-10-20 18:04:31,417 - mmaction - INFO - Epoch [210][200/396] lr: 2.427e-02, eta: 9:12:49, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6385, top5_acc: 0.8414, loss_cls: 1.4343, loss: 1.4343, grad_norm: 2.9776, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0931, loss/aux0: 1.0931 2020-10-20 18:05:07,931 - mmaction - INFO - Epoch [210][220/396] lr: 2.427e-02, eta: 9:12:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6505, top5_acc: 0.8510, loss_cls: 1.4065, loss: 1.4065, grad_norm: 2.9383, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1274, loss/aux0: 1.1274 2020-10-20 18:05:08,883 - mmaction - INFO - Epoch [210][220/396] lr: 2.427e-02, eta: 9:12:13, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6505, top5_acc: 0.8510, loss_cls: 1.4065, loss: 1.4065, grad_norm: 2.9480, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1436, loss/aux0: 1.1436 2020-10-20 18:05:45,379 - mmaction - INFO - Epoch [210][240/396] lr: 2.427e-02, eta: 9:11:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6331, top5_acc: 0.8307, loss_cls: 1.4827, loss: 1.4827, grad_norm: 2.8628, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1366, loss/aux0: 1.1366 2020-10-20 18:05:46,354 - mmaction - INFO - Epoch [210][240/396] lr: 2.427e-02, eta: 9:11:37, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.6331, top5_acc: 0.8307, loss_cls: 1.4827, loss: 1.4827, grad_norm: 2.8826, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1238, loss/aux0: 1.1238 2020-10-20 18:06:22,991 - mmaction - INFO - Epoch [210][260/396] lr: 2.427e-02, eta: 9:10:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6328, top5_acc: 0.8406, loss_cls: 1.4572, loss: 1.4572, grad_norm: 2.8751, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.1007, loss/aux0: 1.1007 2020-10-20 18:06:23,989 - mmaction - INFO - Epoch [210][260/396] lr: 2.427e-02, eta: 9:11:02, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.6328, top5_acc: 0.8406, loss_cls: 1.4572, loss: 1.4572, grad_norm: 2.8645, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0991, loss/aux0: 1.0991 2020-10-20 18:07:00,526 - mmaction - INFO - Epoch [210][280/396] lr: 2.427e-02, eta: 9:10:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6372, top5_acc: 0.8393, loss_cls: 1.4603, loss: 1.4603, grad_norm: 2.9272, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8862, loss_cls/aux0: 1.1123, loss/aux0: 1.1123 2020-10-20 18:07:01,494 - mmaction - INFO - Epoch [210][280/396] lr: 2.427e-02, eta: 9:10:26, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6372, top5_acc: 0.8393, loss_cls: 1.4603, loss: 1.4603, grad_norm: 2.9385, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1178, loss/aux0: 1.1178 2020-10-20 18:07:38,134 - mmaction - INFO - Epoch [210][300/396] lr: 2.427e-02, eta: 9:09:46, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6487, top5_acc: 0.8471, loss_cls: 1.4047, loss: 1.4047, grad_norm: 2.9596, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1085, loss/aux0: 1.1085 2020-10-20 18:07:39,096 - mmaction - INFO - Epoch [210][300/396] lr: 2.427e-02, eta: 9:09:50, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6487, top5_acc: 0.8471, loss_cls: 1.4047, loss: 1.4047, grad_norm: 2.9373, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0923, loss/aux0: 1.0923 2020-10-20 18:08:15,694 - mmaction - INFO - Epoch [210][320/396] lr: 2.427e-02, eta: 9:09:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6464, top5_acc: 0.8505, loss_cls: 1.4005, loss: 1.4005, grad_norm: 2.9502, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.1297, loss/aux0: 1.1297 2020-10-20 18:08:16,724 - mmaction - INFO - Epoch [210][320/396] lr: 2.427e-02, eta: 9:09:14, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6464, top5_acc: 0.8505, loss_cls: 1.4005, loss: 1.4005, grad_norm: 2.9329, top1_acc/aux0: 0.7044, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1441, loss/aux0: 1.1441 2020-10-20 18:08:53,356 - mmaction - INFO - Epoch [210][340/396] lr: 2.427e-02, eta: 9:08:35, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6385, top5_acc: 0.8492, loss_cls: 1.4348, loss: 1.4348, grad_norm: 2.9671, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1377, loss/aux0: 1.1377 2020-10-20 18:08:54,402 - mmaction - INFO - Epoch [210][340/396] lr: 2.427e-02, eta: 9:08:39, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.6385, top5_acc: 0.8492, loss_cls: 1.4348, loss: 1.4348, grad_norm: 2.9613, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1248, loss/aux0: 1.1248 2020-10-20 18:09:30,860 - mmaction - INFO - Epoch [210][360/396] lr: 2.427e-02, eta: 9:07:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6482, top5_acc: 0.8435, loss_cls: 1.4253, loss: 1.4253, grad_norm: 2.9002, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1134, loss/aux0: 1.1134 2020-10-20 18:09:31,818 - mmaction - INFO - Epoch [210][360/396] lr: 2.427e-02, eta: 9:08:03, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6482, top5_acc: 0.8435, loss_cls: 1.4253, loss: 1.4253, grad_norm: 2.9103, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1070, loss/aux0: 1.1070 2020-10-20 18:10:08,473 - mmaction - INFO - Epoch [210][380/396] lr: 2.427e-02, eta: 9:07:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8375, loss_cls: 1.4707, loss: 1.4707, grad_norm: 2.9003, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1418, loss/aux0: 1.1418 2020-10-20 18:10:09,420 - mmaction - INFO - Epoch [210][380/396] lr: 2.427e-02, eta: 9:07:27, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6435, top5_acc: 0.8375, loss_cls: 1.4707, loss: 1.4707, grad_norm: 2.8877, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1458, loss/aux0: 1.1458 2020-10-20 18:14:55,957 - mmaction - INFO - Epoch [211][20/396] lr: 2.327e-02, eta: 9:06:12, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8453, loss_cls: 1.4089, loss: 1.4089, grad_norm: 2.9113, top1_acc/aux0: 0.7160, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1239, loss/aux0: 1.1239 2020-10-20 18:14:56,906 - mmaction - INFO - Epoch [211][20/396] lr: 2.327e-02, eta: 9:06:16, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.6510, top5_acc: 0.8453, loss_cls: 1.4089, loss: 1.4089, grad_norm: 2.8815, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1226, loss/aux0: 1.1226 2020-10-20 18:15:33,233 - mmaction - INFO - Epoch [211][40/396] lr: 2.327e-02, eta: 9:05:37, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8453, loss_cls: 1.4406, loss: 1.4406, grad_norm: 2.9480, top1_acc/aux0: 0.7070, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1445, loss/aux0: 1.1445 2020-10-20 18:15:34,201 - mmaction - INFO - Epoch [211][40/396] lr: 2.327e-02, eta: 9:05:41, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8453, loss_cls: 1.4406, loss: 1.4406, grad_norm: 2.9552, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1485, loss/aux0: 1.1485 2020-10-20 18:16:10,612 - mmaction - INFO - Epoch [211][60/396] lr: 2.327e-02, eta: 9:05:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8518, loss_cls: 1.3982, loss: 1.3982, grad_norm: 2.9802, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1339, loss/aux0: 1.1339 2020-10-20 18:16:11,565 - mmaction - INFO - Epoch [211][60/396] lr: 2.327e-02, eta: 9:05:05, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6406, top5_acc: 0.8518, loss_cls: 1.3982, loss: 1.3982, grad_norm: 2.9771, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1282, loss/aux0: 1.1282 2020-10-20 18:16:48,110 - mmaction - INFO - Epoch [211][80/396] lr: 2.327e-02, eta: 9:04:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6596, top5_acc: 0.8544, loss_cls: 1.3711, loss: 1.3711, grad_norm: 2.8817, top1_acc/aux0: 0.7096, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1343, loss/aux0: 1.1343 2020-10-20 18:16:49,087 - mmaction - INFO - Epoch [211][80/396] lr: 2.327e-02, eta: 9:04:29, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6596, top5_acc: 0.8544, loss_cls: 1.3711, loss: 1.3711, grad_norm: 2.8678, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1406, loss/aux0: 1.1406 2020-10-20 18:17:25,585 - mmaction - INFO - Epoch [211][100/396] lr: 2.327e-02, eta: 9:03:50, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6456, top5_acc: 0.8534, loss_cls: 1.3636, loss: 1.3636, grad_norm: 2.9250, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1219, loss/aux0: 1.1219 2020-10-20 18:17:26,532 - mmaction - INFO - Epoch [211][100/396] lr: 2.327e-02, eta: 9:03:54, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6456, top5_acc: 0.8534, loss_cls: 1.3636, loss: 1.3636, grad_norm: 2.9184, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1161, loss/aux0: 1.1161 2020-10-20 18:18:03,105 - mmaction - INFO - Epoch [211][120/396] lr: 2.327e-02, eta: 9:03:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6401, top5_acc: 0.8445, loss_cls: 1.4250, loss: 1.4250, grad_norm: 2.9520, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1116, loss/aux0: 1.1116 2020-10-20 18:18:04,069 - mmaction - INFO - Epoch [211][120/396] lr: 2.327e-02, eta: 9:03:18, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6401, top5_acc: 0.8445, loss_cls: 1.4250, loss: 1.4250, grad_norm: 2.9624, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1170, loss/aux0: 1.1170 2020-10-20 18:18:40,741 - mmaction - INFO - Epoch [211][140/396] lr: 2.327e-02, eta: 9:02:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6607, top5_acc: 0.8471, loss_cls: 1.3800, loss: 1.3800, grad_norm: 2.8463, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1546, loss/aux0: 1.1546 2020-10-20 18:18:41,712 - mmaction - INFO - Epoch [211][140/396] lr: 2.327e-02, eta: 9:02:42, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6607, top5_acc: 0.8471, loss_cls: 1.3800, loss: 1.3800, grad_norm: 2.8500, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1440, loss/aux0: 1.1440 2020-10-20 18:19:18,201 - mmaction - INFO - Epoch [211][160/396] lr: 2.327e-02, eta: 9:02:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8414, loss_cls: 1.4399, loss: 1.4399, grad_norm: 2.9266, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8826, loss_cls/aux0: 1.1569, loss/aux0: 1.1569 2020-10-20 18:19:19,135 - mmaction - INFO - Epoch [211][160/396] lr: 2.327e-02, eta: 9:02:07, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6398, top5_acc: 0.8414, loss_cls: 1.4399, loss: 1.4399, grad_norm: 2.9410, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.1669, loss/aux0: 1.1669 2020-10-20 18:19:55,816 - mmaction - INFO - Epoch [211][180/396] lr: 2.327e-02, eta: 9:01:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6487, top5_acc: 0.8443, loss_cls: 1.3997, loss: 1.3997, grad_norm: 3.0400, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.1467, loss/aux0: 1.1467 2020-10-20 18:19:56,811 - mmaction - INFO - Epoch [211][180/396] lr: 2.327e-02, eta: 9:01:31, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.6487, top5_acc: 0.8443, loss_cls: 1.3997, loss: 1.3997, grad_norm: 3.0377, top1_acc/aux0: 0.7107, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.1428, loss/aux0: 1.1428 2020-10-20 18:20:33,424 - mmaction - INFO - Epoch [211][200/396] lr: 2.327e-02, eta: 9:00:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6458, top5_acc: 0.8500, loss_cls: 1.4181, loss: 1.4181, grad_norm: 2.9195, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1100, loss/aux0: 1.1100 2020-10-20 18:20:34,391 - mmaction - INFO - Epoch [211][200/396] lr: 2.327e-02, eta: 9:00:55, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6458, top5_acc: 0.8500, loss_cls: 1.4181, loss: 1.4181, grad_norm: 2.9451, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.1103, loss/aux0: 1.1103 2020-10-20 18:21:10,902 - mmaction - INFO - Epoch [211][220/396] lr: 2.327e-02, eta: 9:00:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8474, loss_cls: 1.4072, loss: 1.4072, grad_norm: 2.9470, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1209, loss/aux0: 1.1209 2020-10-20 18:21:11,813 - mmaction - INFO - Epoch [211][220/396] lr: 2.327e-02, eta: 9:00:19, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8474, loss_cls: 1.4072, loss: 1.4072, grad_norm: 2.9529, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.1220, loss/aux0: 1.1220 2020-10-20 18:21:48,465 - mmaction - INFO - Epoch [211][240/396] lr: 2.327e-02, eta: 8:59:40, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6320, top5_acc: 0.8406, loss_cls: 1.4657, loss: 1.4657, grad_norm: 2.9077, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0793, loss/aux0: 1.0793 2020-10-20 18:21:49,453 - mmaction - INFO - Epoch [211][240/396] lr: 2.327e-02, eta: 8:59:44, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6320, top5_acc: 0.8406, loss_cls: 1.4657, loss: 1.4657, grad_norm: 2.9106, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0723, loss/aux0: 1.0723 2020-10-20 18:22:25,987 - mmaction - INFO - Epoch [211][260/396] lr: 2.327e-02, eta: 8:59:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8406, loss_cls: 1.4729, loss: 1.4729, grad_norm: 2.8551, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1129, loss/aux0: 1.1129 2020-10-20 18:22:26,950 - mmaction - INFO - Epoch [211][260/396] lr: 2.327e-02, eta: 8:59:08, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6354, top5_acc: 0.8406, loss_cls: 1.4729, loss: 1.4729, grad_norm: 2.8642, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1124, loss/aux0: 1.1124 2020-10-20 18:23:03,578 - mmaction - INFO - Epoch [211][280/396] lr: 2.327e-02, eta: 8:58:28, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8518, loss_cls: 1.4218, loss: 1.4218, grad_norm: 2.9979, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0742, loss/aux0: 1.0742 2020-10-20 18:23:04,548 - mmaction - INFO - Epoch [211][280/396] lr: 2.327e-02, eta: 8:58:32, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8518, loss_cls: 1.4218, loss: 1.4218, grad_norm: 3.0020, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0858, loss/aux0: 1.0858 2020-10-20 18:23:41,212 - mmaction - INFO - Epoch [211][300/396] lr: 2.327e-02, eta: 8:57:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8406, loss_cls: 1.4524, loss: 1.4524, grad_norm: 3.0102, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1499, loss/aux0: 1.1499 2020-10-20 18:23:42,149 - mmaction - INFO - Epoch [211][300/396] lr: 2.327e-02, eta: 8:57:57, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6344, top5_acc: 0.8406, loss_cls: 1.4524, loss: 1.4524, grad_norm: 2.9865, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1451, loss/aux0: 1.1451 2020-10-20 18:24:18,864 - mmaction - INFO - Epoch [211][320/396] lr: 2.327e-02, eta: 8:57:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8513, loss_cls: 1.3873, loss: 1.3873, grad_norm: 2.8822, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0846, loss/aux0: 1.0846 2020-10-20 18:24:19,833 - mmaction - INFO - Epoch [211][320/396] lr: 2.327e-02, eta: 8:57:21, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6391, top5_acc: 0.8513, loss_cls: 1.3873, loss: 1.3873, grad_norm: 2.8833, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0800, loss/aux0: 1.0800 2020-10-20 18:24:56,462 - mmaction - INFO - Epoch [211][340/396] lr: 2.327e-02, eta: 8:56:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6385, top5_acc: 0.8419, loss_cls: 1.4325, loss: 1.4325, grad_norm: 2.9339, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0736, loss/aux0: 1.0736 2020-10-20 18:24:57,412 - mmaction - INFO - Epoch [211][340/396] lr: 2.327e-02, eta: 8:56:45, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6385, top5_acc: 0.8419, loss_cls: 1.4325, loss: 1.4325, grad_norm: 2.9289, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0737, loss/aux0: 1.0737 2020-10-20 18:25:34,075 - mmaction - INFO - Epoch [211][360/396] lr: 2.327e-02, eta: 8:56:06, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8352, loss_cls: 1.4955, loss: 1.4955, grad_norm: 2.9474, top1_acc/aux0: 0.7055, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1329, loss/aux0: 1.1329 2020-10-20 18:25:35,021 - mmaction - INFO - Epoch [211][360/396] lr: 2.327e-02, eta: 8:56:10, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6219, top5_acc: 0.8352, loss_cls: 1.4955, loss: 1.4955, grad_norm: 2.9223, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1401, loss/aux0: 1.1401 2020-10-20 18:26:11,523 - mmaction - INFO - Epoch [211][380/396] lr: 2.327e-02, eta: 8:55:30, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6451, top5_acc: 0.8596, loss_cls: 1.3921, loss: 1.3921, grad_norm: 2.9087, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0766, loss/aux0: 1.0766 2020-10-20 18:26:12,550 - mmaction - INFO - Epoch [211][380/396] lr: 2.327e-02, eta: 8:55:34, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6451, top5_acc: 0.8596, loss_cls: 1.3921, loss: 1.3921, grad_norm: 2.9214, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0801, loss/aux0: 1.0801 2020-10-20 18:30:45,918 - mmaction - INFO - Epoch [212][20/396] lr: 2.230e-02, eta: 8:54:19, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6414, top5_acc: 0.8604, loss_cls: 1.3654, loss: 1.3654, grad_norm: 2.9480, top1_acc/aux0: 0.7111, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1393, loss/aux0: 1.1393 2020-10-20 18:30:46,868 - mmaction - INFO - Epoch [212][20/396] lr: 2.230e-02, eta: 8:54:23, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6414, top5_acc: 0.8604, loss_cls: 1.3654, loss: 1.3654, grad_norm: 2.9591, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8810, loss_cls/aux0: 1.1388, loss/aux0: 1.1388 2020-10-20 18:31:23,277 - mmaction - INFO - Epoch [212][40/396] lr: 2.230e-02, eta: 8:53:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6461, top5_acc: 0.8531, loss_cls: 1.3822, loss: 1.3822, grad_norm: 2.9304, top1_acc/aux0: 0.7211, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0825, loss/aux0: 1.0825 2020-10-20 18:31:24,245 - mmaction - INFO - Epoch [212][40/396] lr: 2.230e-02, eta: 8:53:47, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6461, top5_acc: 0.8531, loss_cls: 1.3822, loss: 1.3822, grad_norm: 2.9394, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0845, loss/aux0: 1.0845 2020-10-20 18:32:00,827 - mmaction - INFO - Epoch [212][60/396] lr: 2.230e-02, eta: 8:53:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.3986, loss: 1.3986, grad_norm: 2.9576, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.1304, loss/aux0: 1.1304 2020-10-20 18:32:01,791 - mmaction - INFO - Epoch [212][60/396] lr: 2.230e-02, eta: 8:53:12, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.3986, loss: 1.3986, grad_norm: 2.9626, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1304, loss/aux0: 1.1304 2020-10-20 18:32:38,340 - mmaction - INFO - Epoch [212][80/396] lr: 2.230e-02, eta: 8:52:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6482, top5_acc: 0.8451, loss_cls: 1.4368, loss: 1.4368, grad_norm: 2.9816, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.1468, loss/aux0: 1.1468 2020-10-20 18:32:39,278 - mmaction - INFO - Epoch [212][80/396] lr: 2.230e-02, eta: 8:52:36, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.6482, top5_acc: 0.8451, loss_cls: 1.4368, loss: 1.4368, grad_norm: 2.9937, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1453, loss/aux0: 1.1453 2020-10-20 18:33:15,817 - mmaction - INFO - Epoch [212][100/396] lr: 2.230e-02, eta: 8:51:56, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6437, top5_acc: 0.8471, loss_cls: 1.4242, loss: 1.4242, grad_norm: 2.9290, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1320, loss/aux0: 1.1320 2020-10-20 18:33:16,779 - mmaction - INFO - Epoch [212][100/396] lr: 2.230e-02, eta: 8:52:00, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.6437, top5_acc: 0.8471, loss_cls: 1.4242, loss: 1.4242, grad_norm: 2.9340, top1_acc/aux0: 0.7102, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1302, loss/aux0: 1.1302 2020-10-20 18:33:53,270 - mmaction - INFO - Epoch [212][120/396] lr: 2.230e-02, eta: 8:51:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8599, loss_cls: 1.3413, loss: 1.3413, grad_norm: 2.9967, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1113, loss/aux0: 1.1113 2020-10-20 18:33:54,250 - mmaction - INFO - Epoch [212][120/396] lr: 2.230e-02, eta: 8:51:25, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8599, loss_cls: 1.3413, loss: 1.3413, grad_norm: 2.9727, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.1054, loss/aux0: 1.1054 2020-10-20 18:34:30,827 - mmaction - INFO - Epoch [212][140/396] lr: 2.230e-02, eta: 8:50:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6500, top5_acc: 0.8508, loss_cls: 1.4086, loss: 1.4086, grad_norm: 2.9076, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1469, loss/aux0: 1.1469 2020-10-20 18:34:31,803 - mmaction - INFO - Epoch [212][140/396] lr: 2.230e-02, eta: 8:50:49, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6500, top5_acc: 0.8508, loss_cls: 1.4086, loss: 1.4086, grad_norm: 2.8958, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.1445, loss/aux0: 1.1445 2020-10-20 18:35:08,393 - mmaction - INFO - Epoch [212][160/396] lr: 2.230e-02, eta: 8:50:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6318, top5_acc: 0.8484, loss_cls: 1.4373, loss: 1.4373, grad_norm: 2.9211, top1_acc/aux0: 0.7346, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0438, loss/aux0: 1.0438 2020-10-20 18:35:09,351 - mmaction - INFO - Epoch [212][160/396] lr: 2.230e-02, eta: 8:50:13, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6318, top5_acc: 0.8484, loss_cls: 1.4373, loss: 1.4373, grad_norm: 2.9354, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0470, loss/aux0: 1.0470 2020-10-20 18:35:45,906 - mmaction - INFO - Epoch [212][180/396] lr: 2.230e-02, eta: 8:49:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6578, top5_acc: 0.8570, loss_cls: 1.3494, loss: 1.3494, grad_norm: 3.0074, top1_acc/aux0: 0.7133, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1182, loss/aux0: 1.1182 2020-10-20 18:35:46,875 - mmaction - INFO - Epoch [212][180/396] lr: 2.230e-02, eta: 8:49:37, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6578, top5_acc: 0.8570, loss_cls: 1.3494, loss: 1.3494, grad_norm: 2.9935, top1_acc/aux0: 0.7117, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1203, loss/aux0: 1.1203 2020-10-20 18:36:23,422 - mmaction - INFO - Epoch [212][200/396] lr: 2.230e-02, eta: 8:48:58, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6438, top5_acc: 0.8456, loss_cls: 1.4194, loss: 1.4194, grad_norm: 2.9608, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1384, loss/aux0: 1.1384 2020-10-20 18:36:24,428 - mmaction - INFO - Epoch [212][200/396] lr: 2.230e-02, eta: 8:49:02, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.6438, top5_acc: 0.8456, loss_cls: 1.4194, loss: 1.4194, grad_norm: 2.9470, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1381, loss/aux0: 1.1381 2020-10-20 18:37:01,037 - mmaction - INFO - Epoch [212][220/396] lr: 2.230e-02, eta: 8:48:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6456, top5_acc: 0.8495, loss_cls: 1.4074, loss: 1.4074, grad_norm: 2.9110, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0818, loss/aux0: 1.0818 2020-10-20 18:37:02,010 - mmaction - INFO - Epoch [212][220/396] lr: 2.230e-02, eta: 8:48:26, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6456, top5_acc: 0.8495, loss_cls: 1.4074, loss: 1.4074, grad_norm: 2.9054, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0809, loss/aux0: 1.0809 2020-10-20 18:37:38,588 - mmaction - INFO - Epoch [212][240/396] lr: 2.230e-02, eta: 8:47:46, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6576, top5_acc: 0.8471, loss_cls: 1.3793, loss: 1.3793, grad_norm: 2.9172, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0839, loss/aux0: 1.0839 2020-10-20 18:37:39,546 - mmaction - INFO - Epoch [212][240/396] lr: 2.230e-02, eta: 8:47:50, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6576, top5_acc: 0.8471, loss_cls: 1.3793, loss: 1.3793, grad_norm: 2.8969, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0742, loss/aux0: 1.0742 2020-10-20 18:38:16,242 - mmaction - INFO - Epoch [212][260/396] lr: 2.230e-02, eta: 8:47:11, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8523, loss_cls: 1.3693, loss: 1.3693, grad_norm: 2.9797, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1110, loss/aux0: 1.1110 2020-10-20 18:38:17,190 - mmaction - INFO - Epoch [212][260/396] lr: 2.230e-02, eta: 8:47:15, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8523, loss_cls: 1.3693, loss: 1.3693, grad_norm: 2.9854, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.1197, loss/aux0: 1.1197 2020-10-20 18:38:53,670 - mmaction - INFO - Epoch [212][280/396] lr: 2.230e-02, eta: 8:46:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6424, top5_acc: 0.8445, loss_cls: 1.4309, loss: 1.4309, grad_norm: 2.9012, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0985, loss/aux0: 1.0985 2020-10-20 18:38:54,697 - mmaction - INFO - Epoch [212][280/396] lr: 2.230e-02, eta: 8:46:39, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6424, top5_acc: 0.8445, loss_cls: 1.4309, loss: 1.4309, grad_norm: 2.9096, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0944, loss/aux0: 1.0944 2020-10-20 18:39:31,182 - mmaction - INFO - Epoch [212][300/396] lr: 2.230e-02, eta: 8:45:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8484, loss_cls: 1.3865, loss: 1.3865, grad_norm: 2.9060, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0571, loss/aux0: 1.0571 2020-10-20 18:39:32,162 - mmaction - INFO - Epoch [212][300/396] lr: 2.230e-02, eta: 8:46:03, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8484, loss_cls: 1.3865, loss: 1.3865, grad_norm: 2.9018, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0568, loss/aux0: 1.0568 2020-10-20 18:40:08,621 - mmaction - INFO - Epoch [212][320/396] lr: 2.230e-02, eta: 8:45:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8383, loss_cls: 1.4548, loss: 1.4548, grad_norm: 2.9985, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0741, loss/aux0: 1.0741 2020-10-20 18:40:09,580 - mmaction - INFO - Epoch [212][320/396] lr: 2.230e-02, eta: 8:45:28, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6352, top5_acc: 0.8383, loss_cls: 1.4548, loss: 1.4548, grad_norm: 2.9981, top1_acc/aux0: 0.7122, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0923, loss/aux0: 1.0923 2020-10-20 18:40:46,110 - mmaction - INFO - Epoch [212][340/396] lr: 2.230e-02, eta: 8:44:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3815, loss: 1.3815, grad_norm: 2.9875, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1127, loss/aux0: 1.1127 2020-10-20 18:40:47,073 - mmaction - INFO - Epoch [212][340/396] lr: 2.230e-02, eta: 8:44:52, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3815, loss: 1.3815, grad_norm: 2.9630, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0990, loss/aux0: 1.0990 2020-10-20 18:41:23,567 - mmaction - INFO - Epoch [212][360/396] lr: 2.230e-02, eta: 8:44:12, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8409, loss_cls: 1.4586, loss: 1.4586, grad_norm: 3.0844, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1156, loss/aux0: 1.1156 2020-10-20 18:41:24,525 - mmaction - INFO - Epoch [212][360/396] lr: 2.230e-02, eta: 8:44:16, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6370, top5_acc: 0.8409, loss_cls: 1.4586, loss: 1.4586, grad_norm: 3.0708, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1266, loss/aux0: 1.1266 2020-10-20 18:42:01,077 - mmaction - INFO - Epoch [212][380/396] lr: 2.230e-02, eta: 8:43:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6445, top5_acc: 0.8417, loss_cls: 1.4078, loss: 1.4078, grad_norm: 2.9258, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1153, loss/aux0: 1.1153 2020-10-20 18:42:02,068 - mmaction - INFO - Epoch [212][380/396] lr: 2.230e-02, eta: 8:43:40, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6445, top5_acc: 0.8417, loss_cls: 1.4078, loss: 1.4078, grad_norm: 2.9184, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1038, loss/aux0: 1.1038 2020-10-20 18:46:53,434 - mmaction - INFO - Epoch [213][20/396] lr: 2.134e-02, eta: 8:42:26, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8505, loss_cls: 1.3850, loss: 1.3850, grad_norm: 3.0388, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0652, loss/aux0: 1.0652 2020-10-20 18:46:54,342 - mmaction - INFO - Epoch [213][20/396] lr: 2.134e-02, eta: 8:42:30, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.6526, top5_acc: 0.8505, loss_cls: 1.3850, loss: 1.3850, grad_norm: 3.0248, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0613, loss/aux0: 1.0613 2020-10-20 18:47:30,872 - mmaction - INFO - Epoch [213][40/396] lr: 2.134e-02, eta: 8:41:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8531, loss_cls: 1.3691, loss: 1.3691, grad_norm: 2.9750, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0663, loss/aux0: 1.0663 2020-10-20 18:47:31,820 - mmaction - INFO - Epoch [213][40/396] lr: 2.134e-02, eta: 8:41:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8531, loss_cls: 1.3691, loss: 1.3691, grad_norm: 2.9691, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0638, loss/aux0: 1.0638 2020-10-20 18:48:08,317 - mmaction - INFO - Epoch [213][60/396] lr: 2.134e-02, eta: 8:41:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8539, loss_cls: 1.3672, loss: 1.3672, grad_norm: 3.0897, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1252, loss/aux0: 1.1252 2020-10-20 18:48:09,306 - mmaction - INFO - Epoch [213][60/396] lr: 2.134e-02, eta: 8:41:18, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.6552, top5_acc: 0.8539, loss_cls: 1.3672, loss: 1.3672, grad_norm: 3.0850, top1_acc/aux0: 0.7081, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1357, loss/aux0: 1.1357 2020-10-20 18:48:45,614 - mmaction - INFO - Epoch [213][80/396] lr: 2.134e-02, eta: 8:40:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6578, top5_acc: 0.8615, loss_cls: 1.3456, loss: 1.3456, grad_norm: 3.0389, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1183, loss/aux0: 1.1183 2020-10-20 18:48:46,567 - mmaction - INFO - Epoch [213][80/396] lr: 2.134e-02, eta: 8:40:42, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.6578, top5_acc: 0.8615, loss_cls: 1.3456, loss: 1.3456, grad_norm: 3.0356, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1161, loss/aux0: 1.1161 2020-10-20 18:49:23,051 - mmaction - INFO - Epoch [213][100/396] lr: 2.134e-02, eta: 8:40:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6656, top5_acc: 0.8596, loss_cls: 1.3262, loss: 1.3262, grad_norm: 2.8855, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0937, loss/aux0: 1.0937 2020-10-20 18:49:24,009 - mmaction - INFO - Epoch [213][100/396] lr: 2.134e-02, eta: 8:40:07, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6656, top5_acc: 0.8596, loss_cls: 1.3262, loss: 1.3262, grad_norm: 2.8846, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0876, loss/aux0: 1.0876 2020-10-20 18:50:00,711 - mmaction - INFO - Epoch [213][120/396] lr: 2.134e-02, eta: 8:39:27, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6620, top5_acc: 0.8581, loss_cls: 1.3497, loss: 1.3497, grad_norm: 2.9986, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1137, loss/aux0: 1.1137 2020-10-20 18:50:01,674 - mmaction - INFO - Epoch [213][120/396] lr: 2.134e-02, eta: 8:39:31, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6620, top5_acc: 0.8581, loss_cls: 1.3497, loss: 1.3497, grad_norm: 2.9991, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1180, loss/aux0: 1.1180 2020-10-20 18:50:38,190 - mmaction - INFO - Epoch [213][140/396] lr: 2.134e-02, eta: 8:38:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6487, top5_acc: 0.8453, loss_cls: 1.4206, loss: 1.4206, grad_norm: 2.9288, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0868, loss/aux0: 1.0868 2020-10-20 18:50:39,137 - mmaction - INFO - Epoch [213][140/396] lr: 2.134e-02, eta: 8:38:55, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6487, top5_acc: 0.8453, loss_cls: 1.4206, loss: 1.4206, grad_norm: 2.9205, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0848, loss/aux0: 1.0848 2020-10-20 18:51:15,808 - mmaction - INFO - Epoch [213][160/396] lr: 2.134e-02, eta: 8:38:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8492, loss_cls: 1.4059, loss: 1.4059, grad_norm: 3.0126, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0845, loss/aux0: 1.0845 2020-10-20 18:51:16,765 - mmaction - INFO - Epoch [213][160/396] lr: 2.134e-02, eta: 8:38:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8492, loss_cls: 1.4059, loss: 1.4059, grad_norm: 3.0055, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0878, loss/aux0: 1.0878 2020-10-20 18:51:53,311 - mmaction - INFO - Epoch [213][180/396] lr: 2.134e-02, eta: 8:37:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6570, top5_acc: 0.8542, loss_cls: 1.3686, loss: 1.3686, grad_norm: 3.0110, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1226, loss/aux0: 1.1226 2020-10-20 18:51:54,244 - mmaction - INFO - Epoch [213][180/396] lr: 2.134e-02, eta: 8:37:44, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6570, top5_acc: 0.8542, loss_cls: 1.3686, loss: 1.3686, grad_norm: 2.9790, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1201, loss/aux0: 1.1201 2020-10-20 18:52:30,829 - mmaction - INFO - Epoch [213][200/396] lr: 2.134e-02, eta: 8:37:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6544, top5_acc: 0.8568, loss_cls: 1.3655, loss: 1.3655, grad_norm: 2.9842, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.0851, loss/aux0: 1.0851 2020-10-20 18:52:31,795 - mmaction - INFO - Epoch [213][200/396] lr: 2.134e-02, eta: 8:37:08, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6544, top5_acc: 0.8568, loss_cls: 1.3655, loss: 1.3655, grad_norm: 3.0082, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.0882, loss/aux0: 1.0882 2020-10-20 18:53:08,288 - mmaction - INFO - Epoch [213][220/396] lr: 2.134e-02, eta: 8:36:29, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6427, top5_acc: 0.8438, loss_cls: 1.4205, loss: 1.4205, grad_norm: 3.0299, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0912, loss/aux0: 1.0912 2020-10-20 18:53:09,232 - mmaction - INFO - Epoch [213][220/396] lr: 2.134e-02, eta: 8:36:32, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6427, top5_acc: 0.8438, loss_cls: 1.4205, loss: 1.4205, grad_norm: 3.0283, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0784, loss/aux0: 1.0784 2020-10-20 18:53:45,783 - mmaction - INFO - Epoch [213][240/396] lr: 2.134e-02, eta: 8:35:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6578, top5_acc: 0.8581, loss_cls: 1.3548, loss: 1.3548, grad_norm: 3.0377, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0468, loss/aux0: 1.0468 2020-10-20 18:53:46,747 - mmaction - INFO - Epoch [213][240/396] lr: 2.134e-02, eta: 8:35:57, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6578, top5_acc: 0.8581, loss_cls: 1.3548, loss: 1.3548, grad_norm: 3.0347, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0540, loss/aux0: 1.0540 2020-10-20 18:54:23,363 - mmaction - INFO - Epoch [213][260/396] lr: 2.134e-02, eta: 8:35:17, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8596, loss_cls: 1.3539, loss: 1.3539, grad_norm: 2.9341, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0828, loss/aux0: 1.0828 2020-10-20 18:54:24,325 - mmaction - INFO - Epoch [213][260/396] lr: 2.134e-02, eta: 8:35:21, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8596, loss_cls: 1.3539, loss: 1.3539, grad_norm: 2.9219, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0819, loss/aux0: 1.0819 2020-10-20 18:55:00,917 - mmaction - INFO - Epoch [213][280/396] lr: 2.134e-02, eta: 8:34:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6505, top5_acc: 0.8479, loss_cls: 1.3850, loss: 1.3850, grad_norm: 2.9946, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.0899, loss/aux0: 1.0899 2020-10-20 18:55:01,902 - mmaction - INFO - Epoch [213][280/396] lr: 2.134e-02, eta: 8:34:45, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6505, top5_acc: 0.8479, loss_cls: 1.3850, loss: 1.3850, grad_norm: 2.9789, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.0852, loss/aux0: 1.0852 2020-10-20 18:55:38,547 - mmaction - INFO - Epoch [213][300/396] lr: 2.134e-02, eta: 8:34:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6464, top5_acc: 0.8424, loss_cls: 1.4198, loss: 1.4198, grad_norm: 3.0545, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0964, loss/aux0: 1.0964 2020-10-20 18:55:39,527 - mmaction - INFO - Epoch [213][300/396] lr: 2.134e-02, eta: 8:34:10, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6464, top5_acc: 0.8424, loss_cls: 1.4198, loss: 1.4198, grad_norm: 3.0108, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1016, loss/aux0: 1.1016 2020-10-20 18:56:15,910 - mmaction - INFO - Epoch [213][320/396] lr: 2.134e-02, eta: 8:33:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6534, top5_acc: 0.8596, loss_cls: 1.3672, loss: 1.3672, grad_norm: 2.9722, top1_acc/aux0: 0.7148, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.0878, loss/aux0: 1.0878 2020-10-20 18:56:16,880 - mmaction - INFO - Epoch [213][320/396] lr: 2.134e-02, eta: 8:33:34, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6534, top5_acc: 0.8596, loss_cls: 1.3672, loss: 1.3672, grad_norm: 2.9707, top1_acc/aux0: 0.7128, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0943, loss/aux0: 1.0943 2020-10-20 18:56:53,545 - mmaction - INFO - Epoch [213][340/396] lr: 2.134e-02, eta: 8:32:54, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6466, top5_acc: 0.8555, loss_cls: 1.3878, loss: 1.3878, grad_norm: 3.0091, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1134, loss/aux0: 1.1134 2020-10-20 18:56:54,492 - mmaction - INFO - Epoch [213][340/396] lr: 2.134e-02, eta: 8:32:58, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6466, top5_acc: 0.8555, loss_cls: 1.3878, loss: 1.3878, grad_norm: 2.9963, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1130, loss/aux0: 1.1130 2020-10-20 18:57:31,118 - mmaction - INFO - Epoch [213][360/396] lr: 2.134e-02, eta: 8:32:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6495, top5_acc: 0.8513, loss_cls: 1.3989, loss: 1.3989, grad_norm: 2.9460, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.0997, loss/aux0: 1.0997 2020-10-20 18:57:32,096 - mmaction - INFO - Epoch [213][360/396] lr: 2.134e-02, eta: 8:32:22, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6495, top5_acc: 0.8513, loss_cls: 1.3989, loss: 1.3989, grad_norm: 2.9669, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1156, loss/aux0: 1.1156 2020-10-20 18:58:08,725 - mmaction - INFO - Epoch [213][380/396] lr: 2.134e-02, eta: 8:31:43, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8492, loss_cls: 1.3907, loss: 1.3907, grad_norm: 2.9407, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0878, loss/aux0: 1.0878 2020-10-20 18:58:09,691 - mmaction - INFO - Epoch [213][380/396] lr: 2.134e-02, eta: 8:31:47, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8492, loss_cls: 1.3907, loss: 1.3907, grad_norm: 2.9280, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0732, loss/aux0: 1.0732 2020-10-20 19:02:57,412 - mmaction - INFO - Epoch [214][20/396] lr: 2.040e-02, eta: 8:30:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6591, top5_acc: 0.8518, loss_cls: 1.3858, loss: 1.3858, grad_norm: 3.0549, top1_acc/aux0: 0.7179, top5_acc/aux0: 0.8983, loss_cls/aux0: 1.1020, loss/aux0: 1.1020 2020-10-20 19:02:58,400 - mmaction - INFO - Epoch [214][20/396] lr: 2.040e-02, eta: 8:30:36, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6591, top5_acc: 0.8518, loss_cls: 1.3858, loss: 1.3858, grad_norm: 3.0474, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0944, loss/aux0: 1.0944 2020-10-20 19:03:34,762 - mmaction - INFO - Epoch [214][40/396] lr: 2.040e-02, eta: 8:29:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8497, loss_cls: 1.3731, loss: 1.3731, grad_norm: 2.9668, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0689, loss/aux0: 1.0689 2020-10-20 19:03:35,700 - mmaction - INFO - Epoch [214][40/396] lr: 2.040e-02, eta: 8:30:01, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8497, loss_cls: 1.3731, loss: 1.3731, grad_norm: 2.9388, top1_acc/aux0: 0.7216, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0770, loss/aux0: 1.0770 2020-10-20 19:04:12,152 - mmaction - INFO - Epoch [214][60/396] lr: 2.040e-02, eta: 8:29:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6695, top5_acc: 0.8630, loss_cls: 1.3250, loss: 1.3250, grad_norm: 2.8921, top1_acc/aux0: 0.7237, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0945, loss/aux0: 1.0945 2020-10-20 19:04:13,079 - mmaction - INFO - Epoch [214][60/396] lr: 2.040e-02, eta: 8:29:25, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6695, top5_acc: 0.8630, loss_cls: 1.3250, loss: 1.3250, grad_norm: 2.8963, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.0914, loss/aux0: 1.0914 2020-10-20 19:04:49,578 - mmaction - INFO - Epoch [214][80/396] lr: 2.040e-02, eta: 8:28:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6617, top5_acc: 0.8581, loss_cls: 1.3373, loss: 1.3373, grad_norm: 2.9451, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1033, loss/aux0: 1.1033 2020-10-20 19:04:50,549 - mmaction - INFO - Epoch [214][80/396] lr: 2.040e-02, eta: 8:28:49, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6617, top5_acc: 0.8581, loss_cls: 1.3373, loss: 1.3373, grad_norm: 2.9554, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1044, loss/aux0: 1.1044 2020-10-20 19:05:27,106 - mmaction - INFO - Epoch [214][100/396] lr: 2.040e-02, eta: 8:28:10, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8565, loss_cls: 1.3871, loss: 1.3871, grad_norm: 3.0702, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0474, loss/aux0: 1.0474 2020-10-20 19:05:28,077 - mmaction - INFO - Epoch [214][100/396] lr: 2.040e-02, eta: 8:28:13, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8565, loss_cls: 1.3871, loss: 1.3871, grad_norm: 3.0840, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0482, loss/aux0: 1.0482 2020-10-20 19:06:04,609 - mmaction - INFO - Epoch [214][120/396] lr: 2.040e-02, eta: 8:27:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8576, loss_cls: 1.3420, loss: 1.3420, grad_norm: 2.9303, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0700, loss/aux0: 1.0700 2020-10-20 19:06:05,546 - mmaction - INFO - Epoch [214][120/396] lr: 2.040e-02, eta: 8:27:38, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8576, loss_cls: 1.3420, loss: 1.3420, grad_norm: 2.9377, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0690, loss/aux0: 1.0690 2020-10-20 19:06:42,100 - mmaction - INFO - Epoch [214][140/396] lr: 2.040e-02, eta: 8:26:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6523, top5_acc: 0.8464, loss_cls: 1.3995, loss: 1.3995, grad_norm: 2.9557, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.1109, loss/aux0: 1.1109 2020-10-20 19:06:43,055 - mmaction - INFO - Epoch [214][140/396] lr: 2.040e-02, eta: 8:27:02, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6523, top5_acc: 0.8464, loss_cls: 1.3995, loss: 1.3995, grad_norm: 2.9458, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1072, loss/aux0: 1.1072 2020-10-20 19:07:19,603 - mmaction - INFO - Epoch [214][160/396] lr: 2.040e-02, eta: 8:26:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6497, top5_acc: 0.8492, loss_cls: 1.3708, loss: 1.3708, grad_norm: 3.0017, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1006, loss/aux0: 1.1006 2020-10-20 19:07:20,546 - mmaction - INFO - Epoch [214][160/396] lr: 2.040e-02, eta: 8:26:26, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6497, top5_acc: 0.8492, loss_cls: 1.3708, loss: 1.3708, grad_norm: 3.0028, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1089, loss/aux0: 1.1089 2020-10-20 19:07:57,088 - mmaction - INFO - Epoch [214][180/396] lr: 2.040e-02, eta: 8:25:47, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6547, top5_acc: 0.8544, loss_cls: 1.3889, loss: 1.3889, grad_norm: 2.9354, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0713, loss/aux0: 1.0713 2020-10-20 19:07:58,046 - mmaction - INFO - Epoch [214][180/396] lr: 2.040e-02, eta: 8:25:50, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6547, top5_acc: 0.8544, loss_cls: 1.3889, loss: 1.3889, grad_norm: 2.9526, top1_acc/aux0: 0.7268, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0799, loss/aux0: 1.0799 2020-10-20 19:08:34,610 - mmaction - INFO - Epoch [214][200/396] lr: 2.040e-02, eta: 8:25:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8599, loss_cls: 1.3514, loss: 1.3514, grad_norm: 3.0209, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1132, loss/aux0: 1.1132 2020-10-20 19:08:35,567 - mmaction - INFO - Epoch [214][200/396] lr: 2.040e-02, eta: 8:25:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8599, loss_cls: 1.3514, loss: 1.3514, grad_norm: 3.0297, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1102, loss/aux0: 1.1102 2020-10-20 19:09:12,194 - mmaction - INFO - Epoch [214][220/396] lr: 2.040e-02, eta: 8:24:35, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6656, top5_acc: 0.8602, loss_cls: 1.3244, loss: 1.3244, grad_norm: 3.0144, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0688, loss/aux0: 1.0688 2020-10-20 19:09:13,150 - mmaction - INFO - Epoch [214][220/396] lr: 2.040e-02, eta: 8:24:39, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6656, top5_acc: 0.8602, loss_cls: 1.3244, loss: 1.3244, grad_norm: 3.0335, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0637, loss/aux0: 1.0637 2020-10-20 19:09:49,717 - mmaction - INFO - Epoch [214][240/396] lr: 2.040e-02, eta: 8:24:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6732, top5_acc: 0.8570, loss_cls: 1.3208, loss: 1.3208, grad_norm: 3.0067, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0388, loss/aux0: 1.0388 2020-10-20 19:09:50,677 - mmaction - INFO - Epoch [214][240/396] lr: 2.040e-02, eta: 8:24:03, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6732, top5_acc: 0.8570, loss_cls: 1.3208, loss: 1.3208, grad_norm: 3.0130, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0403, loss/aux0: 1.0403 2020-10-20 19:10:27,319 - mmaction - INFO - Epoch [214][260/396] lr: 2.040e-02, eta: 8:23:24, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6479, top5_acc: 0.8495, loss_cls: 1.4121, loss: 1.4121, grad_norm: 3.0700, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0818, loss/aux0: 1.0818 2020-10-20 19:10:28,328 - mmaction - INFO - Epoch [214][260/396] lr: 2.040e-02, eta: 8:23:28, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6479, top5_acc: 0.8495, loss_cls: 1.4121, loss: 1.4121, grad_norm: 3.0578, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0709, loss/aux0: 1.0709 2020-10-20 19:11:05,009 - mmaction - INFO - Epoch [214][280/396] lr: 2.040e-02, eta: 8:22:48, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8492, loss_cls: 1.3809, loss: 1.3809, grad_norm: 3.0035, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0299, loss/aux0: 1.0299 2020-10-20 19:11:05,975 - mmaction - INFO - Epoch [214][280/396] lr: 2.040e-02, eta: 8:22:52, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8492, loss_cls: 1.3809, loss: 1.3809, grad_norm: 3.0213, top1_acc/aux0: 0.7346, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0355, loss/aux0: 1.0355 2020-10-20 19:11:42,575 - mmaction - INFO - Epoch [214][300/396] lr: 2.040e-02, eta: 8:22:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6492, top5_acc: 0.8500, loss_cls: 1.3860, loss: 1.3860, grad_norm: 3.0029, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1126, loss/aux0: 1.1126 2020-10-20 19:11:43,543 - mmaction - INFO - Epoch [214][300/396] lr: 2.040e-02, eta: 8:22:16, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6492, top5_acc: 0.8500, loss_cls: 1.3860, loss: 1.3860, grad_norm: 2.9725, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.1041, loss/aux0: 1.1041 2020-10-20 19:12:20,187 - mmaction - INFO - Epoch [214][320/396] lr: 2.040e-02, eta: 8:21:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8565, loss_cls: 1.3858, loss: 1.3858, grad_norm: 3.0339, top1_acc/aux0: 0.7185, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1220, loss/aux0: 1.1220 2020-10-20 19:12:21,135 - mmaction - INFO - Epoch [214][320/396] lr: 2.040e-02, eta: 8:21:40, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8565, loss_cls: 1.3858, loss: 1.3858, grad_norm: 3.0255, top1_acc/aux0: 0.7169, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1229, loss/aux0: 1.1229 2020-10-20 19:12:57,605 - mmaction - INFO - Epoch [214][340/396] lr: 2.040e-02, eta: 8:21:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6562, top5_acc: 0.8518, loss_cls: 1.3787, loss: 1.3787, grad_norm: 2.9725, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0490, loss/aux0: 1.0490 2020-10-20 19:12:58,616 - mmaction - INFO - Epoch [214][340/396] lr: 2.040e-02, eta: 8:21:05, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6562, top5_acc: 0.8518, loss_cls: 1.3787, loss: 1.3787, grad_norm: 2.9779, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0478, loss/aux0: 1.0478 2020-10-20 19:13:35,201 - mmaction - INFO - Epoch [214][360/396] lr: 2.040e-02, eta: 8:20:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8503, loss_cls: 1.3690, loss: 1.3690, grad_norm: 3.0109, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0422, loss/aux0: 1.0422 2020-10-20 19:13:36,144 - mmaction - INFO - Epoch [214][360/396] lr: 2.040e-02, eta: 8:20:29, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8503, loss_cls: 1.3690, loss: 1.3690, grad_norm: 3.0158, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0542, loss/aux0: 1.0542 2020-10-20 19:14:12,586 - mmaction - INFO - Epoch [214][380/396] lr: 2.040e-02, eta: 8:19:50, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8531, loss_cls: 1.3856, loss: 1.3856, grad_norm: 3.0568, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.0920, loss/aux0: 1.0920 2020-10-20 19:14:13,550 - mmaction - INFO - Epoch [214][380/396] lr: 2.040e-02, eta: 8:19:53, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6484, top5_acc: 0.8531, loss_cls: 1.3856, loss: 1.3856, grad_norm: 3.0305, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.0790, loss/aux0: 1.0790 2020-10-20 19:19:10,622 - mmaction - INFO - Epoch [215][20/396] lr: 1.949e-02, eta: 8:18:39, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6617, top5_acc: 0.8552, loss_cls: 1.3394, loss: 1.3394, grad_norm: 3.0900, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8980, loss_cls/aux0: 1.0656, loss/aux0: 1.0656 2020-10-20 19:19:11,634 - mmaction - INFO - Epoch [215][20/396] lr: 1.949e-02, eta: 8:18:43, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.6617, top5_acc: 0.8552, loss_cls: 1.3394, loss: 1.3394, grad_norm: 3.0674, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0548, loss/aux0: 1.0548 2020-10-20 19:19:48,006 - mmaction - INFO - Epoch [215][40/396] lr: 1.949e-02, eta: 8:18:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8547, loss_cls: 1.3541, loss: 1.3541, grad_norm: 3.0150, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0603, loss/aux0: 1.0603 2020-10-20 19:19:48,931 - mmaction - INFO - Epoch [215][40/396] lr: 1.949e-02, eta: 8:18:07, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8547, loss_cls: 1.3541, loss: 1.3541, grad_norm: 3.0041, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0633, loss/aux0: 1.0633 2020-10-20 19:20:25,409 - mmaction - INFO - Epoch [215][60/396] lr: 1.949e-02, eta: 8:17:28, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8633, loss_cls: 1.3074, loss: 1.3074, grad_norm: 3.0290, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0450, loss/aux0: 1.0450 2020-10-20 19:20:26,354 - mmaction - INFO - Epoch [215][60/396] lr: 1.949e-02, eta: 8:17:31, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6687, top5_acc: 0.8633, loss_cls: 1.3074, loss: 1.3074, grad_norm: 3.0150, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0498, loss/aux0: 1.0498 2020-10-20 19:21:02,787 - mmaction - INFO - Epoch [215][80/396] lr: 1.949e-02, eta: 8:16:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8625, loss_cls: 1.2894, loss: 1.2894, grad_norm: 2.9476, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0408, loss/aux0: 1.0408 2020-10-20 19:21:03,734 - mmaction - INFO - Epoch [215][80/396] lr: 1.949e-02, eta: 8:16:56, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8625, loss_cls: 1.2894, loss: 1.2894, grad_norm: 2.9165, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0366, loss/aux0: 1.0366 2020-10-20 19:21:40,201 - mmaction - INFO - Epoch [215][100/396] lr: 1.949e-02, eta: 8:16:16, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6560, top5_acc: 0.8474, loss_cls: 1.3772, loss: 1.3772, grad_norm: 3.0128, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0894, loss/aux0: 1.0894 2020-10-20 19:21:41,172 - mmaction - INFO - Epoch [215][100/396] lr: 1.949e-02, eta: 8:16:20, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6560, top5_acc: 0.8474, loss_cls: 1.3772, loss: 1.3772, grad_norm: 3.0022, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0924, loss/aux0: 1.0924 2020-10-20 19:22:17,814 - mmaction - INFO - Epoch [215][120/396] lr: 1.949e-02, eta: 8:15:41, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8625, loss_cls: 1.3141, loss: 1.3141, grad_norm: 3.0186, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0530, loss/aux0: 1.0530 2020-10-20 19:22:18,786 - mmaction - INFO - Epoch [215][120/396] lr: 1.949e-02, eta: 8:15:44, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6586, top5_acc: 0.8625, loss_cls: 1.3141, loss: 1.3141, grad_norm: 3.0208, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0525, loss/aux0: 1.0525 2020-10-20 19:22:55,326 - mmaction - INFO - Epoch [215][140/396] lr: 1.949e-02, eta: 8:15:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8630, loss_cls: 1.3208, loss: 1.3208, grad_norm: 3.0481, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0646, loss/aux0: 1.0646 2020-10-20 19:22:56,335 - mmaction - INFO - Epoch [215][140/396] lr: 1.949e-02, eta: 8:15:09, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8630, loss_cls: 1.3208, loss: 1.3208, grad_norm: 3.0326, top1_acc/aux0: 0.7341, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0601, loss/aux0: 1.0601 2020-10-20 19:23:32,962 - mmaction - INFO - Epoch [215][160/396] lr: 1.949e-02, eta: 8:14:29, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8529, loss_cls: 1.3587, loss: 1.3587, grad_norm: 3.0090, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0109, loss/aux0: 1.0109 2020-10-20 19:23:33,908 - mmaction - INFO - Epoch [215][160/396] lr: 1.949e-02, eta: 8:14:33, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8529, loss_cls: 1.3587, loss: 1.3587, grad_norm: 3.0064, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0120, loss/aux0: 1.0120 2020-10-20 19:24:10,413 - mmaction - INFO - Epoch [215][180/396] lr: 1.949e-02, eta: 8:13:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8560, loss_cls: 1.3492, loss: 1.3492, grad_norm: 3.0181, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0501, loss/aux0: 1.0501 2020-10-20 19:24:11,374 - mmaction - INFO - Epoch [215][180/396] lr: 1.949e-02, eta: 8:13:57, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8560, loss_cls: 1.3492, loss: 1.3492, grad_norm: 3.0247, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0582, loss/aux0: 1.0582 2020-10-20 19:24:47,943 - mmaction - INFO - Epoch [215][200/396] lr: 1.949e-02, eta: 8:13:18, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6570, top5_acc: 0.8539, loss_cls: 1.3570, loss: 1.3570, grad_norm: 3.0142, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0949, loss/aux0: 1.0949 2020-10-20 19:24:48,905 - mmaction - INFO - Epoch [215][200/396] lr: 1.949e-02, eta: 8:13:21, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6570, top5_acc: 0.8539, loss_cls: 1.3570, loss: 1.3570, grad_norm: 2.9933, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0955, loss/aux0: 1.0955 2020-10-20 19:25:25,574 - mmaction - INFO - Epoch [215][220/396] lr: 1.949e-02, eta: 8:12:42, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6617, top5_acc: 0.8560, loss_cls: 1.3400, loss: 1.3400, grad_norm: 3.0352, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0649, loss/aux0: 1.0649 2020-10-20 19:25:26,531 - mmaction - INFO - Epoch [215][220/396] lr: 1.949e-02, eta: 8:12:46, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6617, top5_acc: 0.8560, loss_cls: 1.3400, loss: 1.3400, grad_norm: 3.0179, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0595, loss/aux0: 1.0595 2020-10-20 19:26:03,128 - mmaction - INFO - Epoch [215][240/396] lr: 1.949e-02, eta: 8:12:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8586, loss_cls: 1.3281, loss: 1.3281, grad_norm: 3.0837, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0508, loss/aux0: 1.0508 2020-10-20 19:26:04,082 - mmaction - INFO - Epoch [215][240/396] lr: 1.949e-02, eta: 8:12:10, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8586, loss_cls: 1.3281, loss: 1.3281, grad_norm: 3.0804, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0560, loss/aux0: 1.0560 2020-10-20 19:26:40,588 - mmaction - INFO - Epoch [215][260/396] lr: 1.949e-02, eta: 8:11:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6721, top5_acc: 0.8555, loss_cls: 1.3368, loss: 1.3368, grad_norm: 3.0291, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0343, loss/aux0: 1.0343 2020-10-20 19:26:41,545 - mmaction - INFO - Epoch [215][260/396] lr: 1.949e-02, eta: 8:11:34, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6721, top5_acc: 0.8555, loss_cls: 1.3368, loss: 1.3368, grad_norm: 3.0134, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0368, loss/aux0: 1.0368 2020-10-20 19:27:18,160 - mmaction - INFO - Epoch [215][280/396] lr: 1.949e-02, eta: 8:10:55, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8510, loss_cls: 1.4125, loss: 1.4125, grad_norm: 3.0883, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0806, loss/aux0: 1.0806 2020-10-20 19:27:19,167 - mmaction - INFO - Epoch [215][280/396] lr: 1.949e-02, eta: 8:10:58, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6503, top5_acc: 0.8510, loss_cls: 1.4125, loss: 1.4125, grad_norm: 3.0976, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0727, loss/aux0: 1.0727 2020-10-20 19:27:55,739 - mmaction - INFO - Epoch [215][300/396] lr: 1.949e-02, eta: 8:10:19, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8568, loss_cls: 1.3160, loss: 1.3160, grad_norm: 3.1009, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0447, loss/aux0: 1.0447 2020-10-20 19:27:56,710 - mmaction - INFO - Epoch [215][300/396] lr: 1.949e-02, eta: 8:10:23, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6615, top5_acc: 0.8568, loss_cls: 1.3160, loss: 1.3160, grad_norm: 3.0811, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0498, loss/aux0: 1.0498 2020-10-20 19:28:33,386 - mmaction - INFO - Epoch [215][320/396] lr: 1.949e-02, eta: 8:09:43, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8651, loss_cls: 1.3452, loss: 1.3452, grad_norm: 3.0574, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0678, loss/aux0: 1.0678 2020-10-20 19:28:34,353 - mmaction - INFO - Epoch [215][320/396] lr: 1.949e-02, eta: 8:09:47, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6583, top5_acc: 0.8651, loss_cls: 1.3452, loss: 1.3452, grad_norm: 3.0845, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0758, loss/aux0: 1.0758 2020-10-20 19:29:10,963 - mmaction - INFO - Epoch [215][340/396] lr: 1.949e-02, eta: 8:09:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6497, top5_acc: 0.8542, loss_cls: 1.3761, loss: 1.3761, grad_norm: 3.0460, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0726, loss/aux0: 1.0726 2020-10-20 19:29:11,905 - mmaction - INFO - Epoch [215][340/396] lr: 1.949e-02, eta: 8:09:11, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6497, top5_acc: 0.8542, loss_cls: 1.3761, loss: 1.3761, grad_norm: 3.0425, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0570, loss/aux0: 1.0570 2020-10-20 19:29:48,431 - mmaction - INFO - Epoch [215][360/396] lr: 1.949e-02, eta: 8:08:32, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6461, top5_acc: 0.8495, loss_cls: 1.4156, loss: 1.4156, grad_norm: 3.0928, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0433, loss/aux0: 1.0433 2020-10-20 19:29:49,441 - mmaction - INFO - Epoch [215][360/396] lr: 1.949e-02, eta: 8:08:35, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6461, top5_acc: 0.8495, loss_cls: 1.4156, loss: 1.4156, grad_norm: 3.0972, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0509, loss/aux0: 1.0509 2020-10-20 19:30:26,012 - mmaction - INFO - Epoch [215][380/396] lr: 1.949e-02, eta: 8:07:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6599, top5_acc: 0.8513, loss_cls: 1.3768, loss: 1.3768, grad_norm: 3.1414, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.0949, loss/aux0: 1.0949 2020-10-20 19:30:26,969 - mmaction - INFO - Epoch [215][380/396] lr: 1.949e-02, eta: 8:08:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6599, top5_acc: 0.8513, loss_cls: 1.3768, loss: 1.3768, grad_norm: 3.1502, top1_acc/aux0: 0.7174, top5_acc/aux0: 0.8935, loss_cls/aux0: 1.0994, loss/aux0: 1.0994 2020-10-20 19:35:33,150 - mmaction - INFO - Epoch [216][20/396] lr: 1.859e-02, eta: 8:06:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6820, top5_acc: 0.8643, loss_cls: 1.3008, loss: 1.3008, grad_norm: 2.9740, top1_acc/aux0: 0.7316, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0560, loss/aux0: 1.0560 2020-10-20 19:35:34,112 - mmaction - INFO - Epoch [216][20/396] lr: 1.859e-02, eta: 8:06:50, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6820, top5_acc: 0.8643, loss_cls: 1.3008, loss: 1.3008, grad_norm: 2.9740, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0545, loss/aux0: 1.0545 2020-10-20 19:36:10,448 - mmaction - INFO - Epoch [216][40/396] lr: 1.859e-02, eta: 8:06:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8576, loss_cls: 1.3286, loss: 1.3286, grad_norm: 3.0985, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0486, loss/aux0: 1.0486 2020-10-20 19:36:11,411 - mmaction - INFO - Epoch [216][40/396] lr: 1.859e-02, eta: 8:06:14, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8576, loss_cls: 1.3286, loss: 1.3286, grad_norm: 3.0934, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0489, loss/aux0: 1.0489 2020-10-20 19:36:47,919 - mmaction - INFO - Epoch [216][60/396] lr: 1.859e-02, eta: 8:05:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6698, top5_acc: 0.8557, loss_cls: 1.3401, loss: 1.3401, grad_norm: 2.9705, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0756, loss/aux0: 1.0756 2020-10-20 19:36:48,828 - mmaction - INFO - Epoch [216][60/396] lr: 1.859e-02, eta: 8:05:38, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6698, top5_acc: 0.8557, loss_cls: 1.3401, loss: 1.3401, grad_norm: 2.9560, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0763, loss/aux0: 1.0763 2020-10-20 19:37:25,261 - mmaction - INFO - Epoch [216][80/396] lr: 1.859e-02, eta: 8:04:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6620, top5_acc: 0.8513, loss_cls: 1.3803, loss: 1.3803, grad_norm: 3.0282, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0283, loss/aux0: 1.0283 2020-10-20 19:37:26,273 - mmaction - INFO - Epoch [216][80/396] lr: 1.859e-02, eta: 8:05:02, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6620, top5_acc: 0.8513, loss_cls: 1.3803, loss: 1.3803, grad_norm: 3.0364, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0284, loss/aux0: 1.0284 2020-10-20 19:38:02,780 - mmaction - INFO - Epoch [216][100/396] lr: 1.859e-02, eta: 8:04:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8648, loss_cls: 1.2974, loss: 1.2974, grad_norm: 3.0627, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0661, loss/aux0: 1.0661 2020-10-20 19:38:03,767 - mmaction - INFO - Epoch [216][100/396] lr: 1.859e-02, eta: 8:04:27, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8648, loss_cls: 1.2974, loss: 1.2974, grad_norm: 3.0501, top1_acc/aux0: 0.7195, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0715, loss/aux0: 1.0715 2020-10-20 19:38:40,283 - mmaction - INFO - Epoch [216][120/396] lr: 1.859e-02, eta: 8:03:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6688, top5_acc: 0.8518, loss_cls: 1.3533, loss: 1.3533, grad_norm: 3.0094, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0476, loss/aux0: 1.0476 2020-10-20 19:38:41,226 - mmaction - INFO - Epoch [216][120/396] lr: 1.859e-02, eta: 8:03:51, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6688, top5_acc: 0.8518, loss_cls: 1.3533, loss: 1.3533, grad_norm: 2.9992, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0434, loss/aux0: 1.0434 2020-10-20 19:39:17,853 - mmaction - INFO - Epoch [216][140/396] lr: 1.859e-02, eta: 8:03:12, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6612, top5_acc: 0.8633, loss_cls: 1.3440, loss: 1.3440, grad_norm: 3.0559, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0667, loss/aux0: 1.0667 2020-10-20 19:39:18,802 - mmaction - INFO - Epoch [216][140/396] lr: 1.859e-02, eta: 8:03:15, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6612, top5_acc: 0.8633, loss_cls: 1.3440, loss: 1.3440, grad_norm: 3.0452, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0647, loss/aux0: 1.0647 2020-10-20 19:39:55,342 - mmaction - INFO - Epoch [216][160/396] lr: 1.859e-02, eta: 8:02:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6659, top5_acc: 0.8495, loss_cls: 1.3582, loss: 1.3582, grad_norm: 2.9919, top1_acc/aux0: 0.7221, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.0979, loss/aux0: 1.0979 2020-10-20 19:39:56,334 - mmaction - INFO - Epoch [216][160/396] lr: 1.859e-02, eta: 8:02:39, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6659, top5_acc: 0.8495, loss_cls: 1.3582, loss: 1.3582, grad_norm: 2.9838, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.0946, loss/aux0: 1.0946 2020-10-20 19:40:32,951 - mmaction - INFO - Epoch [216][180/396] lr: 1.859e-02, eta: 8:02:00, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6594, top5_acc: 0.8573, loss_cls: 1.3547, loss: 1.3547, grad_norm: 3.0146, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0710, loss/aux0: 1.0710 2020-10-20 19:40:33,913 - mmaction - INFO - Epoch [216][180/396] lr: 1.859e-02, eta: 8:02:04, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6594, top5_acc: 0.8573, loss_cls: 1.3547, loss: 1.3547, grad_norm: 3.0289, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0736, loss/aux0: 1.0736 2020-10-20 19:41:10,484 - mmaction - INFO - Epoch [216][200/396] lr: 1.859e-02, eta: 8:01:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6596, top5_acc: 0.8628, loss_cls: 1.3309, loss: 1.3309, grad_norm: 3.1537, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.0972, loss/aux0: 1.0972 2020-10-20 19:41:11,450 - mmaction - INFO - Epoch [216][200/396] lr: 1.859e-02, eta: 8:01:28, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6596, top5_acc: 0.8628, loss_cls: 1.3309, loss: 1.3309, grad_norm: 3.1419, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1025, loss/aux0: 1.1025 2020-10-20 19:41:48,051 - mmaction - INFO - Epoch [216][220/396] lr: 1.859e-02, eta: 8:00:49, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6695, top5_acc: 0.8641, loss_cls: 1.3059, loss: 1.3059, grad_norm: 3.0301, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0494, loss/aux0: 1.0494 2020-10-20 19:41:49,006 - mmaction - INFO - Epoch [216][220/396] lr: 1.859e-02, eta: 8:00:52, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6695, top5_acc: 0.8641, loss_cls: 1.3059, loss: 1.3059, grad_norm: 3.0251, top1_acc/aux0: 0.7341, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0445, loss/aux0: 1.0445 2020-10-20 19:42:25,651 - mmaction - INFO - Epoch [216][240/396] lr: 1.859e-02, eta: 8:00:13, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8630, loss_cls: 1.3122, loss: 1.3122, grad_norm: 3.0736, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0596, loss/aux0: 1.0596 2020-10-20 19:42:26,613 - mmaction - INFO - Epoch [216][240/396] lr: 1.859e-02, eta: 8:00:16, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8630, loss_cls: 1.3122, loss: 1.3122, grad_norm: 3.0430, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0614, loss/aux0: 1.0614 2020-10-20 19:43:03,193 - mmaction - INFO - Epoch [216][260/396] lr: 1.859e-02, eta: 7:59:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8688, loss_cls: 1.2904, loss: 1.2904, grad_norm: 3.0416, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0695, loss/aux0: 1.0695 2020-10-20 19:43:04,214 - mmaction - INFO - Epoch [216][260/396] lr: 1.859e-02, eta: 7:59:41, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8688, loss_cls: 1.2904, loss: 1.2904, grad_norm: 3.0427, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0759, loss/aux0: 1.0759 2020-10-20 19:43:40,872 - mmaction - INFO - Epoch [216][280/396] lr: 1.859e-02, eta: 7:59:01, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6698, top5_acc: 0.8633, loss_cls: 1.3147, loss: 1.3147, grad_norm: 3.0790, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.0979, loss/aux0: 1.0979 2020-10-20 19:43:41,825 - mmaction - INFO - Epoch [216][280/396] lr: 1.859e-02, eta: 7:59:05, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6698, top5_acc: 0.8633, loss_cls: 1.3147, loss: 1.3147, grad_norm: 3.0775, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.8961, loss_cls/aux0: 1.0938, loss/aux0: 1.0938 2020-10-20 19:44:18,407 - mmaction - INFO - Epoch [216][300/396] lr: 1.859e-02, eta: 7:58:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6560, top5_acc: 0.8529, loss_cls: 1.3596, loss: 1.3596, grad_norm: 3.0998, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1241, loss/aux0: 1.1241 2020-10-20 19:44:19,396 - mmaction - INFO - Epoch [216][300/396] lr: 1.859e-02, eta: 7:58:29, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6560, top5_acc: 0.8529, loss_cls: 1.3596, loss: 1.3596, grad_norm: 3.0823, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1148, loss/aux0: 1.1148 2020-10-20 19:44:56,059 - mmaction - INFO - Epoch [216][320/396] lr: 1.859e-02, eta: 7:57:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6641, top5_acc: 0.8612, loss_cls: 1.3268, loss: 1.3268, grad_norm: 3.0582, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0192, loss/aux0: 1.0192 2020-10-20 19:44:57,017 - mmaction - INFO - Epoch [216][320/396] lr: 1.859e-02, eta: 7:57:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6641, top5_acc: 0.8612, loss_cls: 1.3268, loss: 1.3268, grad_norm: 3.0578, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0367, loss/aux0: 1.0367 2020-10-20 19:45:33,596 - mmaction - INFO - Epoch [216][340/396] lr: 1.859e-02, eta: 7:57:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6573, top5_acc: 0.8643, loss_cls: 1.3421, loss: 1.3421, grad_norm: 3.0983, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0727, loss/aux0: 1.0727 2020-10-20 19:45:34,550 - mmaction - INFO - Epoch [216][340/396] lr: 1.859e-02, eta: 7:57:18, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6573, top5_acc: 0.8643, loss_cls: 1.3421, loss: 1.3421, grad_norm: 3.0972, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0594, loss/aux0: 1.0594 2020-10-20 19:46:11,142 - mmaction - INFO - Epoch [216][360/396] lr: 1.859e-02, eta: 7:56:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6531, top5_acc: 0.8586, loss_cls: 1.3490, loss: 1.3490, grad_norm: 3.0667, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0818, loss/aux0: 1.0818 2020-10-20 19:46:12,087 - mmaction - INFO - Epoch [216][360/396] lr: 1.859e-02, eta: 7:56:42, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6531, top5_acc: 0.8586, loss_cls: 1.3490, loss: 1.3490, grad_norm: 3.0506, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0778, loss/aux0: 1.0778 2020-10-20 19:46:48,735 - mmaction - INFO - Epoch [216][380/396] lr: 1.859e-02, eta: 7:56:03, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8453, loss_cls: 1.3799, loss: 1.3799, grad_norm: 3.0791, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.0903, loss/aux0: 1.0903 2020-10-20 19:46:49,674 - mmaction - INFO - Epoch [216][380/396] lr: 1.859e-02, eta: 7:56:06, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8453, loss_cls: 1.3799, loss: 1.3799, grad_norm: 3.0989, top1_acc/aux0: 0.7216, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0947, loss/aux0: 1.0947 2020-10-20 19:47:21,436 - mmaction - INFO - Saving checkpoint at 216 epochs 2020-10-20 19:49:04,983 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 19:49:05,103 - mmaction - INFO - top1_acc 0.7342 top5_acc 0.9124 2020-10-20 19:49:05,103 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 19:49:05,153 - mmaction - INFO - mean_acc 0.7346 2020-10-20 19:49:05,154 - mmaction - INFO - Now best checkpoint is epoch_216.pth 2020-10-20 19:49:05,175 - mmaction - INFO - Epoch(val) [216][396] top1_acc: 0.7342, top5_acc: 0.9124, mean_class_accuracy: 0.7346 2020-10-20 19:53:25,797 - mmaction - INFO - Epoch [217][20/396] lr: 1.771e-02, eta: 7:54:53, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6865, top5_acc: 0.8641, loss_cls: 1.2429, loss: 1.2429, grad_norm: 3.0474, top1_acc/aux0: 0.7196, top5_acc/aux0: 0.8975, loss_cls/aux0: 1.0899, loss/aux0: 1.0899 2020-10-20 19:53:26,761 - mmaction - INFO - Epoch [217][20/396] lr: 1.771e-02, eta: 7:54:56, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.6865, top5_acc: 0.8641, loss_cls: 1.2429, loss: 1.2429, grad_norm: 3.0321, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0812, loss/aux0: 1.0812 2020-10-20 19:54:03,126 - mmaction - INFO - Epoch [217][40/396] lr: 1.771e-02, eta: 7:54:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8648, loss_cls: 1.3079, loss: 1.3079, grad_norm: 3.0667, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0221, loss/aux0: 1.0221 2020-10-20 19:54:04,080 - mmaction - INFO - Epoch [217][40/396] lr: 1.771e-02, eta: 7:54:20, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8648, loss_cls: 1.3079, loss: 1.3079, grad_norm: 3.0640, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0306, loss/aux0: 1.0306 2020-10-20 19:54:40,545 - mmaction - INFO - Epoch [217][60/396] lr: 1.771e-02, eta: 7:53:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8708, loss_cls: 1.2351, loss: 1.2351, grad_norm: 3.1285, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0525, loss/aux0: 1.0525 2020-10-20 19:54:41,462 - mmaction - INFO - Epoch [217][60/396] lr: 1.771e-02, eta: 7:53:45, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8708, loss_cls: 1.2351, loss: 1.2351, grad_norm: 3.1180, top1_acc/aux0: 0.7315, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0422, loss/aux0: 1.0422 2020-10-20 19:55:17,962 - mmaction - INFO - Epoch [217][80/396] lr: 1.771e-02, eta: 7:53:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8615, loss_cls: 1.3052, loss: 1.3052, grad_norm: 3.1492, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0783, loss/aux0: 1.0783 2020-10-20 19:55:18,904 - mmaction - INFO - Epoch [217][80/396] lr: 1.771e-02, eta: 7:53:09, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8615, loss_cls: 1.3052, loss: 1.3052, grad_norm: 3.1426, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.0918, loss/aux0: 1.0918 2020-10-20 19:55:55,386 - mmaction - INFO - Epoch [217][100/396] lr: 1.771e-02, eta: 7:52:30, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6594, top5_acc: 0.8565, loss_cls: 1.3322, loss: 1.3322, grad_norm: 3.1443, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0835, loss/aux0: 1.0835 2020-10-20 19:55:56,351 - mmaction - INFO - Epoch [217][100/396] lr: 1.771e-02, eta: 7:52:33, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6594, top5_acc: 0.8565, loss_cls: 1.3322, loss: 1.3322, grad_norm: 3.1416, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0758, loss/aux0: 1.0758 2020-10-20 19:56:32,867 - mmaction - INFO - Epoch [217][120/396] lr: 1.771e-02, eta: 7:51:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6612, top5_acc: 0.8570, loss_cls: 1.3465, loss: 1.3465, grad_norm: 3.1176, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0586, loss/aux0: 1.0586 2020-10-20 19:56:33,823 - mmaction - INFO - Epoch [217][120/396] lr: 1.771e-02, eta: 7:51:57, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6612, top5_acc: 0.8570, loss_cls: 1.3465, loss: 1.3465, grad_norm: 3.1378, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0702, loss/aux0: 1.0702 2020-10-20 19:57:10,374 - mmaction - INFO - Epoch [217][140/396] lr: 1.771e-02, eta: 7:51:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6758, top5_acc: 0.8607, loss_cls: 1.2804, loss: 1.2804, grad_norm: 3.1158, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0723, loss/aux0: 1.0723 2020-10-20 19:57:11,399 - mmaction - INFO - Epoch [217][140/396] lr: 1.771e-02, eta: 7:51:22, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6758, top5_acc: 0.8607, loss_cls: 1.2804, loss: 1.2804, grad_norm: 3.1309, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.0674, loss/aux0: 1.0674 2020-10-20 19:57:47,990 - mmaction - INFO - Epoch [217][160/396] lr: 1.771e-02, eta: 7:50:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6638, top5_acc: 0.8555, loss_cls: 1.3291, loss: 1.3291, grad_norm: 3.0968, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0310, loss/aux0: 1.0310 2020-10-20 19:57:48,961 - mmaction - INFO - Epoch [217][160/396] lr: 1.771e-02, eta: 7:50:46, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6638, top5_acc: 0.8555, loss_cls: 1.3291, loss: 1.3291, grad_norm: 3.1049, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0292, loss/aux0: 1.0292 2020-10-20 19:58:25,484 - mmaction - INFO - Epoch [217][180/396] lr: 1.771e-02, eta: 7:50:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8602, loss_cls: 1.3341, loss: 1.3341, grad_norm: 3.1353, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0176, loss/aux0: 1.0176 2020-10-20 19:58:26,461 - mmaction - INFO - Epoch [217][180/396] lr: 1.771e-02, eta: 7:50:10, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6630, top5_acc: 0.8602, loss_cls: 1.3341, loss: 1.3341, grad_norm: 3.1678, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0208, loss/aux0: 1.0208 2020-10-20 19:59:02,996 - mmaction - INFO - Epoch [217][200/396] lr: 1.771e-02, eta: 7:49:31, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6570, top5_acc: 0.8620, loss_cls: 1.3323, loss: 1.3323, grad_norm: 3.1342, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0661, loss/aux0: 1.0661 2020-10-20 19:59:03,963 - mmaction - INFO - Epoch [217][200/396] lr: 1.771e-02, eta: 7:49:34, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6570, top5_acc: 0.8620, loss_cls: 1.3323, loss: 1.3323, grad_norm: 3.1345, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0606, loss/aux0: 1.0606 2020-10-20 19:59:40,541 - mmaction - INFO - Epoch [217][220/396] lr: 1.771e-02, eta: 7:48:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6724, top5_acc: 0.8617, loss_cls: 1.3356, loss: 1.3356, grad_norm: 3.0866, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0324, loss/aux0: 1.0324 2020-10-20 19:59:41,514 - mmaction - INFO - Epoch [217][220/396] lr: 1.771e-02, eta: 7:48:59, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6724, top5_acc: 0.8617, loss_cls: 1.3356, loss: 1.3356, grad_norm: 3.0746, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0311, loss/aux0: 1.0311 2020-10-20 20:00:18,010 - mmaction - INFO - Epoch [217][240/396] lr: 1.771e-02, eta: 7:48:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6654, top5_acc: 0.8581, loss_cls: 1.3251, loss: 1.3251, grad_norm: 3.1073, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0600, loss/aux0: 1.0600 2020-10-20 20:00:18,955 - mmaction - INFO - Epoch [217][240/396] lr: 1.771e-02, eta: 7:48:23, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6654, top5_acc: 0.8581, loss_cls: 1.3251, loss: 1.3251, grad_norm: 3.0884, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0612, loss/aux0: 1.0612 2020-10-20 20:00:55,598 - mmaction - INFO - Epoch [217][260/396] lr: 1.771e-02, eta: 7:47:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8583, loss_cls: 1.3254, loss: 1.3254, grad_norm: 3.1087, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0395, loss/aux0: 1.0395 2020-10-20 20:00:56,597 - mmaction - INFO - Epoch [217][260/396] lr: 1.771e-02, eta: 7:47:47, time: 0.945, data_time: 0.004, memory: 8466, top1_acc: 0.6672, top5_acc: 0.8583, loss_cls: 1.3254, loss: 1.3254, grad_norm: 3.0853, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0348, loss/aux0: 1.0348 2020-10-20 20:01:33,192 - mmaction - INFO - Epoch [217][280/396] lr: 1.771e-02, eta: 7:47:08, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8622, loss_cls: 1.3302, loss: 1.3302, grad_norm: 3.0998, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0694, loss/aux0: 1.0694 2020-10-20 20:01:34,194 - mmaction - INFO - Epoch [217][280/396] lr: 1.771e-02, eta: 7:47:11, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6628, top5_acc: 0.8622, loss_cls: 1.3302, loss: 1.3302, grad_norm: 3.0850, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0673, loss/aux0: 1.0673 2020-10-20 20:02:10,663 - mmaction - INFO - Epoch [217][300/396] lr: 1.771e-02, eta: 7:46:32, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8633, loss_cls: 1.3283, loss: 1.3283, grad_norm: 3.1990, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0522, loss/aux0: 1.0522 2020-10-20 20:02:11,650 - mmaction - INFO - Epoch [217][300/396] lr: 1.771e-02, eta: 7:46:36, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8633, loss_cls: 1.3283, loss: 1.3283, grad_norm: 3.2023, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0764, loss/aux0: 1.0764 2020-10-20 20:02:48,304 - mmaction - INFO - Epoch [217][320/396] lr: 1.771e-02, eta: 7:45:56, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6471, top5_acc: 0.8409, loss_cls: 1.3901, loss: 1.3901, grad_norm: 3.0816, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0834, loss/aux0: 1.0834 2020-10-20 20:02:49,251 - mmaction - INFO - Epoch [217][320/396] lr: 1.771e-02, eta: 7:46:00, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6471, top5_acc: 0.8409, loss_cls: 1.3901, loss: 1.3901, grad_norm: 3.0837, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0721, loss/aux0: 1.0721 2020-10-20 20:03:25,775 - mmaction - INFO - Epoch [217][340/396] lr: 1.771e-02, eta: 7:45:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6693, top5_acc: 0.8607, loss_cls: 1.3413, loss: 1.3413, grad_norm: 3.0934, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0540, loss/aux0: 1.0540 2020-10-20 20:03:26,827 - mmaction - INFO - Epoch [217][340/396] lr: 1.771e-02, eta: 7:45:24, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6693, top5_acc: 0.8607, loss_cls: 1.3413, loss: 1.3413, grad_norm: 3.0962, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0480, loss/aux0: 1.0480 2020-10-20 20:04:03,507 - mmaction - INFO - Epoch [217][360/396] lr: 1.771e-02, eta: 7:44:45, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8503, loss_cls: 1.3864, loss: 1.3864, grad_norm: 3.0409, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0035, loss/aux0: 1.0035 2020-10-20 20:04:04,471 - mmaction - INFO - Epoch [217][360/396] lr: 1.771e-02, eta: 7:44:48, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6521, top5_acc: 0.8503, loss_cls: 1.3864, loss: 1.3864, grad_norm: 3.0512, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9991, loss/aux0: 0.9991 2020-10-20 20:04:41,104 - mmaction - INFO - Epoch [217][380/396] lr: 1.771e-02, eta: 7:44:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6677, top5_acc: 0.8594, loss_cls: 1.3286, loss: 1.3286, grad_norm: 3.1892, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0222, loss/aux0: 1.0222 2020-10-20 20:04:42,050 - mmaction - INFO - Epoch [217][380/396] lr: 1.771e-02, eta: 7:44:13, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6677, top5_acc: 0.8594, loss_cls: 1.3286, loss: 1.3286, grad_norm: 3.1770, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0184, loss/aux0: 1.0184 2020-10-20 20:10:00,075 - mmaction - INFO - Epoch [218][20/396] lr: 1.685e-02, eta: 7:42:59, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6747, top5_acc: 0.8674, loss_cls: 1.2869, loss: 1.2869, grad_norm: 3.0620, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0661, loss/aux0: 1.0661 2020-10-20 20:10:01,019 - mmaction - INFO - Epoch [218][20/396] lr: 1.685e-02, eta: 7:43:03, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6747, top5_acc: 0.8674, loss_cls: 1.2869, loss: 1.2869, grad_norm: 3.0777, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0656, loss/aux0: 1.0656 2020-10-20 20:10:37,316 - mmaction - INFO - Epoch [218][40/396] lr: 1.685e-02, eta: 7:42:24, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6797, top5_acc: 0.8563, loss_cls: 1.2949, loss: 1.2949, grad_norm: 3.0117, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0248, loss/aux0: 1.0248 2020-10-20 20:10:38,273 - mmaction - INFO - Epoch [218][40/396] lr: 1.685e-02, eta: 7:42:27, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6797, top5_acc: 0.8563, loss_cls: 1.2949, loss: 1.2949, grad_norm: 3.0285, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0365, loss/aux0: 1.0365 2020-10-20 20:11:14,753 - mmaction - INFO - Epoch [218][60/396] lr: 1.685e-02, eta: 7:41:48, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6792, top5_acc: 0.8643, loss_cls: 1.3091, loss: 1.3091, grad_norm: 3.1711, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0621, loss/aux0: 1.0621 2020-10-20 20:11:15,733 - mmaction - INFO - Epoch [218][60/396] lr: 1.685e-02, eta: 7:41:51, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6792, top5_acc: 0.8643, loss_cls: 1.3091, loss: 1.3091, grad_norm: 3.1869, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0469, loss/aux0: 1.0469 2020-10-20 20:11:52,138 - mmaction - INFO - Epoch [218][80/396] lr: 1.685e-02, eta: 7:41:12, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6802, top5_acc: 0.8596, loss_cls: 1.2932, loss: 1.2932, grad_norm: 3.0572, top1_acc/aux0: 0.7346, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0281, loss/aux0: 1.0281 2020-10-20 20:11:53,089 - mmaction - INFO - Epoch [218][80/396] lr: 1.685e-02, eta: 7:41:15, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6802, top5_acc: 0.8596, loss_cls: 1.2932, loss: 1.2932, grad_norm: 3.0566, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0353, loss/aux0: 1.0353 2020-10-20 20:12:29,713 - mmaction - INFO - Epoch [218][100/396] lr: 1.685e-02, eta: 7:40:36, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6805, top5_acc: 0.8656, loss_cls: 1.2745, loss: 1.2745, grad_norm: 3.1054, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0377, loss/aux0: 1.0377 2020-10-20 20:12:30,655 - mmaction - INFO - Epoch [218][100/396] lr: 1.685e-02, eta: 7:40:40, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6805, top5_acc: 0.8656, loss_cls: 1.2745, loss: 1.2745, grad_norm: 3.1355, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0328, loss/aux0: 1.0328 2020-10-20 20:13:06,987 - mmaction - INFO - Epoch [218][120/396] lr: 1.685e-02, eta: 7:40:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8591, loss_cls: 1.3496, loss: 1.3496, grad_norm: 3.1522, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0280, loss/aux0: 1.0280 2020-10-20 20:13:07,926 - mmaction - INFO - Epoch [218][120/396] lr: 1.685e-02, eta: 7:40:04, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.6568, top5_acc: 0.8591, loss_cls: 1.3496, loss: 1.3496, grad_norm: 3.1587, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0376, loss/aux0: 1.0376 2020-10-20 20:13:44,651 - mmaction - INFO - Epoch [218][140/396] lr: 1.685e-02, eta: 7:39:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6818, top5_acc: 0.8667, loss_cls: 1.2872, loss: 1.2872, grad_norm: 3.1021, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0803, loss/aux0: 1.0803 2020-10-20 20:13:45,607 - mmaction - INFO - Epoch [218][140/396] lr: 1.685e-02, eta: 7:39:28, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6818, top5_acc: 0.8667, loss_cls: 1.2872, loss: 1.2872, grad_norm: 3.0908, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0726, loss/aux0: 1.0726 2020-10-20 20:14:22,096 - mmaction - INFO - Epoch [218][160/396] lr: 1.685e-02, eta: 7:38:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8602, loss_cls: 1.3278, loss: 1.3278, grad_norm: 3.0617, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0152, loss/aux0: 1.0152 2020-10-20 20:14:23,130 - mmaction - INFO - Epoch [218][160/396] lr: 1.685e-02, eta: 7:38:52, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8602, loss_cls: 1.3278, loss: 1.3278, grad_norm: 3.0723, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0163, loss/aux0: 1.0163 2020-10-20 20:14:59,630 - mmaction - INFO - Epoch [218][180/396] lr: 1.685e-02, eta: 7:38:13, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6766, top5_acc: 0.8638, loss_cls: 1.2831, loss: 1.2831, grad_norm: 3.1544, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0501, loss/aux0: 1.0501 2020-10-20 20:15:00,583 - mmaction - INFO - Epoch [218][180/396] lr: 1.685e-02, eta: 7:38:17, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6766, top5_acc: 0.8638, loss_cls: 1.2831, loss: 1.2831, grad_norm: 3.1450, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0461, loss/aux0: 1.0461 2020-10-20 20:15:37,143 - mmaction - INFO - Epoch [218][200/396] lr: 1.685e-02, eta: 7:37:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8693, loss_cls: 1.2975, loss: 1.2975, grad_norm: 3.0982, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0389, loss/aux0: 1.0389 2020-10-20 20:15:38,097 - mmaction - INFO - Epoch [218][200/396] lr: 1.685e-02, eta: 7:37:41, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6667, top5_acc: 0.8693, loss_cls: 1.2975, loss: 1.2975, grad_norm: 3.1107, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0367, loss/aux0: 1.0367 2020-10-20 20:16:14,682 - mmaction - INFO - Epoch [218][220/396] lr: 1.685e-02, eta: 7:37:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8560, loss_cls: 1.3286, loss: 1.3286, grad_norm: 3.1176, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0384, loss/aux0: 1.0384 2020-10-20 20:16:15,637 - mmaction - INFO - Epoch [218][220/396] lr: 1.685e-02, eta: 7:37:05, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8560, loss_cls: 1.3286, loss: 1.3286, grad_norm: 3.1246, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0400, loss/aux0: 1.0400 2020-10-20 20:16:52,332 - mmaction - INFO - Epoch [218][240/396] lr: 1.685e-02, eta: 7:36:26, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.3457, loss: 1.3457, grad_norm: 3.1483, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9148, loss_cls/aux0: 1.0207, loss/aux0: 1.0207 2020-10-20 20:16:53,367 - mmaction - INFO - Epoch [218][240/396] lr: 1.685e-02, eta: 7:36:29, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.3457, loss: 1.3457, grad_norm: 3.1516, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0205, loss/aux0: 1.0205 2020-10-20 20:17:29,980 - mmaction - INFO - Epoch [218][260/396] lr: 1.685e-02, eta: 7:35:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6656, top5_acc: 0.8581, loss_cls: 1.3164, loss: 1.3164, grad_norm: 3.0692, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.0532, loss/aux0: 1.0532 2020-10-20 20:17:30,929 - mmaction - INFO - Epoch [218][260/396] lr: 1.685e-02, eta: 7:35:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6656, top5_acc: 0.8581, loss_cls: 1.3164, loss: 1.3164, grad_norm: 3.0616, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8940, loss_cls/aux0: 1.0560, loss/aux0: 1.0560 2020-10-20 20:18:07,507 - mmaction - INFO - Epoch [218][280/396] lr: 1.685e-02, eta: 7:35:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8682, loss_cls: 1.2694, loss: 1.2694, grad_norm: 3.0872, top1_acc/aux0: 0.7190, top5_acc/aux0: 0.8930, loss_cls/aux0: 1.1185, loss/aux0: 1.1185 2020-10-20 20:18:08,451 - mmaction - INFO - Epoch [218][280/396] lr: 1.685e-02, eta: 7:35:18, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8682, loss_cls: 1.2694, loss: 1.2694, grad_norm: 3.0889, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8914, loss_cls/aux0: 1.1259, loss/aux0: 1.1259 2020-10-20 20:18:45,023 - mmaction - INFO - Epoch [218][300/396] lr: 1.685e-02, eta: 7:34:39, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8630, loss_cls: 1.3303, loss: 1.3303, grad_norm: 3.0358, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0706, loss/aux0: 1.0706 2020-10-20 20:18:45,984 - mmaction - INFO - Epoch [218][300/396] lr: 1.685e-02, eta: 7:34:42, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6633, top5_acc: 0.8630, loss_cls: 1.3303, loss: 1.3303, grad_norm: 3.0419, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0658, loss/aux0: 1.0658 2020-10-20 20:19:22,575 - mmaction - INFO - Epoch [218][320/396] lr: 1.685e-02, eta: 7:34:03, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8552, loss_cls: 1.3281, loss: 1.3281, grad_norm: 3.1611, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9870, loss/aux0: 0.9870 2020-10-20 20:19:23,520 - mmaction - INFO - Epoch [218][320/396] lr: 1.685e-02, eta: 7:34:06, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8552, loss_cls: 1.3281, loss: 1.3281, grad_norm: 3.1533, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9829, loss/aux0: 0.9829 2020-10-20 20:20:00,036 - mmaction - INFO - Epoch [218][340/396] lr: 1.685e-02, eta: 7:33:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8651, loss_cls: 1.2902, loss: 1.2902, grad_norm: 3.0502, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0170, loss/aux0: 1.0170 2020-10-20 20:20:00,977 - mmaction - INFO - Epoch [218][340/396] lr: 1.685e-02, eta: 7:33:31, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8651, loss_cls: 1.2902, loss: 1.2902, grad_norm: 3.0715, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9117, loss_cls/aux0: 1.0171, loss/aux0: 1.0171 2020-10-20 20:20:37,433 - mmaction - INFO - Epoch [218][360/396] lr: 1.685e-02, eta: 7:32:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6651, top5_acc: 0.8516, loss_cls: 1.3429, loss: 1.3429, grad_norm: 3.0860, top1_acc/aux0: 0.7341, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0124, loss/aux0: 1.0124 2020-10-20 20:20:38,401 - mmaction - INFO - Epoch [218][360/396] lr: 1.685e-02, eta: 7:32:55, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6651, top5_acc: 0.8516, loss_cls: 1.3429, loss: 1.3429, grad_norm: 3.0609, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0099, loss/aux0: 1.0099 2020-10-20 20:21:14,938 - mmaction - INFO - Epoch [218][380/396] lr: 1.685e-02, eta: 7:32:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6680, top5_acc: 0.8609, loss_cls: 1.3158, loss: 1.3158, grad_norm: 3.1736, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0444, loss/aux0: 1.0444 2020-10-20 20:21:15,903 - mmaction - INFO - Epoch [218][380/396] lr: 1.685e-02, eta: 7:32:19, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6680, top5_acc: 0.8609, loss_cls: 1.3158, loss: 1.3158, grad_norm: 3.1760, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0484, loss/aux0: 1.0484 2020-10-20 20:26:22,690 - mmaction - INFO - Epoch [219][20/396] lr: 1.602e-02, eta: 7:31:06, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8776, loss_cls: 1.2173, loss: 1.2173, grad_norm: 3.1439, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9019, loss_cls/aux0: 1.0402, loss/aux0: 1.0402 2020-10-20 20:26:23,627 - mmaction - INFO - Epoch [219][20/396] lr: 1.602e-02, eta: 7:31:09, time: 0.934, data_time: 0.005, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8776, loss_cls: 1.2173, loss: 1.2173, grad_norm: 3.1378, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0329, loss/aux0: 1.0329 2020-10-20 20:26:59,950 - mmaction - INFO - Epoch [219][40/396] lr: 1.602e-02, eta: 7:30:30, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8523, loss_cls: 1.3313, loss: 1.3313, grad_norm: 3.1468, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0309, loss/aux0: 1.0309 2020-10-20 20:27:00,964 - mmaction - INFO - Epoch [219][40/396] lr: 1.602e-02, eta: 7:30:34, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6648, top5_acc: 0.8523, loss_cls: 1.3313, loss: 1.3313, grad_norm: 3.1680, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0378, loss/aux0: 1.0378 2020-10-20 20:27:37,548 - mmaction - INFO - Epoch [219][60/396] lr: 1.602e-02, eta: 7:29:55, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6909, top5_acc: 0.8669, loss_cls: 1.2428, loss: 1.2428, grad_norm: 3.1729, top1_acc/aux0: 0.7357, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0165, loss/aux0: 1.0165 2020-10-20 20:27:38,501 - mmaction - INFO - Epoch [219][60/396] lr: 1.602e-02, eta: 7:29:58, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6909, top5_acc: 0.8669, loss_cls: 1.2428, loss: 1.2428, grad_norm: 3.1666, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0049, loss/aux0: 1.0049 2020-10-20 20:28:14,925 - mmaction - INFO - Epoch [219][80/396] lr: 1.602e-02, eta: 7:29:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8562, loss_cls: 1.3598, loss: 1.3598, grad_norm: 3.2077, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0548, loss/aux0: 1.0548 2020-10-20 20:28:15,884 - mmaction - INFO - Epoch [219][80/396] lr: 1.602e-02, eta: 7:29:22, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6443, top5_acc: 0.8562, loss_cls: 1.3598, loss: 1.3598, grad_norm: 3.2077, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0624, loss/aux0: 1.0624 2020-10-20 20:28:52,282 - mmaction - INFO - Epoch [219][100/396] lr: 1.602e-02, eta: 7:28:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6818, top5_acc: 0.8674, loss_cls: 1.2655, loss: 1.2655, grad_norm: 3.0975, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0059, loss/aux0: 1.0059 2020-10-20 20:28:53,236 - mmaction - INFO - Epoch [219][100/396] lr: 1.602e-02, eta: 7:28:46, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6818, top5_acc: 0.8674, loss_cls: 1.2655, loss: 1.2655, grad_norm: 3.1017, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0087, loss/aux0: 1.0087 2020-10-20 20:29:29,715 - mmaction - INFO - Epoch [219][120/396] lr: 1.602e-02, eta: 7:28:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6794, top5_acc: 0.8695, loss_cls: 1.2543, loss: 1.2543, grad_norm: 3.1572, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0047, loss/aux0: 1.0047 2020-10-20 20:29:30,684 - mmaction - INFO - Epoch [219][120/396] lr: 1.602e-02, eta: 7:28:11, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6794, top5_acc: 0.8695, loss_cls: 1.2543, loss: 1.2543, grad_norm: 3.1368, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9117, loss_cls/aux0: 1.0063, loss/aux0: 1.0063 2020-10-20 20:30:07,223 - mmaction - INFO - Epoch [219][140/396] lr: 1.602e-02, eta: 7:27:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6747, top5_acc: 0.8596, loss_cls: 1.2960, loss: 1.2960, grad_norm: 3.1088, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9569, loss/aux0: 0.9569 2020-10-20 20:30:08,184 - mmaction - INFO - Epoch [219][140/396] lr: 1.602e-02, eta: 7:27:35, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6747, top5_acc: 0.8596, loss_cls: 1.2960, loss: 1.2960, grad_norm: 3.1087, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9591, loss/aux0: 0.9591 2020-10-20 20:30:44,841 - mmaction - INFO - Epoch [219][160/396] lr: 1.602e-02, eta: 7:26:56, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6773, top5_acc: 0.8711, loss_cls: 1.2690, loss: 1.2690, grad_norm: 3.1657, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0754, loss/aux0: 1.0754 2020-10-20 20:30:45,862 - mmaction - INFO - Epoch [219][160/396] lr: 1.602e-02, eta: 7:26:59, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.6773, top5_acc: 0.8711, loss_cls: 1.2690, loss: 1.2690, grad_norm: 3.1531, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0747, loss/aux0: 1.0747 2020-10-20 20:31:22,319 - mmaction - INFO - Epoch [219][180/396] lr: 1.602e-02, eta: 7:26:20, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6839, top5_acc: 0.8648, loss_cls: 1.2736, loss: 1.2736, grad_norm: 3.0675, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0487, loss/aux0: 1.0487 2020-10-20 20:31:23,271 - mmaction - INFO - Epoch [219][180/396] lr: 1.602e-02, eta: 7:26:23, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6839, top5_acc: 0.8648, loss_cls: 1.2736, loss: 1.2736, grad_norm: 3.0787, top1_acc/aux0: 0.7326, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0482, loss/aux0: 1.0482 2020-10-20 20:31:59,933 - mmaction - INFO - Epoch [219][200/396] lr: 1.602e-02, eta: 7:25:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8628, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.0817, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0010, loss/aux0: 1.0010 2020-10-20 20:32:00,910 - mmaction - INFO - Epoch [219][200/396] lr: 1.602e-02, eta: 7:25:47, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8628, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.0881, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9034, loss_cls/aux0: 0.9938, loss/aux0: 0.9938 2020-10-20 20:32:37,527 - mmaction - INFO - Epoch [219][220/396] lr: 1.602e-02, eta: 7:25:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8685, loss_cls: 1.2715, loss: 1.2715, grad_norm: 3.1395, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0065, loss/aux0: 1.0065 2020-10-20 20:32:38,510 - mmaction - INFO - Epoch [219][220/396] lr: 1.602e-02, eta: 7:25:12, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8685, loss_cls: 1.2715, loss: 1.2715, grad_norm: 3.1304, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0020, loss/aux0: 1.0020 2020-10-20 20:33:14,965 - mmaction - INFO - Epoch [219][240/396] lr: 1.602e-02, eta: 7:24:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8549, loss_cls: 1.3509, loss: 1.3509, grad_norm: 3.2220, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9646, loss/aux0: 0.9646 2020-10-20 20:33:15,922 - mmaction - INFO - Epoch [219][240/396] lr: 1.602e-02, eta: 7:24:36, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6602, top5_acc: 0.8549, loss_cls: 1.3509, loss: 1.3509, grad_norm: 3.2207, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9060, loss_cls/aux0: 0.9819, loss/aux0: 0.9819 2020-10-20 20:33:52,477 - mmaction - INFO - Epoch [219][260/396] lr: 1.602e-02, eta: 7:23:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8651, loss_cls: 1.2886, loss: 1.2886, grad_norm: 3.1755, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0464, loss/aux0: 1.0464 2020-10-20 20:33:53,506 - mmaction - INFO - Epoch [219][260/396] lr: 1.602e-02, eta: 7:24:00, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8651, loss_cls: 1.2886, loss: 1.2886, grad_norm: 3.1712, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0462, loss/aux0: 1.0462 2020-10-20 20:34:29,949 - mmaction - INFO - Epoch [219][280/396] lr: 1.602e-02, eta: 7:23:21, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8589, loss_cls: 1.3066, loss: 1.3066, grad_norm: 3.1799, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0307, loss/aux0: 1.0307 2020-10-20 20:34:30,935 - mmaction - INFO - Epoch [219][280/396] lr: 1.602e-02, eta: 7:23:24, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6708, top5_acc: 0.8589, loss_cls: 1.3066, loss: 1.3066, grad_norm: 3.1685, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0250, loss/aux0: 1.0250 2020-10-20 20:35:07,680 - mmaction - INFO - Epoch [219][300/396] lr: 1.602e-02, eta: 7:22:45, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.6620, top5_acc: 0.8599, loss_cls: 1.3465, loss: 1.3465, grad_norm: 3.1847, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0257, loss/aux0: 1.0257 2020-10-20 20:35:08,657 - mmaction - INFO - Epoch [219][300/396] lr: 1.602e-02, eta: 7:22:49, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6620, top5_acc: 0.8599, loss_cls: 1.3465, loss: 1.3465, grad_norm: 3.2093, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0235, loss/aux0: 1.0235 2020-10-20 20:35:45,164 - mmaction - INFO - Epoch [219][320/396] lr: 1.602e-02, eta: 7:22:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8648, loss_cls: 1.2898, loss: 1.2898, grad_norm: 3.1988, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0190, loss/aux0: 1.0190 2020-10-20 20:35:46,123 - mmaction - INFO - Epoch [219][320/396] lr: 1.602e-02, eta: 7:22:13, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8648, loss_cls: 1.2898, loss: 1.2898, grad_norm: 3.1842, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0090, loss/aux0: 1.0090 2020-10-20 20:36:22,733 - mmaction - INFO - Epoch [219][340/396] lr: 1.602e-02, eta: 7:21:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6589, top5_acc: 0.8589, loss_cls: 1.3178, loss: 1.3178, grad_norm: 3.2029, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9895, loss/aux0: 0.9895 2020-10-20 20:36:23,717 - mmaction - INFO - Epoch [219][340/396] lr: 1.602e-02, eta: 7:21:37, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6589, top5_acc: 0.8589, loss_cls: 1.3178, loss: 1.3178, grad_norm: 3.1849, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9947, loss/aux0: 0.9947 2020-10-20 20:37:00,287 - mmaction - INFO - Epoch [219][360/396] lr: 1.602e-02, eta: 7:20:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6805, top5_acc: 0.8617, loss_cls: 1.2714, loss: 1.2714, grad_norm: 3.2216, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0355, loss/aux0: 1.0355 2020-10-20 20:37:01,265 - mmaction - INFO - Epoch [219][360/396] lr: 1.602e-02, eta: 7:21:01, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.6805, top5_acc: 0.8617, loss_cls: 1.2714, loss: 1.2714, grad_norm: 3.2115, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.0383, loss/aux0: 1.0383 2020-10-20 20:37:37,785 - mmaction - INFO - Epoch [219][380/396] lr: 1.602e-02, eta: 7:20:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8638, loss_cls: 1.3071, loss: 1.3071, grad_norm: 3.1674, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0312, loss/aux0: 1.0312 2020-10-20 20:37:38,738 - mmaction - INFO - Epoch [219][380/396] lr: 1.602e-02, eta: 7:20:25, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6604, top5_acc: 0.8638, loss_cls: 1.3071, loss: 1.3071, grad_norm: 3.1957, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0393, loss/aux0: 1.0393 2020-10-20 20:42:52,352 - mmaction - INFO - Epoch [220][20/396] lr: 1.520e-02, eta: 7:19:13, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6880, top5_acc: 0.8664, loss_cls: 1.2395, loss: 1.2395, grad_norm: 3.1181, top1_acc/aux0: 0.7418, top5_acc/aux0: 0.9024, loss_cls/aux0: 1.0194, loss/aux0: 1.0194 2020-10-20 20:42:53,285 - mmaction - INFO - Epoch [220][20/396] lr: 1.520e-02, eta: 7:19:16, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.6880, top5_acc: 0.8664, loss_cls: 1.2395, loss: 1.2395, grad_norm: 3.0987, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0065, loss/aux0: 1.0065 2020-10-20 20:43:29,703 - mmaction - INFO - Epoch [220][40/396] lr: 1.520e-02, eta: 7:18:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6797, top5_acc: 0.8750, loss_cls: 1.2554, loss: 1.2554, grad_norm: 3.1399, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0380, loss/aux0: 1.0380 2020-10-20 20:43:30,661 - mmaction - INFO - Epoch [220][40/396] lr: 1.520e-02, eta: 7:18:40, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6797, top5_acc: 0.8750, loss_cls: 1.2554, loss: 1.2554, grad_norm: 3.1553, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0546, loss/aux0: 1.0546 2020-10-20 20:44:07,275 - mmaction - INFO - Epoch [220][60/396] lr: 1.520e-02, eta: 7:18:01, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8661, loss_cls: 1.2883, loss: 1.2883, grad_norm: 3.0925, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0086, loss/aux0: 1.0086 2020-10-20 20:44:08,243 - mmaction - INFO - Epoch [220][60/396] lr: 1.520e-02, eta: 7:18:04, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8661, loss_cls: 1.2883, loss: 1.2883, grad_norm: 3.1178, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0109, loss/aux0: 1.0109 2020-10-20 20:44:44,734 - mmaction - INFO - Epoch [220][80/396] lr: 1.520e-02, eta: 7:17:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6786, top5_acc: 0.8669, loss_cls: 1.2702, loss: 1.2702, grad_norm: 3.2042, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9974, loss/aux0: 0.9974 2020-10-20 20:44:45,692 - mmaction - INFO - Epoch [220][80/396] lr: 1.520e-02, eta: 7:17:29, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.6786, top5_acc: 0.8669, loss_cls: 1.2702, loss: 1.2702, grad_norm: 3.2022, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9842, loss/aux0: 0.9842 2020-10-20 20:45:22,053 - mmaction - INFO - Epoch [220][100/396] lr: 1.520e-02, eta: 7:16:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6872, top5_acc: 0.8719, loss_cls: 1.2338, loss: 1.2338, grad_norm: 3.1839, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0113, loss/aux0: 1.0113 2020-10-20 20:45:23,018 - mmaction - INFO - Epoch [220][100/396] lr: 1.520e-02, eta: 7:16:53, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6872, top5_acc: 0.8719, loss_cls: 1.2338, loss: 1.2338, grad_norm: 3.1868, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0156, loss/aux0: 1.0156 2020-10-20 20:45:59,590 - mmaction - INFO - Epoch [220][120/396] lr: 1.520e-02, eta: 7:16:14, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6758, top5_acc: 0.8555, loss_cls: 1.3083, loss: 1.3083, grad_norm: 3.1068, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0051, loss/aux0: 1.0051 2020-10-20 20:46:00,573 - mmaction - INFO - Epoch [220][120/396] lr: 1.520e-02, eta: 7:16:17, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.6758, top5_acc: 0.8555, loss_cls: 1.3083, loss: 1.3083, grad_norm: 3.1312, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0098, loss/aux0: 1.0098 2020-10-20 20:46:37,126 - mmaction - INFO - Epoch [220][140/396] lr: 1.520e-02, eta: 7:15:38, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8638, loss_cls: 1.2697, loss: 1.2697, grad_norm: 3.1867, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0044, loss/aux0: 1.0044 2020-10-20 20:46:38,079 - mmaction - INFO - Epoch [220][140/396] lr: 1.520e-02, eta: 7:15:41, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8638, loss_cls: 1.2697, loss: 1.2697, grad_norm: 3.1859, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9112, loss_cls/aux0: 1.0032, loss/aux0: 1.0032 2020-10-20 20:47:14,650 - mmaction - INFO - Epoch [220][160/396] lr: 1.520e-02, eta: 7:15:02, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8711, loss_cls: 1.2725, loss: 1.2725, grad_norm: 3.1655, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0005, loss/aux0: 1.0005 2020-10-20 20:47:15,636 - mmaction - INFO - Epoch [220][160/396] lr: 1.520e-02, eta: 7:15:05, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.6729, top5_acc: 0.8711, loss_cls: 1.2725, loss: 1.2725, grad_norm: 3.1368, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9947, loss/aux0: 0.9947 2020-10-20 20:47:52,207 - mmaction - INFO - Epoch [220][180/396] lr: 1.520e-02, eta: 7:14:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6732, top5_acc: 0.8615, loss_cls: 1.3002, loss: 1.3002, grad_norm: 3.1677, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0122, loss/aux0: 1.0122 2020-10-20 20:47:53,159 - mmaction - INFO - Epoch [220][180/396] lr: 1.520e-02, eta: 7:14:30, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6732, top5_acc: 0.8615, loss_cls: 1.3002, loss: 1.3002, grad_norm: 3.1781, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0270, loss/aux0: 1.0270 2020-10-20 20:48:29,834 - mmaction - INFO - Epoch [220][200/396] lr: 1.520e-02, eta: 7:13:51, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8635, loss_cls: 1.2814, loss: 1.2814, grad_norm: 3.1400, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.8966, loss_cls/aux0: 1.0420, loss/aux0: 1.0420 2020-10-20 20:48:30,804 - mmaction - INFO - Epoch [220][200/396] lr: 1.520e-02, eta: 7:13:54, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8635, loss_cls: 1.2814, loss: 1.2814, grad_norm: 3.1302, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0357, loss/aux0: 1.0357 2020-10-20 20:49:07,365 - mmaction - INFO - Epoch [220][220/396] lr: 1.520e-02, eta: 7:13:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6849, top5_acc: 0.8703, loss_cls: 1.2355, loss: 1.2355, grad_norm: 3.1817, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0257, loss/aux0: 1.0257 2020-10-20 20:49:08,334 - mmaction - INFO - Epoch [220][220/396] lr: 1.520e-02, eta: 7:13:18, time: 0.946, data_time: 0.004, memory: 8466, top1_acc: 0.6849, top5_acc: 0.8703, loss_cls: 1.2355, loss: 1.2355, grad_norm: 3.1665, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0132, loss/aux0: 1.0132 2020-10-20 20:49:44,904 - mmaction - INFO - Epoch [220][240/396] lr: 1.520e-02, eta: 7:12:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8586, loss_cls: 1.2928, loss: 1.2928, grad_norm: 3.1882, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9689, loss/aux0: 0.9689 2020-10-20 20:49:45,858 - mmaction - INFO - Epoch [220][240/396] lr: 1.520e-02, eta: 7:12:42, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8586, loss_cls: 1.2928, loss: 1.2928, grad_norm: 3.1792, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9721, loss/aux0: 0.9721 2020-10-20 20:50:22,550 - mmaction - INFO - Epoch [220][260/396] lr: 1.520e-02, eta: 7:12:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6833, top5_acc: 0.8635, loss_cls: 1.2646, loss: 1.2646, grad_norm: 3.1058, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0048, loss/aux0: 1.0048 2020-10-20 20:50:23,502 - mmaction - INFO - Epoch [220][260/396] lr: 1.520e-02, eta: 7:12:07, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6833, top5_acc: 0.8635, loss_cls: 1.2646, loss: 1.2646, grad_norm: 3.1109, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0049, loss/aux0: 1.0049 2020-10-20 20:50:59,989 - mmaction - INFO - Epoch [220][280/396] lr: 1.520e-02, eta: 7:11:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8635, loss_cls: 1.2776, loss: 1.2776, grad_norm: 3.2425, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9107, loss_cls/aux0: 1.0075, loss/aux0: 1.0075 2020-10-20 20:51:00,939 - mmaction - INFO - Epoch [220][280/396] lr: 1.520e-02, eta: 7:11:31, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8635, loss_cls: 1.2776, loss: 1.2776, grad_norm: 3.2357, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0110, loss/aux0: 1.0110 2020-10-20 20:51:37,564 - mmaction - INFO - Epoch [220][300/396] lr: 1.520e-02, eta: 7:10:52, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8599, loss_cls: 1.2907, loss: 1.2907, grad_norm: 3.1810, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0450, loss/aux0: 1.0450 2020-10-20 20:51:38,492 - mmaction - INFO - Epoch [220][300/396] lr: 1.520e-02, eta: 7:10:55, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8599, loss_cls: 1.2907, loss: 1.2907, grad_norm: 3.1879, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0509, loss/aux0: 1.0509 2020-10-20 20:52:15,030 - mmaction - INFO - Epoch [220][320/396] lr: 1.520e-02, eta: 7:10:16, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8750, loss_cls: 1.2557, loss: 1.2557, grad_norm: 3.2599, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0777, loss/aux0: 1.0777 2020-10-20 20:52:15,995 - mmaction - INFO - Epoch [220][320/396] lr: 1.520e-02, eta: 7:10:19, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6734, top5_acc: 0.8750, loss_cls: 1.2557, loss: 1.2557, grad_norm: 3.2542, top1_acc/aux0: 0.7247, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0737, loss/aux0: 1.0737 2020-10-20 20:52:52,532 - mmaction - INFO - Epoch [220][340/396] lr: 1.520e-02, eta: 7:09:40, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8641, loss_cls: 1.3115, loss: 1.3115, grad_norm: 3.1684, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9784, loss/aux0: 0.9784 2020-10-20 20:52:53,494 - mmaction - INFO - Epoch [220][340/396] lr: 1.520e-02, eta: 7:09:43, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6706, top5_acc: 0.8641, loss_cls: 1.3115, loss: 1.3115, grad_norm: 3.1762, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9837, loss/aux0: 0.9837 2020-10-20 20:53:30,070 - mmaction - INFO - Epoch [220][360/396] lr: 1.520e-02, eta: 7:09:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6784, top5_acc: 0.8672, loss_cls: 1.2941, loss: 1.2941, grad_norm: 3.2622, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.0972, loss/aux0: 1.0972 2020-10-20 20:53:31,029 - mmaction - INFO - Epoch [220][360/396] lr: 1.520e-02, eta: 7:09:08, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6784, top5_acc: 0.8672, loss_cls: 1.2941, loss: 1.2941, grad_norm: 3.2428, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.0814, loss/aux0: 1.0814 2020-10-20 20:54:07,580 - mmaction - INFO - Epoch [220][380/396] lr: 1.520e-02, eta: 7:08:29, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6674, top5_acc: 0.8677, loss_cls: 1.2725, loss: 1.2725, grad_norm: 3.1977, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9102, loss_cls/aux0: 1.0016, loss/aux0: 1.0016 2020-10-20 20:54:08,537 - mmaction - INFO - Epoch [220][380/396] lr: 1.520e-02, eta: 7:08:32, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6674, top5_acc: 0.8677, loss_cls: 1.2725, loss: 1.2725, grad_norm: 3.2189, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0249, loss/aux0: 1.0249 2020-10-20 20:59:25,912 - mmaction - INFO - Epoch [221][20/396] lr: 1.440e-02, eta: 7:07:19, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8643, loss_cls: 1.2509, loss: 1.2509, grad_norm: 3.1716, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9046, loss_cls/aux0: 1.0405, loss/aux0: 1.0405 2020-10-20 20:59:26,898 - mmaction - INFO - Epoch [221][20/396] lr: 1.440e-02, eta: 7:07:22, time: 0.928, data_time: 0.003, memory: 8466, top1_acc: 0.6826, top5_acc: 0.8643, loss_cls: 1.2509, loss: 1.2509, grad_norm: 3.1606, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0390, loss/aux0: 1.0390 2020-10-20 21:00:03,154 - mmaction - INFO - Epoch [221][40/396] lr: 1.440e-02, eta: 7:06:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6893, top5_acc: 0.8714, loss_cls: 1.2616, loss: 1.2616, grad_norm: 3.2090, top1_acc/aux0: 0.7346, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0579, loss/aux0: 1.0579 2020-10-20 21:00:04,073 - mmaction - INFO - Epoch [221][40/396] lr: 1.440e-02, eta: 7:06:47, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6893, top5_acc: 0.8714, loss_cls: 1.2616, loss: 1.2616, grad_norm: 3.2207, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0543, loss/aux0: 1.0543 2020-10-20 21:00:43,974 - mmaction - INFO - Epoch [221][60/396] lr: 1.440e-02, eta: 7:06:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6930, top5_acc: 0.8740, loss_cls: 1.2047, loss: 1.2047, grad_norm: 3.1655, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9895, loss/aux0: 0.9895 2020-10-20 21:00:44,933 - mmaction - INFO - Epoch [221][60/396] lr: 1.440e-02, eta: 7:06:11, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.6930, top5_acc: 0.8740, loss_cls: 1.2047, loss: 1.2047, grad_norm: 3.1776, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9956, loss/aux0: 0.9956 2020-10-20 21:01:21,307 - mmaction - INFO - Epoch [221][80/396] lr: 1.440e-02, eta: 7:05:32, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6854, top5_acc: 0.8549, loss_cls: 1.2726, loss: 1.2726, grad_norm: 3.1956, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0272, loss/aux0: 1.0272 2020-10-20 21:01:22,295 - mmaction - INFO - Epoch [221][80/396] lr: 1.440e-02, eta: 7:05:35, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6854, top5_acc: 0.8549, loss_cls: 1.2726, loss: 1.2726, grad_norm: 3.2021, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0243, loss/aux0: 1.0243 2020-10-20 21:01:58,674 - mmaction - INFO - Epoch [221][100/396] lr: 1.440e-02, eta: 7:04:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6911, top5_acc: 0.8682, loss_cls: 1.2275, loss: 1.2275, grad_norm: 3.2275, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0568, loss/aux0: 1.0568 2020-10-20 21:01:59,613 - mmaction - INFO - Epoch [221][100/396] lr: 1.440e-02, eta: 7:04:59, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6911, top5_acc: 0.8682, loss_cls: 1.2275, loss: 1.2275, grad_norm: 3.2396, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0632, loss/aux0: 1.0632 2020-10-20 21:02:36,037 - mmaction - INFO - Epoch [221][120/396] lr: 1.440e-02, eta: 7:04:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8776, loss_cls: 1.2230, loss: 1.2230, grad_norm: 3.1543, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9826, loss/aux0: 0.9826 2020-10-20 21:02:36,983 - mmaction - INFO - Epoch [221][120/396] lr: 1.440e-02, eta: 7:04:23, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8776, loss_cls: 1.2230, loss: 1.2230, grad_norm: 3.1761, top1_acc/aux0: 0.7435, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9774, loss/aux0: 0.9774 2020-10-20 21:03:13,435 - mmaction - INFO - Epoch [221][140/396] lr: 1.440e-02, eta: 7:03:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6776, top5_acc: 0.8568, loss_cls: 1.3127, loss: 1.3127, grad_norm: 3.2028, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9047, loss_cls/aux0: 0.9985, loss/aux0: 0.9985 2020-10-20 21:03:14,394 - mmaction - INFO - Epoch [221][140/396] lr: 1.440e-02, eta: 7:03:48, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6776, top5_acc: 0.8568, loss_cls: 1.3127, loss: 1.3127, grad_norm: 3.2006, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0020, loss/aux0: 1.0020 2020-10-20 21:03:50,839 - mmaction - INFO - Epoch [221][160/396] lr: 1.440e-02, eta: 7:03:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8643, loss_cls: 1.2885, loss: 1.2885, grad_norm: 3.2543, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0306, loss/aux0: 1.0306 2020-10-20 21:03:51,810 - mmaction - INFO - Epoch [221][160/396] lr: 1.440e-02, eta: 7:03:12, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6737, top5_acc: 0.8643, loss_cls: 1.2885, loss: 1.2885, grad_norm: 3.2435, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0230, loss/aux0: 1.0230 2020-10-20 21:04:28,356 - mmaction - INFO - Epoch [221][180/396] lr: 1.440e-02, eta: 7:02:33, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6802, top5_acc: 0.8664, loss_cls: 1.2571, loss: 1.2571, grad_norm: 3.2424, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0294, loss/aux0: 1.0294 2020-10-20 21:04:29,297 - mmaction - INFO - Epoch [221][180/396] lr: 1.440e-02, eta: 7:02:36, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6802, top5_acc: 0.8664, loss_cls: 1.2571, loss: 1.2571, grad_norm: 3.2316, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0211, loss/aux0: 1.0211 2020-10-20 21:05:05,733 - mmaction - INFO - Epoch [221][200/396] lr: 1.440e-02, eta: 7:01:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6779, top5_acc: 0.8703, loss_cls: 1.2655, loss: 1.2655, grad_norm: 3.2223, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9849, loss/aux0: 0.9849 2020-10-20 21:05:06,675 - mmaction - INFO - Epoch [221][200/396] lr: 1.440e-02, eta: 7:02:00, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6779, top5_acc: 0.8703, loss_cls: 1.2655, loss: 1.2655, grad_norm: 3.2133, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9919, loss/aux0: 0.9919 2020-10-20 21:05:43,164 - mmaction - INFO - Epoch [221][220/396] lr: 1.440e-02, eta: 7:01:21, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8677, loss_cls: 1.2667, loss: 1.2667, grad_norm: 3.1801, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0012, loss/aux0: 1.0012 2020-10-20 21:05:44,119 - mmaction - INFO - Epoch [221][220/396] lr: 1.440e-02, eta: 7:01:24, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.6789, top5_acc: 0.8677, loss_cls: 1.2667, loss: 1.2667, grad_norm: 3.1723, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0067, loss/aux0: 1.0067 2020-10-20 21:06:20,609 - mmaction - INFO - Epoch [221][240/396] lr: 1.440e-02, eta: 7:00:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6815, top5_acc: 0.8719, loss_cls: 1.2394, loss: 1.2394, grad_norm: 3.2959, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9942, loss/aux0: 0.9942 2020-10-20 21:06:21,529 - mmaction - INFO - Epoch [221][240/396] lr: 1.440e-02, eta: 7:00:49, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6815, top5_acc: 0.8719, loss_cls: 1.2394, loss: 1.2394, grad_norm: 3.3023, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9914, loss/aux0: 0.9914 2020-10-20 21:06:58,102 - mmaction - INFO - Epoch [221][260/396] lr: 1.440e-02, eta: 7:00:10, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8773, loss_cls: 1.2463, loss: 1.2463, grad_norm: 3.1805, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9658, loss/aux0: 0.9658 2020-10-20 21:06:59,082 - mmaction - INFO - Epoch [221][260/396] lr: 1.440e-02, eta: 7:00:13, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6810, top5_acc: 0.8773, loss_cls: 1.2463, loss: 1.2463, grad_norm: 3.1810, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9637, loss/aux0: 0.9637 2020-10-20 21:07:35,650 - mmaction - INFO - Epoch [221][280/396] lr: 1.440e-02, eta: 6:59:34, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8758, loss_cls: 1.2673, loss: 1.2673, grad_norm: 3.2695, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0471, loss/aux0: 1.0471 2020-10-20 21:07:36,631 - mmaction - INFO - Epoch [221][280/396] lr: 1.440e-02, eta: 6:59:37, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6781, top5_acc: 0.8758, loss_cls: 1.2673, loss: 1.2673, grad_norm: 3.2568, top1_acc/aux0: 0.7320, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0553, loss/aux0: 1.0553 2020-10-20 21:08:13,182 - mmaction - INFO - Epoch [221][300/396] lr: 1.440e-02, eta: 6:58:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8578, loss_cls: 1.3163, loss: 1.3163, grad_norm: 3.2413, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0176, loss/aux0: 1.0176 2020-10-20 21:08:14,147 - mmaction - INFO - Epoch [221][300/396] lr: 1.440e-02, eta: 6:59:01, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.6635, top5_acc: 0.8578, loss_cls: 1.3163, loss: 1.3163, grad_norm: 3.2260, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0115, loss/aux0: 1.0115 2020-10-20 21:08:50,733 - mmaction - INFO - Epoch [221][320/396] lr: 1.440e-02, eta: 6:58:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6755, top5_acc: 0.8625, loss_cls: 1.2868, loss: 1.2868, grad_norm: 3.2024, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9055, loss_cls/aux0: 0.9943, loss/aux0: 0.9943 2020-10-20 21:08:51,672 - mmaction - INFO - Epoch [221][320/396] lr: 1.440e-02, eta: 6:58:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6755, top5_acc: 0.8625, loss_cls: 1.2868, loss: 1.2868, grad_norm: 3.2102, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9026, loss_cls/aux0: 0.9977, loss/aux0: 0.9977 2020-10-20 21:09:28,152 - mmaction - INFO - Epoch [221][340/396] lr: 1.440e-02, eta: 6:57:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8630, loss_cls: 1.3034, loss: 1.3034, grad_norm: 3.1963, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0177, loss/aux0: 1.0177 2020-10-20 21:09:29,092 - mmaction - INFO - Epoch [221][340/396] lr: 1.440e-02, eta: 6:57:50, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.6727, top5_acc: 0.8630, loss_cls: 1.3034, loss: 1.3034, grad_norm: 3.2063, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0225, loss/aux0: 1.0225 2020-10-20 21:10:05,740 - mmaction - INFO - Epoch [221][360/396] lr: 1.440e-02, eta: 6:57:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6846, top5_acc: 0.8716, loss_cls: 1.2441, loss: 1.2441, grad_norm: 3.2524, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0113, loss/aux0: 1.0113 2020-10-20 21:10:06,673 - mmaction - INFO - Epoch [221][360/396] lr: 1.440e-02, eta: 6:57:14, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6846, top5_acc: 0.8716, loss_cls: 1.2441, loss: 1.2441, grad_norm: 3.2475, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0018, loss/aux0: 1.0018 2020-10-20 21:10:43,127 - mmaction - INFO - Epoch [221][380/396] lr: 1.440e-02, eta: 6:56:35, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8607, loss_cls: 1.3057, loss: 1.3057, grad_norm: 3.2142, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9939, loss/aux0: 0.9939 2020-10-20 21:10:44,109 - mmaction - INFO - Epoch [221][380/396] lr: 1.440e-02, eta: 6:56:38, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.6682, top5_acc: 0.8607, loss_cls: 1.3057, loss: 1.3057, grad_norm: 3.2005, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9960, loss/aux0: 0.9960 2020-10-20 21:15:50,843 - mmaction - INFO - Epoch [222][20/396] lr: 1.362e-02, eta: 6:55:26, time: 0.926, data_time: 0.000, memory: 8466, top1_acc: 0.6828, top5_acc: 0.8771, loss_cls: 1.2276, loss: 1.2276, grad_norm: 3.1328, top1_acc/aux0: 0.7459, top5_acc/aux0: 0.9046, loss_cls/aux0: 1.0027, loss/aux0: 1.0027 2020-10-20 21:15:51,812 - mmaction - INFO - Epoch [222][20/396] lr: 1.362e-02, eta: 6:55:29, time: 0.927, data_time: 0.003, memory: 8466, top1_acc: 0.6828, top5_acc: 0.8771, loss_cls: 1.2276, loss: 1.2276, grad_norm: 3.1427, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9980, loss/aux0: 0.9980 2020-10-20 21:16:28,266 - mmaction - INFO - Epoch [222][40/396] lr: 1.362e-02, eta: 6:54:50, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6823, top5_acc: 0.8651, loss_cls: 1.2571, loss: 1.2571, grad_norm: 3.2189, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0186, loss/aux0: 1.0186 2020-10-20 21:16:29,231 - mmaction - INFO - Epoch [222][40/396] lr: 1.362e-02, eta: 6:54:53, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6823, top5_acc: 0.8651, loss_cls: 1.2571, loss: 1.2571, grad_norm: 3.2186, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0276, loss/aux0: 1.0276 2020-10-20 21:17:05,667 - mmaction - INFO - Epoch [222][60/396] lr: 1.362e-02, eta: 6:54:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6893, top5_acc: 0.8742, loss_cls: 1.2253, loss: 1.2253, grad_norm: 3.1495, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9655, loss/aux0: 0.9655 2020-10-20 21:17:06,647 - mmaction - INFO - Epoch [222][60/396] lr: 1.362e-02, eta: 6:54:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6893, top5_acc: 0.8742, loss_cls: 1.2253, loss: 1.2253, grad_norm: 3.1612, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9679, loss/aux0: 0.9679 2020-10-20 21:17:42,978 - mmaction - INFO - Epoch [222][80/396] lr: 1.362e-02, eta: 6:53:38, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6815, top5_acc: 0.8724, loss_cls: 1.2063, loss: 1.2063, grad_norm: 3.1891, top1_acc/aux0: 0.7331, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0363, loss/aux0: 1.0363 2020-10-20 21:17:43,941 - mmaction - INFO - Epoch [222][80/396] lr: 1.362e-02, eta: 6:53:41, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6815, top5_acc: 0.8724, loss_cls: 1.2063, loss: 1.2063, grad_norm: 3.1913, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0311, loss/aux0: 1.0311 2020-10-20 21:18:20,400 - mmaction - INFO - Epoch [222][100/396] lr: 1.362e-02, eta: 6:53:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8724, loss_cls: 1.2370, loss: 1.2370, grad_norm: 3.2682, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9768, loss/aux0: 0.9768 2020-10-20 21:18:21,453 - mmaction - INFO - Epoch [222][100/396] lr: 1.362e-02, eta: 6:53:06, time: 0.942, data_time: 0.009, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8724, loss_cls: 1.2370, loss: 1.2370, grad_norm: 3.2676, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9764, loss/aux0: 0.9764 2020-10-20 21:18:57,965 - mmaction - INFO - Epoch [222][120/396] lr: 1.362e-02, eta: 6:52:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6779, top5_acc: 0.8633, loss_cls: 1.2782, loss: 1.2782, grad_norm: 3.1888, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0160, loss/aux0: 1.0160 2020-10-20 21:18:58,901 - mmaction - INFO - Epoch [222][120/396] lr: 1.362e-02, eta: 6:52:30, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6779, top5_acc: 0.8633, loss_cls: 1.2782, loss: 1.2782, grad_norm: 3.1778, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0065, loss/aux0: 1.0065 2020-10-20 21:19:35,523 - mmaction - INFO - Epoch [222][140/396] lr: 1.362e-02, eta: 6:51:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8674, loss_cls: 1.2667, loss: 1.2667, grad_norm: 3.3260, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0145, loss/aux0: 1.0145 2020-10-20 21:19:36,488 - mmaction - INFO - Epoch [222][140/396] lr: 1.362e-02, eta: 6:51:54, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8674, loss_cls: 1.2667, loss: 1.2667, grad_norm: 3.3070, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0152, loss/aux0: 1.0152 2020-10-20 21:20:13,019 - mmaction - INFO - Epoch [222][160/396] lr: 1.362e-02, eta: 6:51:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6839, top5_acc: 0.8719, loss_cls: 1.2595, loss: 1.2595, grad_norm: 3.2292, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0123, loss/aux0: 1.0123 2020-10-20 21:20:13,976 - mmaction - INFO - Epoch [222][160/396] lr: 1.362e-02, eta: 6:51:18, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6839, top5_acc: 0.8719, loss_cls: 1.2595, loss: 1.2595, grad_norm: 3.2042, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0179, loss/aux0: 1.0179 2020-10-20 21:20:50,414 - mmaction - INFO - Epoch [222][180/396] lr: 1.362e-02, eta: 6:50:39, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8706, loss_cls: 1.2151, loss: 1.2151, grad_norm: 3.3021, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9047, loss_cls/aux0: 0.9941, loss/aux0: 0.9941 2020-10-20 21:20:51,347 - mmaction - INFO - Epoch [222][180/396] lr: 1.362e-02, eta: 6:50:42, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8706, loss_cls: 1.2151, loss: 1.2151, grad_norm: 3.2962, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9047, loss_cls/aux0: 0.9981, loss/aux0: 0.9981 2020-10-20 21:21:27,957 - mmaction - INFO - Epoch [222][200/396] lr: 1.362e-02, eta: 6:50:04, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8687, loss_cls: 1.2496, loss: 1.2496, grad_norm: 3.2064, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0110, loss/aux0: 1.0110 2020-10-20 21:21:28,918 - mmaction - INFO - Epoch [222][200/396] lr: 1.362e-02, eta: 6:50:07, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8687, loss_cls: 1.2496, loss: 1.2496, grad_norm: 3.1869, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0001, loss/aux0: 1.0001 2020-10-20 21:22:05,352 - mmaction - INFO - Epoch [222][220/396] lr: 1.362e-02, eta: 6:49:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8732, loss_cls: 1.2549, loss: 1.2549, grad_norm: 3.1546, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9868, loss/aux0: 0.9868 2020-10-20 21:22:06,292 - mmaction - INFO - Epoch [222][220/396] lr: 1.362e-02, eta: 6:49:31, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8732, loss_cls: 1.2549, loss: 1.2549, grad_norm: 3.1485, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9878, loss/aux0: 0.9878 2020-10-20 21:22:42,945 - mmaction - INFO - Epoch [222][240/396] lr: 1.362e-02, eta: 6:48:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6753, top5_acc: 0.8740, loss_cls: 1.2662, loss: 1.2662, grad_norm: 3.2999, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9731, loss/aux0: 0.9731 2020-10-20 21:22:43,905 - mmaction - INFO - Epoch [222][240/396] lr: 1.362e-02, eta: 6:48:55, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6753, top5_acc: 0.8740, loss_cls: 1.2662, loss: 1.2662, grad_norm: 3.2911, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9826, loss/aux0: 0.9826 2020-10-20 21:23:20,415 - mmaction - INFO - Epoch [222][260/396] lr: 1.362e-02, eta: 6:48:16, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6768, top5_acc: 0.8742, loss_cls: 1.2516, loss: 1.2516, grad_norm: 3.2394, top1_acc/aux0: 0.7497, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9641, loss/aux0: 0.9641 2020-10-20 21:23:21,362 - mmaction - INFO - Epoch [222][260/396] lr: 1.362e-02, eta: 6:48:19, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6768, top5_acc: 0.8742, loss_cls: 1.2516, loss: 1.2516, grad_norm: 3.2269, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9508, loss/aux0: 0.9508 2020-10-20 21:23:57,736 - mmaction - INFO - Epoch [222][280/396] lr: 1.362e-02, eta: 6:47:40, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2443, loss: 1.2443, grad_norm: 3.2182, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0559, loss/aux0: 1.0559 2020-10-20 21:23:58,676 - mmaction - INFO - Epoch [222][280/396] lr: 1.362e-02, eta: 6:47:43, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2443, loss: 1.2443, grad_norm: 3.2443, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0758, loss/aux0: 1.0758 2020-10-20 21:24:35,293 - mmaction - INFO - Epoch [222][300/396] lr: 1.362e-02, eta: 6:47:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8625, loss_cls: 1.2892, loss: 1.2892, grad_norm: 3.3224, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0005, loss/aux0: 1.0005 2020-10-20 21:24:36,248 - mmaction - INFO - Epoch [222][300/396] lr: 1.362e-02, eta: 6:47:08, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8625, loss_cls: 1.2892, loss: 1.2892, grad_norm: 3.3238, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9924, loss/aux0: 0.9924 2020-10-20 21:25:12,775 - mmaction - INFO - Epoch [222][320/396] lr: 1.362e-02, eta: 6:46:29, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6956, top5_acc: 0.8766, loss_cls: 1.2059, loss: 1.2059, grad_norm: 3.2356, top1_acc/aux0: 0.7497, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9844, loss/aux0: 0.9844 2020-10-20 21:25:13,735 - mmaction - INFO - Epoch [222][320/396] lr: 1.362e-02, eta: 6:46:32, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.6956, top5_acc: 0.8766, loss_cls: 1.2059, loss: 1.2059, grad_norm: 3.2139, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9823, loss/aux0: 0.9823 2020-10-20 21:25:50,305 - mmaction - INFO - Epoch [222][340/396] lr: 1.362e-02, eta: 6:45:53, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6844, top5_acc: 0.8622, loss_cls: 1.2792, loss: 1.2792, grad_norm: 3.2458, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0017, loss/aux0: 1.0017 2020-10-20 21:25:51,254 - mmaction - INFO - Epoch [222][340/396] lr: 1.362e-02, eta: 6:45:56, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6844, top5_acc: 0.8622, loss_cls: 1.2792, loss: 1.2792, grad_norm: 3.2630, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0098, loss/aux0: 1.0098 2020-10-20 21:26:27,817 - mmaction - INFO - Epoch [222][360/396] lr: 1.362e-02, eta: 6:45:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8687, loss_cls: 1.2696, loss: 1.2696, grad_norm: 3.2856, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9614, loss/aux0: 0.9614 2020-10-20 21:26:28,782 - mmaction - INFO - Epoch [222][360/396] lr: 1.362e-02, eta: 6:45:20, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6841, top5_acc: 0.8687, loss_cls: 1.2696, loss: 1.2696, grad_norm: 3.2805, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9526, loss/aux0: 0.9526 2020-10-20 21:27:05,380 - mmaction - INFO - Epoch [222][380/396] lr: 1.362e-02, eta: 6:44:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8693, loss_cls: 1.2609, loss: 1.2609, grad_norm: 3.3047, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0011, loss/aux0: 1.0011 2020-10-20 21:27:06,358 - mmaction - INFO - Epoch [222][380/396] lr: 1.362e-02, eta: 6:44:44, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6799, top5_acc: 0.8693, loss_cls: 1.2609, loss: 1.2609, grad_norm: 3.2993, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9941, loss/aux0: 0.9941 2020-10-20 21:32:18,360 - mmaction - INFO - Epoch [223][20/396] lr: 1.287e-02, eta: 6:43:32, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6977, top5_acc: 0.8734, loss_cls: 1.1894, loss: 1.1894, grad_norm: 3.2496, top1_acc/aux0: 0.7423, top5_acc/aux0: 0.9082, loss_cls/aux0: 1.0055, loss/aux0: 1.0055 2020-10-20 21:32:19,334 - mmaction - INFO - Epoch [223][20/396] lr: 1.287e-02, eta: 6:43:35, time: 0.931, data_time: 0.005, memory: 8466, top1_acc: 0.6977, top5_acc: 0.8734, loss_cls: 1.1894, loss: 1.1894, grad_norm: 3.2390, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0007, loss/aux0: 1.0007 2020-10-20 21:32:55,756 - mmaction - INFO - Epoch [223][40/396] lr: 1.287e-02, eta: 6:42:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6833, top5_acc: 0.8734, loss_cls: 1.2572, loss: 1.2572, grad_norm: 3.2745, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9651, loss/aux0: 0.9651 2020-10-20 21:32:56,719 - mmaction - INFO - Epoch [223][40/396] lr: 1.287e-02, eta: 6:42:59, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6833, top5_acc: 0.8734, loss_cls: 1.2572, loss: 1.2572, grad_norm: 3.2666, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9651, loss/aux0: 0.9651 2020-10-20 21:33:33,188 - mmaction - INFO - Epoch [223][60/396] lr: 1.287e-02, eta: 6:42:21, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6932, top5_acc: 0.8716, loss_cls: 1.2457, loss: 1.2457, grad_norm: 3.2917, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0055, loss/aux0: 1.0055 2020-10-20 21:33:34,125 - mmaction - INFO - Epoch [223][60/396] lr: 1.287e-02, eta: 6:42:24, time: 0.933, data_time: 0.004, memory: 8466, top1_acc: 0.6932, top5_acc: 0.8716, loss_cls: 1.2457, loss: 1.2457, grad_norm: 3.2765, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0034, loss/aux0: 1.0034 2020-10-20 21:34:10,465 - mmaction - INFO - Epoch [223][80/396] lr: 1.287e-02, eta: 6:41:45, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8677, loss_cls: 1.2762, loss: 1.2762, grad_norm: 3.2763, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9770, loss/aux0: 0.9770 2020-10-20 21:34:11,407 - mmaction - INFO - Epoch [223][80/396] lr: 1.287e-02, eta: 6:41:48, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8677, loss_cls: 1.2762, loss: 1.2762, grad_norm: 3.2921, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9926, loss/aux0: 0.9926 2020-10-20 21:34:47,820 - mmaction - INFO - Epoch [223][100/396] lr: 1.287e-02, eta: 6:41:09, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6716, top5_acc: 0.8719, loss_cls: 1.2651, loss: 1.2651, grad_norm: 3.3180, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9005, loss_cls/aux0: 0.9927, loss/aux0: 0.9927 2020-10-20 21:34:48,758 - mmaction - INFO - Epoch [223][100/396] lr: 1.287e-02, eta: 6:41:12, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6716, top5_acc: 0.8719, loss_cls: 1.2651, loss: 1.2651, grad_norm: 3.3328, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9029, loss_cls/aux0: 0.9879, loss/aux0: 0.9879 2020-10-20 21:35:25,345 - mmaction - INFO - Epoch [223][120/396] lr: 1.287e-02, eta: 6:40:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8737, loss_cls: 1.2135, loss: 1.2135, grad_norm: 3.3162, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0021, loss/aux0: 1.0021 2020-10-20 21:35:26,315 - mmaction - INFO - Epoch [223][120/396] lr: 1.287e-02, eta: 6:40:36, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8737, loss_cls: 1.2135, loss: 1.2135, grad_norm: 3.3238, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9948, loss/aux0: 0.9948 2020-10-20 21:36:02,953 - mmaction - INFO - Epoch [223][140/396] lr: 1.287e-02, eta: 6:39:58, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8729, loss_cls: 1.2302, loss: 1.2302, grad_norm: 3.2757, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9876, loss/aux0: 0.9876 2020-10-20 21:36:03,921 - mmaction - INFO - Epoch [223][140/396] lr: 1.287e-02, eta: 6:40:00, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.6914, top5_acc: 0.8729, loss_cls: 1.2302, loss: 1.2302, grad_norm: 3.2854, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9918, loss/aux0: 0.9918 2020-10-20 21:36:40,399 - mmaction - INFO - Epoch [223][160/396] lr: 1.287e-02, eta: 6:39:22, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8695, loss_cls: 1.2348, loss: 1.2348, grad_norm: 3.3097, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9878, loss/aux0: 0.9878 2020-10-20 21:36:41,359 - mmaction - INFO - Epoch [223][160/396] lr: 1.287e-02, eta: 6:39:25, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8695, loss_cls: 1.2348, loss: 1.2348, grad_norm: 3.2787, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9833, loss/aux0: 0.9833 2020-10-20 21:37:17,773 - mmaction - INFO - Epoch [223][180/396] lr: 1.287e-02, eta: 6:38:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6865, top5_acc: 0.8721, loss_cls: 1.2266, loss: 1.2266, grad_norm: 3.3056, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9689, loss/aux0: 0.9689 2020-10-20 21:37:18,727 - mmaction - INFO - Epoch [223][180/396] lr: 1.287e-02, eta: 6:38:49, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6865, top5_acc: 0.8721, loss_cls: 1.2266, loss: 1.2266, grad_norm: 3.2938, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9673, loss/aux0: 0.9673 2020-10-20 21:37:55,284 - mmaction - INFO - Epoch [223][200/396] lr: 1.287e-02, eta: 6:38:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6927, top5_acc: 0.8698, loss_cls: 1.2251, loss: 1.2251, grad_norm: 3.2456, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9527, loss/aux0: 0.9527 2020-10-20 21:37:56,240 - mmaction - INFO - Epoch [223][200/396] lr: 1.287e-02, eta: 6:38:13, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6927, top5_acc: 0.8698, loss_cls: 1.2251, loss: 1.2251, grad_norm: 3.2593, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9574, loss/aux0: 0.9574 2020-10-20 21:38:32,596 - mmaction - INFO - Epoch [223][220/396] lr: 1.287e-02, eta: 6:37:34, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8789, loss_cls: 1.1995, loss: 1.1995, grad_norm: 3.3212, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9807, loss/aux0: 0.9807 2020-10-20 21:38:33,596 - mmaction - INFO - Epoch [223][220/396] lr: 1.287e-02, eta: 6:37:37, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.6898, top5_acc: 0.8789, loss_cls: 1.1995, loss: 1.1995, grad_norm: 3.3378, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9881, loss/aux0: 0.9881 2020-10-20 21:39:10,037 - mmaction - INFO - Epoch [223][240/396] lr: 1.287e-02, eta: 6:36:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6867, top5_acc: 0.8753, loss_cls: 1.2334, loss: 1.2334, grad_norm: 3.2468, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9517, loss/aux0: 0.9517 2020-10-20 21:39:10,988 - mmaction - INFO - Epoch [223][240/396] lr: 1.287e-02, eta: 6:37:01, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6867, top5_acc: 0.8753, loss_cls: 1.2334, loss: 1.2334, grad_norm: 3.2716, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9484, loss/aux0: 0.9484 2020-10-20 21:39:47,511 - mmaction - INFO - Epoch [223][260/396] lr: 1.287e-02, eta: 6:36:23, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6885, top5_acc: 0.8734, loss_cls: 1.2166, loss: 1.2166, grad_norm: 3.3076, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9117, loss_cls/aux0: 1.0083, loss/aux0: 1.0083 2020-10-20 21:39:48,457 - mmaction - INFO - Epoch [223][260/396] lr: 1.287e-02, eta: 6:36:25, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6885, top5_acc: 0.8734, loss_cls: 1.2166, loss: 1.2166, grad_norm: 3.3121, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9112, loss_cls/aux0: 1.0017, loss/aux0: 1.0017 2020-10-20 21:40:24,915 - mmaction - INFO - Epoch [223][280/396] lr: 1.287e-02, eta: 6:35:47, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8732, loss_cls: 1.2132, loss: 1.2132, grad_norm: 3.2863, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0159, loss/aux0: 1.0159 2020-10-20 21:40:25,887 - mmaction - INFO - Epoch [223][280/396] lr: 1.287e-02, eta: 6:35:50, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8732, loss_cls: 1.2132, loss: 1.2132, grad_norm: 3.2705, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0279, loss/aux0: 1.0279 2020-10-20 21:41:02,519 - mmaction - INFO - Epoch [223][300/396] lr: 1.287e-02, eta: 6:35:11, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8669, loss_cls: 1.2510, loss: 1.2510, grad_norm: 3.2999, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9070, loss_cls/aux0: 0.9970, loss/aux0: 0.9970 2020-10-20 21:41:03,451 - mmaction - INFO - Epoch [223][300/396] lr: 1.287e-02, eta: 6:35:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.6917, top5_acc: 0.8669, loss_cls: 1.2510, loss: 1.2510, grad_norm: 3.3117, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9936, loss/aux0: 0.9936 2020-10-20 21:41:40,101 - mmaction - INFO - Epoch [223][320/396] lr: 1.287e-02, eta: 6:34:35, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8669, loss_cls: 1.2219, loss: 1.2219, grad_norm: 3.2820, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9932, loss/aux0: 0.9932 2020-10-20 21:41:41,078 - mmaction - INFO - Epoch [223][320/396] lr: 1.287e-02, eta: 6:34:38, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6943, top5_acc: 0.8669, loss_cls: 1.2219, loss: 1.2219, grad_norm: 3.2745, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9814, loss/aux0: 0.9814 2020-10-20 21:42:17,496 - mmaction - INFO - Epoch [223][340/396] lr: 1.287e-02, eta: 6:33:59, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8750, loss_cls: 1.1999, loss: 1.1999, grad_norm: 3.1933, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9711, loss/aux0: 0.9711 2020-10-20 21:42:18,421 - mmaction - INFO - Epoch [223][340/396] lr: 1.287e-02, eta: 6:34:02, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8750, loss_cls: 1.1999, loss: 1.1999, grad_norm: 3.1851, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9800, loss/aux0: 0.9800 2020-10-20 21:42:54,946 - mmaction - INFO - Epoch [223][360/396] lr: 1.287e-02, eta: 6:33:24, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6883, top5_acc: 0.8674, loss_cls: 1.2347, loss: 1.2347, grad_norm: 3.1607, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9557, loss/aux0: 0.9557 2020-10-20 21:42:55,897 - mmaction - INFO - Epoch [223][360/396] lr: 1.287e-02, eta: 6:33:26, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6883, top5_acc: 0.8674, loss_cls: 1.2347, loss: 1.2347, grad_norm: 3.1837, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9576, loss/aux0: 0.9576 2020-10-20 21:43:32,331 - mmaction - INFO - Epoch [223][380/396] lr: 1.287e-02, eta: 6:32:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6924, top5_acc: 0.8708, loss_cls: 1.2303, loss: 1.2303, grad_norm: 3.3323, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0007, loss/aux0: 1.0007 2020-10-20 21:43:33,271 - mmaction - INFO - Epoch [223][380/396] lr: 1.287e-02, eta: 6:32:51, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6924, top5_acc: 0.8708, loss_cls: 1.2303, loss: 1.2303, grad_norm: 3.3251, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9962, loss/aux0: 0.9962 2020-10-20 21:49:07,474 - mmaction - INFO - Epoch [224][20/396] lr: 1.213e-02, eta: 6:31:39, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.6938, top5_acc: 0.8786, loss_cls: 1.1985, loss: 1.1985, grad_norm: 3.3282, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0315, loss/aux0: 1.0315 2020-10-20 21:49:08,450 - mmaction - INFO - Epoch [224][20/396] lr: 1.213e-02, eta: 6:31:42, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.6938, top5_acc: 0.8786, loss_cls: 1.1985, loss: 1.1985, grad_norm: 3.3172, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0304, loss/aux0: 1.0304 2020-10-20 21:49:44,832 - mmaction - INFO - Epoch [224][40/396] lr: 1.213e-02, eta: 6:31:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8844, loss_cls: 1.1732, loss: 1.1732, grad_norm: 3.2528, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9660, loss/aux0: 0.9660 2020-10-20 21:49:45,794 - mmaction - INFO - Epoch [224][40/396] lr: 1.213e-02, eta: 6:31:06, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8844, loss_cls: 1.1732, loss: 1.1732, grad_norm: 3.2524, top1_acc/aux0: 0.7497, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9731, loss/aux0: 0.9731 2020-10-20 21:50:22,353 - mmaction - INFO - Epoch [224][60/396] lr: 1.213e-02, eta: 6:30:27, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8664, loss_cls: 1.2663, loss: 1.2663, grad_norm: 3.3123, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9785, loss/aux0: 0.9785 2020-10-20 21:50:23,295 - mmaction - INFO - Epoch [224][60/396] lr: 1.213e-02, eta: 6:30:30, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.6771, top5_acc: 0.8664, loss_cls: 1.2663, loss: 1.2663, grad_norm: 3.3065, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9759, loss/aux0: 0.9759 2020-10-20 21:50:59,855 - mmaction - INFO - Epoch [224][80/396] lr: 1.213e-02, eta: 6:29:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7010, top5_acc: 0.8753, loss_cls: 1.2006, loss: 1.2006, grad_norm: 3.2385, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9764, loss/aux0: 0.9764 2020-10-20 21:51:00,812 - mmaction - INFO - Epoch [224][80/396] lr: 1.213e-02, eta: 6:29:54, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7010, top5_acc: 0.8753, loss_cls: 1.2006, loss: 1.2006, grad_norm: 3.2315, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9670, loss/aux0: 0.9670 2020-10-20 21:51:37,304 - mmaction - INFO - Epoch [224][100/396] lr: 1.213e-02, eta: 6:29:16, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7104, top5_acc: 0.8823, loss_cls: 1.1427, loss: 1.1427, grad_norm: 3.2347, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9321, loss/aux0: 0.9321 2020-10-20 21:51:38,218 - mmaction - INFO - Epoch [224][100/396] lr: 1.213e-02, eta: 6:29:18, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7104, top5_acc: 0.8823, loss_cls: 1.1427, loss: 1.1427, grad_norm: 3.2428, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9419, loss/aux0: 0.9419 2020-10-20 21:52:14,607 - mmaction - INFO - Epoch [224][120/396] lr: 1.213e-02, eta: 6:28:40, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6927, top5_acc: 0.8812, loss_cls: 1.1895, loss: 1.1895, grad_norm: 3.2184, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9944, loss/aux0: 0.9944 2020-10-20 21:52:15,584 - mmaction - INFO - Epoch [224][120/396] lr: 1.213e-02, eta: 6:28:42, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.6927, top5_acc: 0.8812, loss_cls: 1.1895, loss: 1.1895, grad_norm: 3.2188, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9922, loss/aux0: 0.9922 2020-10-20 21:52:52,071 - mmaction - INFO - Epoch [224][140/396] lr: 1.213e-02, eta: 6:28:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6823, top5_acc: 0.8719, loss_cls: 1.2372, loss: 1.2372, grad_norm: 3.2857, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9662, loss/aux0: 0.9662 2020-10-20 21:52:53,012 - mmaction - INFO - Epoch [224][140/396] lr: 1.213e-02, eta: 6:28:07, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6823, top5_acc: 0.8719, loss_cls: 1.2372, loss: 1.2372, grad_norm: 3.2663, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9596, loss/aux0: 0.9596 2020-10-20 21:53:29,501 - mmaction - INFO - Epoch [224][160/396] lr: 1.213e-02, eta: 6:27:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8771, loss_cls: 1.1921, loss: 1.1921, grad_norm: 3.2453, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0138, loss/aux0: 1.0138 2020-10-20 21:53:30,461 - mmaction - INFO - Epoch [224][160/396] lr: 1.213e-02, eta: 6:27:31, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8771, loss_cls: 1.1921, loss: 1.1921, grad_norm: 3.2420, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0218, loss/aux0: 1.0218 2020-10-20 21:54:06,889 - mmaction - INFO - Epoch [224][180/396] lr: 1.213e-02, eta: 6:26:52, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6828, top5_acc: 0.8773, loss_cls: 1.2177, loss: 1.2177, grad_norm: 3.2347, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0154, loss/aux0: 1.0154 2020-10-20 21:54:07,846 - mmaction - INFO - Epoch [224][180/396] lr: 1.213e-02, eta: 6:26:55, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6828, top5_acc: 0.8773, loss_cls: 1.2177, loss: 1.2177, grad_norm: 3.2302, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0047, loss/aux0: 1.0047 2020-10-20 21:54:44,568 - mmaction - INFO - Epoch [224][200/396] lr: 1.213e-02, eta: 6:26:17, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6911, top5_acc: 0.8794, loss_cls: 1.2254, loss: 1.2254, grad_norm: 3.3186, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9628, loss/aux0: 0.9628 2020-10-20 21:54:45,535 - mmaction - INFO - Epoch [224][200/396] lr: 1.213e-02, eta: 6:26:19, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.6911, top5_acc: 0.8794, loss_cls: 1.2254, loss: 1.2254, grad_norm: 3.2935, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9631, loss/aux0: 0.9631 2020-10-20 21:55:22,040 - mmaction - INFO - Epoch [224][220/396] lr: 1.213e-02, eta: 6:25:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7034, top5_acc: 0.8745, loss_cls: 1.1975, loss: 1.1975, grad_norm: 3.3674, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9714, loss/aux0: 0.9714 2020-10-20 21:55:22,988 - mmaction - INFO - Epoch [224][220/396] lr: 1.213e-02, eta: 6:25:43, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7034, top5_acc: 0.8745, loss_cls: 1.1975, loss: 1.1975, grad_norm: 3.3698, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9763, loss/aux0: 0.9763 2020-10-20 21:55:59,590 - mmaction - INFO - Epoch [224][240/396] lr: 1.213e-02, eta: 6:25:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6930, top5_acc: 0.8680, loss_cls: 1.2398, loss: 1.2398, grad_norm: 3.3977, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9794, loss/aux0: 0.9794 2020-10-20 21:56:00,539 - mmaction - INFO - Epoch [224][240/396] lr: 1.213e-02, eta: 6:25:08, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6930, top5_acc: 0.8680, loss_cls: 1.2398, loss: 1.2398, grad_norm: 3.3907, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9690, loss/aux0: 0.9690 2020-10-20 21:56:37,290 - mmaction - INFO - Epoch [224][260/396] lr: 1.213e-02, eta: 6:24:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8786, loss_cls: 1.2115, loss: 1.2115, grad_norm: 3.3333, top1_acc/aux0: 0.7565, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9688, loss/aux0: 0.9688 2020-10-20 21:56:38,241 - mmaction - INFO - Epoch [224][260/396] lr: 1.213e-02, eta: 6:24:32, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6875, top5_acc: 0.8786, loss_cls: 1.2115, loss: 1.2115, grad_norm: 3.3307, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9822, loss/aux0: 0.9822 2020-10-20 21:57:14,621 - mmaction - INFO - Epoch [224][280/396] lr: 1.213e-02, eta: 6:23:53, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6831, top5_acc: 0.8677, loss_cls: 1.2580, loss: 1.2580, grad_norm: 3.4518, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0154, loss/aux0: 1.0154 2020-10-20 21:57:15,564 - mmaction - INFO - Epoch [224][280/396] lr: 1.213e-02, eta: 6:23:56, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.6831, top5_acc: 0.8677, loss_cls: 1.2580, loss: 1.2580, grad_norm: 3.4383, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0137, loss/aux0: 1.0137 2020-10-20 21:57:52,230 - mmaction - INFO - Epoch [224][300/396] lr: 1.213e-02, eta: 6:23:18, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6836, top5_acc: 0.8682, loss_cls: 1.2618, loss: 1.2618, grad_norm: 3.3837, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9923, loss/aux0: 0.9923 2020-10-20 21:57:53,199 - mmaction - INFO - Epoch [224][300/396] lr: 1.213e-02, eta: 6:23:20, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.6836, top5_acc: 0.8682, loss_cls: 1.2618, loss: 1.2618, grad_norm: 3.3641, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9065, loss_cls/aux0: 0.9861, loss/aux0: 0.9861 2020-10-20 21:58:29,813 - mmaction - INFO - Epoch [224][320/396] lr: 1.213e-02, eta: 6:22:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6867, top5_acc: 0.8812, loss_cls: 1.1969, loss: 1.1969, grad_norm: 3.4093, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0206, loss/aux0: 1.0206 2020-10-20 21:58:30,779 - mmaction - INFO - Epoch [224][320/396] lr: 1.213e-02, eta: 6:22:44, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.6867, top5_acc: 0.8812, loss_cls: 1.1969, loss: 1.1969, grad_norm: 3.4355, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0283, loss/aux0: 1.0283 2020-10-20 21:59:07,360 - mmaction - INFO - Epoch [224][340/396] lr: 1.213e-02, eta: 6:22:06, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6984, top5_acc: 0.8776, loss_cls: 1.1730, loss: 1.1730, grad_norm: 3.2295, top1_acc/aux0: 0.7294, top5_acc/aux0: 0.9081, loss_cls/aux0: 1.0092, loss/aux0: 1.0092 2020-10-20 21:59:08,303 - mmaction - INFO - Epoch [224][340/396] lr: 1.213e-02, eta: 6:22:09, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6984, top5_acc: 0.8776, loss_cls: 1.1730, loss: 1.1730, grad_norm: 3.2101, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9986, loss/aux0: 0.9986 2020-10-20 21:59:44,893 - mmaction - INFO - Epoch [224][360/396] lr: 1.213e-02, eta: 6:21:30, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6862, top5_acc: 0.8729, loss_cls: 1.2195, loss: 1.2195, grad_norm: 3.3387, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9556, loss/aux0: 0.9556 2020-10-20 21:59:45,859 - mmaction - INFO - Epoch [224][360/396] lr: 1.213e-02, eta: 6:21:33, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.6862, top5_acc: 0.8729, loss_cls: 1.2195, loss: 1.2195, grad_norm: 3.3274, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9634, loss/aux0: 0.9634 2020-10-20 22:00:22,372 - mmaction - INFO - Epoch [224][380/396] lr: 1.213e-02, eta: 6:20:54, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6938, top5_acc: 0.8661, loss_cls: 1.2544, loss: 1.2544, grad_norm: 3.2466, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9754, loss/aux0: 0.9754 2020-10-20 22:00:23,349 - mmaction - INFO - Epoch [224][380/396] lr: 1.213e-02, eta: 6:20:57, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.6938, top5_acc: 0.8661, loss_cls: 1.2544, loss: 1.2544, grad_norm: 3.2693, top1_acc/aux0: 0.7549, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9759, loss/aux0: 0.9759 2020-10-20 22:00:56,252 - mmaction - INFO - Saving checkpoint at 224 epochs 2020-10-20 22:02:48,719 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 22:02:48,834 - mmaction - INFO - top1_acc 0.7406 top5_acc 0.9181 2020-10-20 22:02:48,835 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 22:02:48,871 - mmaction - INFO - mean_acc 0.7407 2020-10-20 22:02:48,871 - mmaction - INFO - Now best checkpoint is epoch_224.pth 2020-10-20 22:02:48,877 - mmaction - INFO - Epoch(val) [224][396] top1_acc: 0.7406, top5_acc: 0.9181, mean_class_accuracy: 0.7407 2020-10-20 22:07:28,767 - mmaction - INFO - Epoch [225][20/396] lr: 1.142e-02, eta: 6:19:46, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7068, top5_acc: 0.8846, loss_cls: 1.1445, loss: 1.1445, grad_norm: 3.2344, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9082, loss_cls/aux0: 0.9716, loss/aux0: 0.9716 2020-10-20 22:07:29,718 - mmaction - INFO - Epoch [225][20/396] lr: 1.142e-02, eta: 6:19:48, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7068, top5_acc: 0.8846, loss_cls: 1.1445, loss: 1.1445, grad_norm: 3.2333, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9765, loss/aux0: 0.9765 2020-10-20 22:08:05,971 - mmaction - INFO - Epoch [225][40/396] lr: 1.142e-02, eta: 6:19:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.6961, top5_acc: 0.8737, loss_cls: 1.2068, loss: 1.2068, grad_norm: 3.2824, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0019, loss/aux0: 1.0019 2020-10-20 22:08:06,931 - mmaction - INFO - Epoch [225][40/396] lr: 1.142e-02, eta: 6:19:12, time: 0.931, data_time: 0.003, memory: 8466, top1_acc: 0.6961, top5_acc: 0.8737, loss_cls: 1.2068, loss: 1.2068, grad_norm: 3.3077, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0034, loss/aux0: 1.0034 2020-10-20 22:08:43,163 - mmaction - INFO - Epoch [225][60/396] lr: 1.142e-02, eta: 6:18:34, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8828, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.3162, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0038, loss/aux0: 1.0038 2020-10-20 22:08:44,122 - mmaction - INFO - Epoch [225][60/396] lr: 1.142e-02, eta: 6:18:36, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8828, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.2965, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9994, loss/aux0: 0.9994 2020-10-20 22:09:20,601 - mmaction - INFO - Epoch [225][80/396] lr: 1.142e-02, eta: 6:17:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7044, top5_acc: 0.8799, loss_cls: 1.1578, loss: 1.1578, grad_norm: 3.3296, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9417, loss/aux0: 0.9417 2020-10-20 22:09:21,559 - mmaction - INFO - Epoch [225][80/396] lr: 1.142e-02, eta: 6:18:01, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7044, top5_acc: 0.8799, loss_cls: 1.1578, loss: 1.1578, grad_norm: 3.3396, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9309, loss/aux0: 0.9309 2020-10-20 22:09:58,074 - mmaction - INFO - Epoch [225][100/396] lr: 1.142e-02, eta: 6:17:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6971, top5_acc: 0.8776, loss_cls: 1.1906, loss: 1.1906, grad_norm: 3.3367, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9253, loss/aux0: 0.9253 2020-10-20 22:09:59,020 - mmaction - INFO - Epoch [225][100/396] lr: 1.142e-02, eta: 6:17:25, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6971, top5_acc: 0.8776, loss_cls: 1.1906, loss: 1.1906, grad_norm: 3.3374, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9301, loss/aux0: 0.9301 2020-10-20 22:10:35,546 - mmaction - INFO - Epoch [225][120/396] lr: 1.142e-02, eta: 6:16:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6948, top5_acc: 0.8753, loss_cls: 1.1886, loss: 1.1886, grad_norm: 3.3349, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9768, loss/aux0: 0.9768 2020-10-20 22:10:36,507 - mmaction - INFO - Epoch [225][120/396] lr: 1.142e-02, eta: 6:16:49, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6948, top5_acc: 0.8753, loss_cls: 1.1886, loss: 1.1886, grad_norm: 3.3177, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9076, loss_cls/aux0: 0.9789, loss/aux0: 0.9789 2020-10-20 22:11:12,960 - mmaction - INFO - Epoch [225][140/396] lr: 1.142e-02, eta: 6:16:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7049, top5_acc: 0.8815, loss_cls: 1.1870, loss: 1.1870, grad_norm: 3.3379, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9775, loss/aux0: 0.9775 2020-10-20 22:11:13,947 - mmaction - INFO - Epoch [225][140/396] lr: 1.142e-02, eta: 6:16:13, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7049, top5_acc: 0.8815, loss_cls: 1.1870, loss: 1.1870, grad_norm: 3.3186, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9809, loss/aux0: 0.9809 2020-10-20 22:11:50,424 - mmaction - INFO - Epoch [225][160/396] lr: 1.142e-02, eta: 6:15:35, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7055, top5_acc: 0.8755, loss_cls: 1.1708, loss: 1.1708, grad_norm: 3.3133, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9862, loss/aux0: 0.9862 2020-10-20 22:11:51,382 - mmaction - INFO - Epoch [225][160/396] lr: 1.142e-02, eta: 6:15:37, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7055, top5_acc: 0.8755, loss_cls: 1.1708, loss: 1.1708, grad_norm: 3.2822, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9799, loss/aux0: 0.9799 2020-10-20 22:12:27,797 - mmaction - INFO - Epoch [225][180/396] lr: 1.142e-02, eta: 6:14:59, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7008, top5_acc: 0.8849, loss_cls: 1.1450, loss: 1.1450, grad_norm: 3.2347, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9769, loss/aux0: 0.9769 2020-10-20 22:12:28,753 - mmaction - INFO - Epoch [225][180/396] lr: 1.142e-02, eta: 6:15:02, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7008, top5_acc: 0.8849, loss_cls: 1.1450, loss: 1.1450, grad_norm: 3.2333, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9682, loss/aux0: 0.9682 2020-10-20 22:13:05,242 - mmaction - INFO - Epoch [225][200/396] lr: 1.142e-02, eta: 6:14:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8789, loss_cls: 1.1999, loss: 1.1999, grad_norm: 3.3681, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9803, loss/aux0: 0.9803 2020-10-20 22:13:06,207 - mmaction - INFO - Epoch [225][200/396] lr: 1.142e-02, eta: 6:14:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8789, loss_cls: 1.1999, loss: 1.1999, grad_norm: 3.3796, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9955, loss/aux0: 0.9955 2020-10-20 22:13:42,743 - mmaction - INFO - Epoch [225][220/396] lr: 1.142e-02, eta: 6:13:47, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6872, top5_acc: 0.8823, loss_cls: 1.2004, loss: 1.2004, grad_norm: 3.2609, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9971, loss/aux0: 0.9971 2020-10-20 22:13:43,684 - mmaction - INFO - Epoch [225][220/396] lr: 1.142e-02, eta: 6:13:50, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6872, top5_acc: 0.8823, loss_cls: 1.2004, loss: 1.2004, grad_norm: 3.2786, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9991, loss/aux0: 0.9991 2020-10-20 22:14:20,125 - mmaction - INFO - Epoch [225][240/396] lr: 1.142e-02, eta: 6:13:11, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6997, top5_acc: 0.8766, loss_cls: 1.1920, loss: 1.1920, grad_norm: 3.3433, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9065, loss_cls/aux0: 0.9896, loss/aux0: 0.9896 2020-10-20 22:14:21,096 - mmaction - INFO - Epoch [225][240/396] lr: 1.142e-02, eta: 6:13:14, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.6997, top5_acc: 0.8766, loss_cls: 1.1920, loss: 1.1920, grad_norm: 3.3472, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9065, loss_cls/aux0: 0.9877, loss/aux0: 0.9877 2020-10-20 22:14:57,686 - mmaction - INFO - Epoch [225][260/396] lr: 1.142e-02, eta: 6:12:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8807, loss_cls: 1.1441, loss: 1.1441, grad_norm: 3.3008, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9929, loss/aux0: 0.9929 2020-10-20 22:14:58,636 - mmaction - INFO - Epoch [225][260/396] lr: 1.142e-02, eta: 6:12:38, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8807, loss_cls: 1.1441, loss: 1.1441, grad_norm: 3.3103, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9977, loss/aux0: 0.9977 2020-10-20 22:15:35,183 - mmaction - INFO - Epoch [225][280/396] lr: 1.142e-02, eta: 6:12:00, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7060, top5_acc: 0.8740, loss_cls: 1.1706, loss: 1.1706, grad_norm: 3.4234, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9885, loss/aux0: 0.9885 2020-10-20 22:15:36,119 - mmaction - INFO - Epoch [225][280/396] lr: 1.142e-02, eta: 6:12:02, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7060, top5_acc: 0.8740, loss_cls: 1.1706, loss: 1.1706, grad_norm: 3.4097, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9750, loss/aux0: 0.9750 2020-10-20 22:16:12,770 - mmaction - INFO - Epoch [225][300/396] lr: 1.142e-02, eta: 6:11:24, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7034, top5_acc: 0.8896, loss_cls: 1.1636, loss: 1.1636, grad_norm: 3.4715, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0169, loss/aux0: 1.0169 2020-10-20 22:16:13,789 - mmaction - INFO - Epoch [225][300/396] lr: 1.142e-02, eta: 6:11:27, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.7034, top5_acc: 0.8896, loss_cls: 1.1636, loss: 1.1636, grad_norm: 3.4784, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0238, loss/aux0: 1.0238 2020-10-20 22:16:50,342 - mmaction - INFO - Epoch [225][320/396] lr: 1.142e-02, eta: 6:10:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8721, loss_cls: 1.2117, loss: 1.2117, grad_norm: 3.4024, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0089, loss/aux0: 1.0089 2020-10-20 22:16:51,285 - mmaction - INFO - Epoch [225][320/396] lr: 1.142e-02, eta: 6:10:51, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6878, top5_acc: 0.8721, loss_cls: 1.2117, loss: 1.2117, grad_norm: 3.4253, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0203, loss/aux0: 1.0203 2020-10-20 22:17:27,949 - mmaction - INFO - Epoch [225][340/396] lr: 1.142e-02, eta: 6:10:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6927, top5_acc: 0.8807, loss_cls: 1.1852, loss: 1.1852, grad_norm: 3.3670, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9742, loss/aux0: 0.9742 2020-10-20 22:17:28,912 - mmaction - INFO - Epoch [225][340/396] lr: 1.142e-02, eta: 6:10:15, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6927, top5_acc: 0.8807, loss_cls: 1.1852, loss: 1.1852, grad_norm: 3.3464, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9528, loss/aux0: 0.9528 2020-10-20 22:18:05,525 - mmaction - INFO - Epoch [225][360/396] lr: 1.142e-02, eta: 6:09:37, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.6919, top5_acc: 0.8799, loss_cls: 1.2024, loss: 1.2024, grad_norm: 3.4072, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9600, loss/aux0: 0.9600 2020-10-20 22:18:06,491 - mmaction - INFO - Epoch [225][360/396] lr: 1.142e-02, eta: 6:09:39, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6919, top5_acc: 0.8799, loss_cls: 1.2024, loss: 1.2024, grad_norm: 3.3765, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9683, loss/aux0: 0.9683 2020-10-20 22:18:43,138 - mmaction - INFO - Epoch [225][380/396] lr: 1.142e-02, eta: 6:09:01, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6935, top5_acc: 0.8776, loss_cls: 1.2189, loss: 1.2189, grad_norm: 3.3592, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9246, loss/aux0: 0.9246 2020-10-20 22:18:44,105 - mmaction - INFO - Epoch [225][380/396] lr: 1.142e-02, eta: 6:09:03, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.6935, top5_acc: 0.8776, loss_cls: 1.2189, loss: 1.2189, grad_norm: 3.3443, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9224, loss/aux0: 0.9224 2020-10-20 22:24:14,292 - mmaction - INFO - Epoch [226][20/396] lr: 1.072e-02, eta: 6:07:52, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.6979, top5_acc: 0.8799, loss_cls: 1.1818, loss: 1.1818, grad_norm: 3.2505, top1_acc/aux0: 0.7579, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9532, loss/aux0: 0.9532 2020-10-20 22:24:15,255 - mmaction - INFO - Epoch [226][20/396] lr: 1.072e-02, eta: 6:07:55, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.6979, top5_acc: 0.8799, loss_cls: 1.1818, loss: 1.1818, grad_norm: 3.2621, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9494, loss/aux0: 0.9494 2020-10-20 22:24:51,644 - mmaction - INFO - Epoch [226][40/396] lr: 1.072e-02, eta: 6:07:16, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7010, top5_acc: 0.8802, loss_cls: 1.1652, loss: 1.1652, grad_norm: 3.2989, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9269, loss/aux0: 0.9269 2020-10-20 22:24:52,611 - mmaction - INFO - Epoch [226][40/396] lr: 1.072e-02, eta: 6:07:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7010, top5_acc: 0.8802, loss_cls: 1.1652, loss: 1.1652, grad_norm: 3.3042, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9091, loss_cls/aux0: 0.9311, loss/aux0: 0.9311 2020-10-20 22:25:29,121 - mmaction - INFO - Epoch [226][60/396] lr: 1.072e-02, eta: 6:06:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7005, top5_acc: 0.8732, loss_cls: 1.1845, loss: 1.1845, grad_norm: 3.3529, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9658, loss/aux0: 0.9658 2020-10-20 22:25:30,061 - mmaction - INFO - Epoch [226][60/396] lr: 1.072e-02, eta: 6:06:43, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7005, top5_acc: 0.8732, loss_cls: 1.1845, loss: 1.1845, grad_norm: 3.3673, top1_acc/aux0: 0.7539, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9702, loss/aux0: 0.9702 2020-10-20 22:26:06,544 - mmaction - INFO - Epoch [226][80/396] lr: 1.072e-02, eta: 6:06:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7047, top5_acc: 0.8768, loss_cls: 1.1765, loss: 1.1765, grad_norm: 3.2987, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9630, loss/aux0: 0.9630 2020-10-20 22:26:07,480 - mmaction - INFO - Epoch [226][80/396] lr: 1.072e-02, eta: 6:06:07, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7047, top5_acc: 0.8768, loss_cls: 1.1765, loss: 1.1765, grad_norm: 3.3258, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9643, loss/aux0: 0.9643 2020-10-20 22:26:43,826 - mmaction - INFO - Epoch [226][100/396] lr: 1.072e-02, eta: 6:05:29, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7070, top5_acc: 0.8698, loss_cls: 1.1901, loss: 1.1901, grad_norm: 3.3422, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9706, loss/aux0: 0.9706 2020-10-20 22:26:44,843 - mmaction - INFO - Epoch [226][100/396] lr: 1.072e-02, eta: 6:05:31, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7070, top5_acc: 0.8698, loss_cls: 1.1901, loss: 1.1901, grad_norm: 3.3687, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9739, loss/aux0: 0.9739 2020-10-20 22:27:21,406 - mmaction - INFO - Epoch [226][120/396] lr: 1.072e-02, eta: 6:04:53, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7083, top5_acc: 0.8870, loss_cls: 1.1570, loss: 1.1570, grad_norm: 3.4411, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9572, loss/aux0: 0.9572 2020-10-20 22:27:22,354 - mmaction - INFO - Epoch [226][120/396] lr: 1.072e-02, eta: 6:04:55, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7083, top5_acc: 0.8870, loss_cls: 1.1570, loss: 1.1570, grad_norm: 3.4383, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9442, loss/aux0: 0.9442 2020-10-20 22:27:58,930 - mmaction - INFO - Epoch [226][140/396] lr: 1.072e-02, eta: 6:04:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.1910, loss: 1.1910, grad_norm: 3.3718, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9714, loss/aux0: 0.9714 2020-10-20 22:27:59,881 - mmaction - INFO - Epoch [226][140/396] lr: 1.072e-02, eta: 6:04:20, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.1910, loss: 1.1910, grad_norm: 3.3561, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9688, loss/aux0: 0.9688 2020-10-20 22:28:36,372 - mmaction - INFO - Epoch [226][160/396] lr: 1.072e-02, eta: 6:03:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7060, top5_acc: 0.8831, loss_cls: 1.1933, loss: 1.1933, grad_norm: 3.2842, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9166, loss/aux0: 0.9166 2020-10-20 22:28:37,303 - mmaction - INFO - Epoch [226][160/396] lr: 1.072e-02, eta: 6:03:44, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7060, top5_acc: 0.8831, loss_cls: 1.1933, loss: 1.1933, grad_norm: 3.2990, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9224, loss/aux0: 0.9224 2020-10-20 22:29:13,771 - mmaction - INFO - Epoch [226][180/396] lr: 1.072e-02, eta: 6:03:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.6966, top5_acc: 0.8828, loss_cls: 1.1874, loss: 1.1874, grad_norm: 3.4670, top1_acc/aux0: 0.7383, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0077, loss/aux0: 1.0077 2020-10-20 22:29:14,702 - mmaction - INFO - Epoch [226][180/396] lr: 1.072e-02, eta: 6:03:08, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6966, top5_acc: 0.8828, loss_cls: 1.1874, loss: 1.1874, grad_norm: 3.4348, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9042, loss_cls/aux0: 0.9968, loss/aux0: 0.9968 2020-10-20 22:29:51,374 - mmaction - INFO - Epoch [226][200/396] lr: 1.072e-02, eta: 6:02:30, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8729, loss_cls: 1.1977, loss: 1.1977, grad_norm: 3.2765, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9503, loss/aux0: 0.9503 2020-10-20 22:29:52,339 - mmaction - INFO - Epoch [226][200/396] lr: 1.072e-02, eta: 6:02:32, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8729, loss_cls: 1.1977, loss: 1.1977, grad_norm: 3.3054, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9677, loss/aux0: 0.9677 2020-10-20 22:30:29,093 - mmaction - INFO - Epoch [226][220/396] lr: 1.072e-02, eta: 6:01:54, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7049, top5_acc: 0.8794, loss_cls: 1.1922, loss: 1.1922, grad_norm: 3.3018, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9672, loss/aux0: 0.9672 2020-10-20 22:30:30,053 - mmaction - INFO - Epoch [226][220/396] lr: 1.072e-02, eta: 6:01:56, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.7049, top5_acc: 0.8794, loss_cls: 1.1922, loss: 1.1922, grad_norm: 3.2971, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9701, loss/aux0: 0.9701 2020-10-20 22:31:06,559 - mmaction - INFO - Epoch [226][240/396] lr: 1.072e-02, eta: 6:01:18, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7068, top5_acc: 0.8849, loss_cls: 1.1522, loss: 1.1522, grad_norm: 3.3680, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9474, loss/aux0: 0.9474 2020-10-20 22:31:07,531 - mmaction - INFO - Epoch [226][240/396] lr: 1.072e-02, eta: 6:01:21, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7068, top5_acc: 0.8849, loss_cls: 1.1522, loss: 1.1522, grad_norm: 3.3896, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9452, loss/aux0: 0.9452 2020-10-20 22:31:44,124 - mmaction - INFO - Epoch [226][260/396] lr: 1.072e-02, eta: 6:00:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.1727, loss: 1.1727, grad_norm: 3.3512, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9627, loss/aux0: 0.9627 2020-10-20 22:31:45,062 - mmaction - INFO - Epoch [226][260/396] lr: 1.072e-02, eta: 6:00:45, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.1727, loss: 1.1727, grad_norm: 3.3358, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9542, loss/aux0: 0.9542 2020-10-20 22:32:21,411 - mmaction - INFO - Epoch [226][280/396] lr: 1.072e-02, eta: 6:00:06, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8802, loss_cls: 1.1793, loss: 1.1793, grad_norm: 3.3745, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9540, loss/aux0: 0.9540 2020-10-20 22:32:22,366 - mmaction - INFO - Epoch [226][280/396] lr: 1.072e-02, eta: 6:00:09, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.6987, top5_acc: 0.8802, loss_cls: 1.1793, loss: 1.1793, grad_norm: 3.3863, top1_acc/aux0: 0.7523, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9559, loss/aux0: 0.9559 2020-10-20 22:32:59,069 - mmaction - INFO - Epoch [226][300/396] lr: 1.072e-02, eta: 5:59:31, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7044, top5_acc: 0.8799, loss_cls: 1.1726, loss: 1.1726, grad_norm: 3.3287, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8651, loss/aux0: 0.8651 2020-10-20 22:33:00,045 - mmaction - INFO - Epoch [226][300/396] lr: 1.072e-02, eta: 5:59:33, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.7044, top5_acc: 0.8799, loss_cls: 1.1726, loss: 1.1726, grad_norm: 3.3252, top1_acc/aux0: 0.7747, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8612, loss/aux0: 0.8612 2020-10-20 22:33:36,612 - mmaction - INFO - Epoch [226][320/396] lr: 1.072e-02, eta: 5:58:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8859, loss_cls: 1.1622, loss: 1.1622, grad_norm: 3.4320, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9341, loss/aux0: 0.9341 2020-10-20 22:33:37,578 - mmaction - INFO - Epoch [226][320/396] lr: 1.072e-02, eta: 5:58:57, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.6995, top5_acc: 0.8859, loss_cls: 1.1622, loss: 1.1622, grad_norm: 3.4370, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9385, loss/aux0: 0.9385 2020-10-20 22:34:13,969 - mmaction - INFO - Epoch [226][340/396] lr: 1.072e-02, eta: 5:58:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8820, loss_cls: 1.1875, loss: 1.1875, grad_norm: 3.3233, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9047, loss_cls/aux0: 0.9813, loss/aux0: 0.9813 2020-10-20 22:34:14,935 - mmaction - INFO - Epoch [226][340/396] lr: 1.072e-02, eta: 5:58:21, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8820, loss_cls: 1.1875, loss: 1.1875, grad_norm: 3.3191, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9065, loss_cls/aux0: 0.9744, loss/aux0: 0.9744 2020-10-20 22:34:51,338 - mmaction - INFO - Epoch [226][360/396] lr: 1.072e-02, eta: 5:57:43, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8797, loss_cls: 1.1721, loss: 1.1721, grad_norm: 3.2949, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8978, loss/aux0: 0.8978 2020-10-20 22:34:52,344 - mmaction - INFO - Epoch [226][360/396] lr: 1.072e-02, eta: 5:57:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.6990, top5_acc: 0.8797, loss_cls: 1.1721, loss: 1.1721, grad_norm: 3.3137, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9162, loss/aux0: 0.9162 2020-10-20 22:35:28,918 - mmaction - INFO - Epoch [226][380/396] lr: 1.072e-02, eta: 5:57:07, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.6857, top5_acc: 0.8714, loss_cls: 1.2177, loss: 1.2177, grad_norm: 3.4069, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9378, loss/aux0: 0.9378 2020-10-20 22:35:29,869 - mmaction - INFO - Epoch [226][380/396] lr: 1.072e-02, eta: 5:57:10, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.6857, top5_acc: 0.8714, loss_cls: 1.2177, loss: 1.2177, grad_norm: 3.3779, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9215, loss/aux0: 0.9215 2020-10-20 22:40:11,416 - mmaction - INFO - Epoch [227][20/396] lr: 1.005e-02, eta: 5:55:59, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7193, top5_acc: 0.8951, loss_cls: 1.0755, loss: 1.0755, grad_norm: 3.3294, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9150, loss_cls/aux0: 0.9556, loss/aux0: 0.9556 2020-10-20 22:40:12,331 - mmaction - INFO - Epoch [227][20/396] lr: 1.005e-02, eta: 5:56:01, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7193, top5_acc: 0.8951, loss_cls: 1.0755, loss: 1.0755, grad_norm: 3.3283, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9686, loss/aux0: 0.9686 2020-10-20 22:40:48,791 - mmaction - INFO - Epoch [227][40/396] lr: 1.005e-02, eta: 5:55:23, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7042, top5_acc: 0.8818, loss_cls: 1.1696, loss: 1.1696, grad_norm: 3.2867, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9399, loss/aux0: 0.9399 2020-10-20 22:40:49,735 - mmaction - INFO - Epoch [227][40/396] lr: 1.005e-02, eta: 5:55:25, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7042, top5_acc: 0.8818, loss_cls: 1.1696, loss: 1.1696, grad_norm: 3.3085, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9324, loss/aux0: 0.9324 2020-10-20 22:41:26,108 - mmaction - INFO - Epoch [227][60/396] lr: 1.005e-02, eta: 5:54:47, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8812, loss_cls: 1.1442, loss: 1.1442, grad_norm: 3.3461, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9562, loss/aux0: 0.9562 2020-10-20 22:41:27,050 - mmaction - INFO - Epoch [227][60/396] lr: 1.005e-02, eta: 5:54:50, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8812, loss_cls: 1.1442, loss: 1.1442, grad_norm: 3.3516, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9442, loss/aux0: 0.9442 2020-10-20 22:42:03,497 - mmaction - INFO - Epoch [227][80/396] lr: 1.005e-02, eta: 5:54:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8786, loss_cls: 1.1942, loss: 1.1942, grad_norm: 3.3633, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9358, loss/aux0: 0.9358 2020-10-20 22:42:04,453 - mmaction - INFO - Epoch [227][80/396] lr: 1.005e-02, eta: 5:54:14, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8786, loss_cls: 1.1942, loss: 1.1942, grad_norm: 3.3607, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9360, loss/aux0: 0.9360 2020-10-20 22:42:40,915 - mmaction - INFO - Epoch [227][100/396] lr: 1.005e-02, eta: 5:53:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7122, top5_acc: 0.8737, loss_cls: 1.1536, loss: 1.1536, grad_norm: 3.3081, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9396, loss/aux0: 0.9396 2020-10-20 22:42:41,892 - mmaction - INFO - Epoch [227][100/396] lr: 1.005e-02, eta: 5:53:38, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7122, top5_acc: 0.8737, loss_cls: 1.1536, loss: 1.1536, grad_norm: 3.2796, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9369, loss/aux0: 0.9369 2020-10-20 22:43:18,403 - mmaction - INFO - Epoch [227][120/396] lr: 1.005e-02, eta: 5:53:00, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8799, loss_cls: 1.1536, loss: 1.1536, grad_norm: 3.3377, top1_acc/aux0: 0.7497, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9774, loss/aux0: 0.9774 2020-10-20 22:43:19,336 - mmaction - INFO - Epoch [227][120/396] lr: 1.005e-02, eta: 5:53:02, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8799, loss_cls: 1.1536, loss: 1.1536, grad_norm: 3.3184, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9783, loss/aux0: 0.9783 2020-10-20 22:43:55,790 - mmaction - INFO - Epoch [227][140/396] lr: 1.005e-02, eta: 5:52:24, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7089, top5_acc: 0.8833, loss_cls: 1.1404, loss: 1.1404, grad_norm: 3.3202, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9240, loss/aux0: 0.9240 2020-10-20 22:43:56,760 - mmaction - INFO - Epoch [227][140/396] lr: 1.005e-02, eta: 5:52:26, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7089, top5_acc: 0.8833, loss_cls: 1.1404, loss: 1.1404, grad_norm: 3.3310, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9258, loss/aux0: 0.9258 2020-10-20 22:44:33,311 - mmaction - INFO - Epoch [227][160/396] lr: 1.005e-02, eta: 5:51:48, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6971, top5_acc: 0.8745, loss_cls: 1.1823, loss: 1.1823, grad_norm: 3.4376, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9261, loss/aux0: 0.9261 2020-10-20 22:44:34,294 - mmaction - INFO - Epoch [227][160/396] lr: 1.005e-02, eta: 5:51:50, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6971, top5_acc: 0.8745, loss_cls: 1.1823, loss: 1.1823, grad_norm: 3.4422, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9327, loss/aux0: 0.9327 2020-10-20 22:45:10,741 - mmaction - INFO - Epoch [227][180/396] lr: 1.005e-02, eta: 5:51:12, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7078, top5_acc: 0.8839, loss_cls: 1.1571, loss: 1.1571, grad_norm: 3.4136, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9597, loss/aux0: 0.9597 2020-10-20 22:45:11,703 - mmaction - INFO - Epoch [227][180/396] lr: 1.005e-02, eta: 5:51:15, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7078, top5_acc: 0.8839, loss_cls: 1.1571, loss: 1.1571, grad_norm: 3.4202, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9601, loss/aux0: 0.9601 2020-10-20 22:45:48,176 - mmaction - INFO - Epoch [227][200/396] lr: 1.005e-02, eta: 5:50:36, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8823, loss_cls: 1.1763, loss: 1.1763, grad_norm: 3.3928, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9787, loss/aux0: 0.9787 2020-10-20 22:45:49,101 - mmaction - INFO - Epoch [227][200/396] lr: 1.005e-02, eta: 5:50:39, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7016, top5_acc: 0.8823, loss_cls: 1.1763, loss: 1.1763, grad_norm: 3.3838, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9768, loss/aux0: 0.9768 2020-10-20 22:46:25,774 - mmaction - INFO - Epoch [227][220/396] lr: 1.005e-02, eta: 5:50:00, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7065, top5_acc: 0.8875, loss_cls: 1.1483, loss: 1.1483, grad_norm: 3.3888, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9417, loss/aux0: 0.9417 2020-10-20 22:46:26,725 - mmaction - INFO - Epoch [227][220/396] lr: 1.005e-02, eta: 5:50:03, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.7065, top5_acc: 0.8875, loss_cls: 1.1483, loss: 1.1483, grad_norm: 3.3930, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.9384, loss/aux0: 0.9384 2020-10-20 22:47:03,359 - mmaction - INFO - Epoch [227][240/396] lr: 1.005e-02, eta: 5:49:25, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7008, top5_acc: 0.8823, loss_cls: 1.1858, loss: 1.1858, grad_norm: 3.3767, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.9394, loss/aux0: 0.9394 2020-10-20 22:47:04,314 - mmaction - INFO - Epoch [227][240/396] lr: 1.005e-02, eta: 5:49:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7008, top5_acc: 0.8823, loss_cls: 1.1858, loss: 1.1858, grad_norm: 3.4217, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9540, loss/aux0: 0.9540 2020-10-20 22:47:40,802 - mmaction - INFO - Epoch [227][260/396] lr: 1.005e-02, eta: 5:48:49, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8768, loss_cls: 1.1783, loss: 1.1783, grad_norm: 3.4012, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9353, loss/aux0: 0.9353 2020-10-20 22:47:41,776 - mmaction - INFO - Epoch [227][260/396] lr: 1.005e-02, eta: 5:48:51, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7003, top5_acc: 0.8768, loss_cls: 1.1783, loss: 1.1783, grad_norm: 3.4047, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9363, loss/aux0: 0.9363 2020-10-20 22:48:18,434 - mmaction - INFO - Epoch [227][280/396] lr: 1.005e-02, eta: 5:48:13, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7047, top5_acc: 0.8849, loss_cls: 1.1451, loss: 1.1451, grad_norm: 3.4132, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9403, loss/aux0: 0.9403 2020-10-20 22:48:19,361 - mmaction - INFO - Epoch [227][280/396] lr: 1.005e-02, eta: 5:48:15, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7047, top5_acc: 0.8849, loss_cls: 1.1451, loss: 1.1451, grad_norm: 3.4222, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9300, loss/aux0: 0.9300 2020-10-20 22:48:56,000 - mmaction - INFO - Epoch [227][300/396] lr: 1.005e-02, eta: 5:47:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.6977, top5_acc: 0.8706, loss_cls: 1.1982, loss: 1.1982, grad_norm: 3.4132, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9165, loss/aux0: 0.9165 2020-10-20 22:48:56,959 - mmaction - INFO - Epoch [227][300/396] lr: 1.005e-02, eta: 5:47:40, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.6977, top5_acc: 0.8706, loss_cls: 1.1982, loss: 1.1982, grad_norm: 3.4053, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9118, loss/aux0: 0.9118 2020-10-20 22:49:33,472 - mmaction - INFO - Epoch [227][320/396] lr: 1.005e-02, eta: 5:47:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8768, loss_cls: 1.1738, loss: 1.1738, grad_norm: 3.3810, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9770, loss/aux0: 0.9770 2020-10-20 22:49:34,436 - mmaction - INFO - Epoch [227][320/396] lr: 1.005e-02, eta: 5:47:04, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.6958, top5_acc: 0.8768, loss_cls: 1.1738, loss: 1.1738, grad_norm: 3.3638, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9881, loss/aux0: 0.9881 2020-10-20 22:50:10,915 - mmaction - INFO - Epoch [227][340/396] lr: 1.005e-02, eta: 5:46:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8750, loss_cls: 1.2041, loss: 1.2041, grad_norm: 3.3574, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9472, loss/aux0: 0.9472 2020-10-20 22:50:11,884 - mmaction - INFO - Epoch [227][340/396] lr: 1.005e-02, eta: 5:46:28, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7021, top5_acc: 0.8750, loss_cls: 1.2041, loss: 1.2041, grad_norm: 3.3603, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9326, loss/aux0: 0.9326 2020-10-20 22:50:48,396 - mmaction - INFO - Epoch [227][360/396] lr: 1.005e-02, eta: 5:45:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8802, loss_cls: 1.1678, loss: 1.1678, grad_norm: 3.4801, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9610, loss/aux0: 0.9610 2020-10-20 22:50:49,361 - mmaction - INFO - Epoch [227][360/396] lr: 1.005e-02, eta: 5:45:52, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8802, loss_cls: 1.1678, loss: 1.1678, grad_norm: 3.4628, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9642, loss/aux0: 0.9642 2020-10-20 22:51:25,942 - mmaction - INFO - Epoch [227][380/396] lr: 1.005e-02, eta: 5:45:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7008, top5_acc: 0.8755, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.4186, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9537, loss/aux0: 0.9537 2020-10-20 22:51:26,875 - mmaction - INFO - Epoch [227][380/396] lr: 1.005e-02, eta: 5:45:16, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7008, top5_acc: 0.8755, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.3924, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9539, loss/aux0: 0.9539 2020-10-20 22:58:01,377 - mmaction - INFO - Epoch [228][20/396] lr: 9.399e-03, eta: 5:44:06, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7029, top5_acc: 0.8870, loss_cls: 1.1351, loss: 1.1351, grad_norm: 3.2603, top1_acc/aux0: 0.7519, top5_acc/aux0: 0.9060, loss_cls/aux0: 0.9712, loss/aux0: 0.9712 2020-10-20 22:58:02,361 - mmaction - INFO - Epoch [228][20/396] lr: 9.399e-03, eta: 5:44:08, time: 0.937, data_time: 0.007, memory: 8466, top1_acc: 0.7029, top5_acc: 0.8870, loss_cls: 1.1351, loss: 1.1351, grad_norm: 3.2576, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9663, loss/aux0: 0.9663 2020-10-20 22:58:38,758 - mmaction - INFO - Epoch [228][40/396] lr: 9.399e-03, eta: 5:43:30, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7156, top5_acc: 0.8854, loss_cls: 1.1402, loss: 1.1402, grad_norm: 3.4210, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9595, loss/aux0: 0.9595 2020-10-20 22:58:39,722 - mmaction - INFO - Epoch [228][40/396] lr: 9.399e-03, eta: 5:43:32, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7156, top5_acc: 0.8854, loss_cls: 1.1402, loss: 1.1402, grad_norm: 3.4242, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9686, loss/aux0: 0.9686 2020-10-20 22:59:16,182 - mmaction - INFO - Epoch [228][60/396] lr: 9.399e-03, eta: 5:42:54, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7063, top5_acc: 0.8779, loss_cls: 1.1635, loss: 1.1635, grad_norm: 3.4177, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9602, loss/aux0: 0.9602 2020-10-20 22:59:17,126 - mmaction - INFO - Epoch [228][60/396] lr: 9.399e-03, eta: 5:42:56, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7063, top5_acc: 0.8779, loss_cls: 1.1635, loss: 1.1635, grad_norm: 3.4170, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9575, loss/aux0: 0.9575 2020-10-20 22:59:53,703 - mmaction - INFO - Epoch [228][80/396] lr: 9.399e-03, eta: 5:42:18, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7117, top5_acc: 0.8792, loss_cls: 1.1431, loss: 1.1431, grad_norm: 3.3724, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9234, loss/aux0: 0.9234 2020-10-20 22:59:54,621 - mmaction - INFO - Epoch [228][80/396] lr: 9.399e-03, eta: 5:42:20, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7117, top5_acc: 0.8792, loss_cls: 1.1431, loss: 1.1431, grad_norm: 3.3787, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9121, loss/aux0: 0.9121 2020-10-20 23:00:31,132 - mmaction - INFO - Epoch [228][100/396] lr: 9.399e-03, eta: 5:41:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7112, top5_acc: 0.8815, loss_cls: 1.1496, loss: 1.1496, grad_norm: 3.3339, top1_acc/aux0: 0.7534, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9354, loss/aux0: 0.9354 2020-10-20 23:00:32,079 - mmaction - INFO - Epoch [228][100/396] lr: 9.399e-03, eta: 5:41:45, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7112, top5_acc: 0.8815, loss_cls: 1.1496, loss: 1.1496, grad_norm: 3.3416, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9456, loss/aux0: 0.9456 2020-10-20 23:01:08,651 - mmaction - INFO - Epoch [228][120/396] lr: 9.399e-03, eta: 5:41:06, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7107, top5_acc: 0.8862, loss_cls: 1.1168, loss: 1.1168, grad_norm: 3.3208, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8980, loss/aux0: 0.8980 2020-10-20 23:01:09,575 - mmaction - INFO - Epoch [228][120/396] lr: 9.399e-03, eta: 5:41:09, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7107, top5_acc: 0.8862, loss_cls: 1.1168, loss: 1.1168, grad_norm: 3.3103, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8940, loss/aux0: 0.8940 2020-10-20 23:01:46,073 - mmaction - INFO - Epoch [228][140/396] lr: 9.399e-03, eta: 5:40:31, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7151, top5_acc: 0.8854, loss_cls: 1.1200, loss: 1.1200, grad_norm: 3.3261, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9307, loss/aux0: 0.9307 2020-10-20 23:01:47,025 - mmaction - INFO - Epoch [228][140/396] lr: 9.399e-03, eta: 5:40:33, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7151, top5_acc: 0.8854, loss_cls: 1.1200, loss: 1.1200, grad_norm: 3.3072, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9316, loss/aux0: 0.9316 2020-10-20 23:02:23,396 - mmaction - INFO - Epoch [228][160/396] lr: 9.399e-03, eta: 5:39:55, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7076, top5_acc: 0.8758, loss_cls: 1.1664, loss: 1.1664, grad_norm: 3.3289, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9106, loss/aux0: 0.9106 2020-10-20 23:02:24,344 - mmaction - INFO - Epoch [228][160/396] lr: 9.399e-03, eta: 5:39:57, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7076, top5_acc: 0.8758, loss_cls: 1.1664, loss: 1.1664, grad_norm: 3.3915, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9321, loss/aux0: 0.9321 2020-10-20 23:03:00,944 - mmaction - INFO - Epoch [228][180/396] lr: 9.399e-03, eta: 5:39:19, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7094, top5_acc: 0.8799, loss_cls: 1.1457, loss: 1.1457, grad_norm: 3.3482, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9476, loss/aux0: 0.9476 2020-10-20 23:03:01,908 - mmaction - INFO - Epoch [228][180/396] lr: 9.399e-03, eta: 5:39:21, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7094, top5_acc: 0.8799, loss_cls: 1.1457, loss: 1.1457, grad_norm: 3.3177, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9222, loss/aux0: 0.9222 2020-10-20 23:03:38,252 - mmaction - INFO - Epoch [228][200/396] lr: 9.399e-03, eta: 5:38:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7128, top5_acc: 0.8911, loss_cls: 1.1038, loss: 1.1038, grad_norm: 3.4070, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9227, loss/aux0: 0.9227 2020-10-20 23:03:39,207 - mmaction - INFO - Epoch [228][200/396] lr: 9.399e-03, eta: 5:38:45, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.7128, top5_acc: 0.8911, loss_cls: 1.1038, loss: 1.1038, grad_norm: 3.4227, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9355, loss/aux0: 0.9355 2020-10-20 23:04:15,783 - mmaction - INFO - Epoch [228][220/396] lr: 9.399e-03, eta: 5:38:07, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8839, loss_cls: 1.1354, loss: 1.1354, grad_norm: 3.3912, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9468, loss/aux0: 0.9468 2020-10-20 23:04:16,722 - mmaction - INFO - Epoch [228][220/396] lr: 9.399e-03, eta: 5:38:09, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7102, top5_acc: 0.8839, loss_cls: 1.1354, loss: 1.1354, grad_norm: 3.3641, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9313, loss/aux0: 0.9313 2020-10-20 23:04:53,538 - mmaction - INFO - Epoch [228][240/396] lr: 9.399e-03, eta: 5:37:31, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8922, loss_cls: 1.0706, loss: 1.0706, grad_norm: 3.4041, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9085, loss/aux0: 0.9085 2020-10-20 23:04:54,497 - mmaction - INFO - Epoch [228][240/396] lr: 9.399e-03, eta: 5:37:34, time: 0.945, data_time: 0.003, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8922, loss_cls: 1.0706, loss: 1.0706, grad_norm: 3.4598, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9197, loss/aux0: 0.9197 2020-10-20 23:05:30,928 - mmaction - INFO - Epoch [228][260/396] lr: 9.399e-03, eta: 5:36:55, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7099, top5_acc: 0.8906, loss_cls: 1.1197, loss: 1.1197, grad_norm: 3.3487, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9364, loss/aux0: 0.9364 2020-10-20 23:05:31,866 - mmaction - INFO - Epoch [228][260/396] lr: 9.399e-03, eta: 5:36:58, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.7099, top5_acc: 0.8906, loss_cls: 1.1197, loss: 1.1197, grad_norm: 3.3218, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9257, loss/aux0: 0.9257 2020-10-20 23:06:08,485 - mmaction - INFO - Epoch [228][280/396] lr: 9.399e-03, eta: 5:36:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8810, loss_cls: 1.1487, loss: 1.1487, grad_norm: 3.4292, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9215, loss/aux0: 0.9215 2020-10-20 23:06:09,446 - mmaction - INFO - Epoch [228][280/396] lr: 9.399e-03, eta: 5:36:22, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8810, loss_cls: 1.1487, loss: 1.1487, grad_norm: 3.4262, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9286, loss/aux0: 0.9286 2020-10-20 23:06:46,044 - mmaction - INFO - Epoch [228][300/396] lr: 9.399e-03, eta: 5:35:44, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7000, top5_acc: 0.8909, loss_cls: 1.1188, loss: 1.1188, grad_norm: 3.4800, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8942, loss/aux0: 0.8942 2020-10-20 23:06:46,963 - mmaction - INFO - Epoch [228][300/396] lr: 9.399e-03, eta: 5:35:46, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7000, top5_acc: 0.8909, loss_cls: 1.1188, loss: 1.1188, grad_norm: 3.4502, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8835, loss/aux0: 0.8835 2020-10-20 23:07:23,484 - mmaction - INFO - Epoch [228][320/396] lr: 9.399e-03, eta: 5:35:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.2080, loss: 1.2080, grad_norm: 3.4060, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9183, loss/aux0: 0.9183 2020-10-20 23:07:24,421 - mmaction - INFO - Epoch [228][320/396] lr: 9.399e-03, eta: 5:35:10, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.6953, top5_acc: 0.8766, loss_cls: 1.2080, loss: 1.2080, grad_norm: 3.4161, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9278, loss/aux0: 0.9278 2020-10-20 23:08:00,873 - mmaction - INFO - Epoch [228][340/396] lr: 9.399e-03, eta: 5:34:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8875, loss_cls: 1.1157, loss: 1.1157, grad_norm: 3.3698, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9374, loss/aux0: 0.9374 2020-10-20 23:08:01,847 - mmaction - INFO - Epoch [228][340/396] lr: 9.399e-03, eta: 5:34:34, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7182, top5_acc: 0.8875, loss_cls: 1.1157, loss: 1.1157, grad_norm: 3.3746, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9317, loss/aux0: 0.9317 2020-10-20 23:08:38,361 - mmaction - INFO - Epoch [228][360/396] lr: 9.399e-03, eta: 5:33:56, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.6924, top5_acc: 0.8810, loss_cls: 1.1925, loss: 1.1925, grad_norm: 3.5149, top1_acc/aux0: 0.7581, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9265, loss/aux0: 0.9265 2020-10-20 23:08:39,309 - mmaction - INFO - Epoch [228][360/396] lr: 9.399e-03, eta: 5:33:59, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.6924, top5_acc: 0.8810, loss_cls: 1.1925, loss: 1.1925, grad_norm: 3.5165, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9289, loss/aux0: 0.9289 2020-10-20 23:09:15,937 - mmaction - INFO - Epoch [228][380/396] lr: 9.399e-03, eta: 5:33:20, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7120, top5_acc: 0.8815, loss_cls: 1.1555, loss: 1.1555, grad_norm: 3.3238, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8964, loss/aux0: 0.8964 2020-10-20 23:09:16,885 - mmaction - INFO - Epoch [228][380/396] lr: 9.399e-03, eta: 5:33:23, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7120, top5_acc: 0.8815, loss_cls: 1.1555, loss: 1.1555, grad_norm: 3.3238, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9078, loss/aux0: 0.9078 2020-10-20 23:15:42,310 - mmaction - INFO - Epoch [229][20/396] lr: 8.768e-03, eta: 5:32:12, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7115, top5_acc: 0.8857, loss_cls: 1.1354, loss: 1.1354, grad_norm: 3.4740, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9178, loss_cls/aux0: 0.9369, loss/aux0: 0.9369 2020-10-20 23:15:43,235 - mmaction - INFO - Epoch [229][20/396] lr: 8.768e-03, eta: 5:32:14, time: 0.933, data_time: 0.006, memory: 8466, top1_acc: 0.7115, top5_acc: 0.8857, loss_cls: 1.1354, loss: 1.1354, grad_norm: 3.4835, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9394, loss/aux0: 0.9394 2020-10-20 23:16:19,676 - mmaction - INFO - Epoch [229][40/396] lr: 8.768e-03, eta: 5:31:36, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8914, loss_cls: 1.1136, loss: 1.1136, grad_norm: 3.4382, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8922, loss/aux0: 0.8922 2020-10-20 23:16:20,589 - mmaction - INFO - Epoch [229][40/396] lr: 8.768e-03, eta: 5:31:39, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8914, loss_cls: 1.1136, loss: 1.1136, grad_norm: 3.4164, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8979, loss/aux0: 0.8979 2020-10-20 23:16:57,025 - mmaction - INFO - Epoch [229][60/396] lr: 8.768e-03, eta: 5:31:00, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7224, top5_acc: 0.8878, loss_cls: 1.1039, loss: 1.1039, grad_norm: 3.3827, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9217, loss/aux0: 0.9217 2020-10-20 23:16:57,996 - mmaction - INFO - Epoch [229][60/396] lr: 8.768e-03, eta: 5:31:03, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7224, top5_acc: 0.8878, loss_cls: 1.1039, loss: 1.1039, grad_norm: 3.3643, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9046, loss/aux0: 0.9046 2020-10-20 23:17:34,459 - mmaction - INFO - Epoch [229][80/396] lr: 8.768e-03, eta: 5:30:25, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7083, top5_acc: 0.8781, loss_cls: 1.1592, loss: 1.1592, grad_norm: 3.4295, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8967, loss/aux0: 0.8967 2020-10-20 23:17:35,481 - mmaction - INFO - Epoch [229][80/396] lr: 8.768e-03, eta: 5:30:27, time: 0.937, data_time: 0.007, memory: 8466, top1_acc: 0.7083, top5_acc: 0.8781, loss_cls: 1.1592, loss: 1.1592, grad_norm: 3.4192, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9096, loss/aux0: 0.9096 2020-10-20 23:18:11,886 - mmaction - INFO - Epoch [229][100/396] lr: 8.768e-03, eta: 5:29:49, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8857, loss_cls: 1.1213, loss: 1.1213, grad_norm: 3.4083, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9308, loss/aux0: 0.9308 2020-10-20 23:18:12,832 - mmaction - INFO - Epoch [229][100/396] lr: 8.768e-03, eta: 5:29:51, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8857, loss_cls: 1.1213, loss: 1.1213, grad_norm: 3.4017, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9235, loss/aux0: 0.9235 2020-10-20 23:18:49,461 - mmaction - INFO - Epoch [229][120/396] lr: 8.768e-03, eta: 5:29:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7013, top5_acc: 0.8844, loss_cls: 1.1746, loss: 1.1746, grad_norm: 3.4064, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9355, loss/aux0: 0.9355 2020-10-20 23:18:50,419 - mmaction - INFO - Epoch [229][120/396] lr: 8.768e-03, eta: 5:29:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7013, top5_acc: 0.8844, loss_cls: 1.1746, loss: 1.1746, grad_norm: 3.4356, top1_acc/aux0: 0.7602, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9428, loss/aux0: 0.9428 2020-10-20 23:19:26,971 - mmaction - INFO - Epoch [229][140/396] lr: 8.768e-03, eta: 5:28:37, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7219, top5_acc: 0.8927, loss_cls: 1.0921, loss: 1.0921, grad_norm: 3.4391, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9260, loss/aux0: 0.9260 2020-10-20 23:19:27,930 - mmaction - INFO - Epoch [229][140/396] lr: 8.768e-03, eta: 5:28:39, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7219, top5_acc: 0.8927, loss_cls: 1.0921, loss: 1.0921, grad_norm: 3.4509, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9314, loss/aux0: 0.9314 2020-10-20 23:20:04,256 - mmaction - INFO - Epoch [229][160/396] lr: 8.768e-03, eta: 5:28:01, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7161, top5_acc: 0.8922, loss_cls: 1.1116, loss: 1.1116, grad_norm: 3.5165, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9569, loss/aux0: 0.9569 2020-10-20 23:20:05,195 - mmaction - INFO - Epoch [229][160/396] lr: 8.768e-03, eta: 5:28:03, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7161, top5_acc: 0.8922, loss_cls: 1.1116, loss: 1.1116, grad_norm: 3.4787, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9475, loss/aux0: 0.9475 2020-10-20 23:20:41,684 - mmaction - INFO - Epoch [229][180/396] lr: 8.768e-03, eta: 5:27:25, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7091, top5_acc: 0.8849, loss_cls: 1.1355, loss: 1.1355, grad_norm: 3.4193, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9527, loss/aux0: 0.9527 2020-10-20 23:20:42,682 - mmaction - INFO - Epoch [229][180/396] lr: 8.768e-03, eta: 5:27:28, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7091, top5_acc: 0.8849, loss_cls: 1.1355, loss: 1.1355, grad_norm: 3.4370, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9583, loss/aux0: 0.9583 2020-10-20 23:21:19,155 - mmaction - INFO - Epoch [229][200/396] lr: 8.768e-03, eta: 5:26:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8745, loss_cls: 1.1449, loss: 1.1449, grad_norm: 3.4031, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9380, loss/aux0: 0.9380 2020-10-20 23:21:20,103 - mmaction - INFO - Epoch [229][200/396] lr: 8.768e-03, eta: 5:26:52, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7086, top5_acc: 0.8745, loss_cls: 1.1449, loss: 1.1449, grad_norm: 3.3953, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9237, loss/aux0: 0.9237 2020-10-20 23:21:56,736 - mmaction - INFO - Epoch [229][220/396] lr: 8.768e-03, eta: 5:26:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8951, loss_cls: 1.0890, loss: 1.0890, grad_norm: 3.3992, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.9152, loss/aux0: 0.9152 2020-10-20 23:21:57,672 - mmaction - INFO - Epoch [229][220/396] lr: 8.768e-03, eta: 5:26:16, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7164, top5_acc: 0.8951, loss_cls: 1.0890, loss: 1.0890, grad_norm: 3.3776, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9192, loss/aux0: 0.9192 2020-10-20 23:22:34,153 - mmaction - INFO - Epoch [229][240/396] lr: 8.768e-03, eta: 5:25:38, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8859, loss_cls: 1.1383, loss: 1.1383, grad_norm: 3.5188, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9371, loss/aux0: 0.9371 2020-10-20 23:22:35,101 - mmaction - INFO - Epoch [229][240/396] lr: 8.768e-03, eta: 5:25:40, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8859, loss_cls: 1.1383, loss: 1.1383, grad_norm: 3.4853, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9387, loss/aux0: 0.9387 2020-10-20 23:23:11,709 - mmaction - INFO - Epoch [229][260/396] lr: 8.768e-03, eta: 5:25:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7091, top5_acc: 0.8797, loss_cls: 1.1631, loss: 1.1631, grad_norm: 3.4515, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9170, loss/aux0: 0.9170 2020-10-20 23:23:12,668 - mmaction - INFO - Epoch [229][260/396] lr: 8.768e-03, eta: 5:25:04, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7091, top5_acc: 0.8797, loss_cls: 1.1631, loss: 1.1631, grad_norm: 3.4687, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9200, loss/aux0: 0.9200 2020-10-20 23:23:49,253 - mmaction - INFO - Epoch [229][280/396] lr: 8.768e-03, eta: 5:24:26, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1466, loss: 1.1466, grad_norm: 3.4297, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8969, loss/aux0: 0.8969 2020-10-20 23:23:50,218 - mmaction - INFO - Epoch [229][280/396] lr: 8.768e-03, eta: 5:24:28, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1466, loss: 1.1466, grad_norm: 3.4199, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9017, loss/aux0: 0.9017 2020-10-20 23:24:26,796 - mmaction - INFO - Epoch [229][300/396] lr: 8.768e-03, eta: 5:23:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8836, loss_cls: 1.1135, loss: 1.1135, grad_norm: 3.5109, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9820, loss/aux0: 0.9820 2020-10-20 23:24:27,746 - mmaction - INFO - Epoch [229][300/396] lr: 8.768e-03, eta: 5:23:53, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8836, loss_cls: 1.1135, loss: 1.1135, grad_norm: 3.5114, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9760, loss/aux0: 0.9760 2020-10-20 23:25:04,316 - mmaction - INFO - Epoch [229][320/396] lr: 8.768e-03, eta: 5:23:14, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7036, top5_acc: 0.8807, loss_cls: 1.1636, loss: 1.1636, grad_norm: 3.3819, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8734, loss/aux0: 0.8734 2020-10-20 23:25:05,280 - mmaction - INFO - Epoch [229][320/396] lr: 8.768e-03, eta: 5:23:17, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7036, top5_acc: 0.8807, loss_cls: 1.1636, loss: 1.1636, grad_norm: 3.3853, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8730, loss/aux0: 0.8730 2020-10-20 23:25:41,778 - mmaction - INFO - Epoch [229][340/396] lr: 8.768e-03, eta: 5:22:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7091, top5_acc: 0.8872, loss_cls: 1.1211, loss: 1.1211, grad_norm: 3.4821, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8849, loss/aux0: 0.8849 2020-10-20 23:25:42,758 - mmaction - INFO - Epoch [229][340/396] lr: 8.768e-03, eta: 5:22:41, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7091, top5_acc: 0.8872, loss_cls: 1.1211, loss: 1.1211, grad_norm: 3.4324, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8812, loss/aux0: 0.8812 2020-10-20 23:26:19,266 - mmaction - INFO - Epoch [229][360/396] lr: 8.768e-03, eta: 5:22:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7031, top5_acc: 0.8901, loss_cls: 1.1548, loss: 1.1548, grad_norm: 3.4388, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8823, loss/aux0: 0.8823 2020-10-20 23:26:20,216 - mmaction - INFO - Epoch [229][360/396] lr: 8.768e-03, eta: 5:22:05, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7031, top5_acc: 0.8901, loss_cls: 1.1548, loss: 1.1548, grad_norm: 3.4165, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8837, loss/aux0: 0.8837 2020-10-20 23:26:56,834 - mmaction - INFO - Epoch [229][380/396] lr: 8.768e-03, eta: 5:21:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7151, top5_acc: 0.8878, loss_cls: 1.1083, loss: 1.1083, grad_norm: 3.4406, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8970, loss/aux0: 0.8970 2020-10-20 23:26:57,765 - mmaction - INFO - Epoch [229][380/396] lr: 8.768e-03, eta: 5:21:29, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7151, top5_acc: 0.8878, loss_cls: 1.1083, loss: 1.1083, grad_norm: 3.4586, top1_acc/aux0: 0.7643, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9036, loss/aux0: 0.9036 2020-10-20 23:32:30,819 - mmaction - INFO - Epoch [230][20/396] lr: 8.159e-03, eta: 5:20:19, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7039, top5_acc: 0.8826, loss_cls: 1.1672, loss: 1.1672, grad_norm: 3.4244, top1_acc/aux0: 0.7621, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.9359, loss/aux0: 0.9359 2020-10-20 23:32:31,801 - mmaction - INFO - Epoch [230][20/396] lr: 8.159e-03, eta: 5:20:21, time: 0.930, data_time: 0.005, memory: 8466, top1_acc: 0.7039, top5_acc: 0.8826, loss_cls: 1.1672, loss: 1.1672, grad_norm: 3.4067, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9333, loss/aux0: 0.9333 2020-10-20 23:33:08,728 - mmaction - INFO - Epoch [230][40/396] lr: 8.159e-03, eta: 5:19:43, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8758, loss_cls: 1.1657, loss: 1.1657, grad_norm: 3.4365, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9339, loss/aux0: 0.9339 2020-10-20 23:33:09,704 - mmaction - INFO - Epoch [230][40/396] lr: 8.159e-03, eta: 5:19:45, time: 0.966, data_time: 0.001, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8758, loss_cls: 1.1657, loss: 1.1657, grad_norm: 3.4576, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9348, loss/aux0: 0.9348 2020-10-20 23:33:46,134 - mmaction - INFO - Epoch [230][60/396] lr: 8.159e-03, eta: 5:19:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7089, top5_acc: 0.8724, loss_cls: 1.1800, loss: 1.1800, grad_norm: 3.4450, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-20 23:33:47,097 - mmaction - INFO - Epoch [230][60/396] lr: 8.159e-03, eta: 5:19:09, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7089, top5_acc: 0.8724, loss_cls: 1.1800, loss: 1.1800, grad_norm: 3.4123, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9177, loss/aux0: 0.9177 2020-10-20 23:34:23,783 - mmaction - INFO - Epoch [230][80/396] lr: 8.159e-03, eta: 5:18:31, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7133, top5_acc: 0.8857, loss_cls: 1.1209, loss: 1.1209, grad_norm: 3.4747, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8919, loss/aux0: 0.8919 2020-10-20 23:34:24,734 - mmaction - INFO - Epoch [230][80/396] lr: 8.159e-03, eta: 5:18:34, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.7133, top5_acc: 0.8857, loss_cls: 1.1209, loss: 1.1209, grad_norm: 3.4455, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8958, loss/aux0: 0.8958 2020-10-20 23:35:01,209 - mmaction - INFO - Epoch [230][100/396] lr: 8.159e-03, eta: 5:17:56, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7195, top5_acc: 0.8867, loss_cls: 1.1100, loss: 1.1100, grad_norm: 3.4518, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9209, loss/aux0: 0.9209 2020-10-20 23:35:02,161 - mmaction - INFO - Epoch [230][100/396] lr: 8.159e-03, eta: 5:17:58, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7195, top5_acc: 0.8867, loss_cls: 1.1100, loss: 1.1100, grad_norm: 3.4462, top1_acc/aux0: 0.7607, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9215, loss/aux0: 0.9215 2020-10-20 23:35:38,630 - mmaction - INFO - Epoch [230][120/396] lr: 8.159e-03, eta: 5:17:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7203, top5_acc: 0.8919, loss_cls: 1.1017, loss: 1.1017, grad_norm: 3.2831, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8777, loss/aux0: 0.8777 2020-10-20 23:35:39,578 - mmaction - INFO - Epoch [230][120/396] lr: 8.159e-03, eta: 5:17:22, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7203, top5_acc: 0.8919, loss_cls: 1.1017, loss: 1.1017, grad_norm: 3.2502, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8810, loss/aux0: 0.8810 2020-10-20 23:36:16,050 - mmaction - INFO - Epoch [230][140/396] lr: 8.159e-03, eta: 5:16:44, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8854, loss_cls: 1.1091, loss: 1.1091, grad_norm: 3.3946, top1_acc/aux0: 0.7685, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9222, loss/aux0: 0.9222 2020-10-20 23:36:17,006 - mmaction - INFO - Epoch [230][140/396] lr: 8.159e-03, eta: 5:16:46, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8854, loss_cls: 1.1091, loss: 1.1091, grad_norm: 3.4183, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9303, loss/aux0: 0.9303 2020-10-20 23:36:53,469 - mmaction - INFO - Epoch [230][160/396] lr: 8.159e-03, eta: 5:16:08, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7115, top5_acc: 0.8839, loss_cls: 1.1469, loss: 1.1469, grad_norm: 3.4482, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8868, loss/aux0: 0.8868 2020-10-20 23:36:54,466 - mmaction - INFO - Epoch [230][160/396] lr: 8.159e-03, eta: 5:16:10, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7115, top5_acc: 0.8839, loss_cls: 1.1469, loss: 1.1469, grad_norm: 3.4507, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8854, loss/aux0: 0.8854 2020-10-20 23:37:31,073 - mmaction - INFO - Epoch [230][180/396] lr: 8.159e-03, eta: 5:15:32, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7206, top5_acc: 0.8857, loss_cls: 1.1097, loss: 1.1097, grad_norm: 3.5139, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9416, loss/aux0: 0.9416 2020-10-20 23:37:32,024 - mmaction - INFO - Epoch [230][180/396] lr: 8.159e-03, eta: 5:15:34, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7206, top5_acc: 0.8857, loss_cls: 1.1097, loss: 1.1097, grad_norm: 3.4879, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-20 23:38:08,481 - mmaction - INFO - Epoch [230][200/396] lr: 8.159e-03, eta: 5:14:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7096, top5_acc: 0.8872, loss_cls: 1.1131, loss: 1.1131, grad_norm: 3.4777, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8858, loss/aux0: 0.8858 2020-10-20 23:38:09,448 - mmaction - INFO - Epoch [230][200/396] lr: 8.159e-03, eta: 5:14:58, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7096, top5_acc: 0.8872, loss_cls: 1.1131, loss: 1.1131, grad_norm: 3.4925, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8948, loss/aux0: 0.8948 2020-10-20 23:38:45,752 - mmaction - INFO - Epoch [230][220/396] lr: 8.159e-03, eta: 5:14:20, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7221, top5_acc: 0.8880, loss_cls: 1.1054, loss: 1.1054, grad_norm: 3.4840, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9118, loss/aux0: 0.9118 2020-10-20 23:38:46,675 - mmaction - INFO - Epoch [230][220/396] lr: 8.159e-03, eta: 5:14:22, time: 0.928, data_time: 0.002, memory: 8466, top1_acc: 0.7221, top5_acc: 0.8880, loss_cls: 1.1054, loss: 1.1054, grad_norm: 3.5221, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.9177, loss/aux0: 0.9177 2020-10-20 23:39:23,172 - mmaction - INFO - Epoch [230][240/396] lr: 8.159e-03, eta: 5:13:44, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7055, top5_acc: 0.8831, loss_cls: 1.1541, loss: 1.1541, grad_norm: 3.4892, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8878, loss/aux0: 0.8878 2020-10-20 23:39:24,155 - mmaction - INFO - Epoch [230][240/396] lr: 8.159e-03, eta: 5:13:47, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7055, top5_acc: 0.8831, loss_cls: 1.1541, loss: 1.1541, grad_norm: 3.4915, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8763, loss/aux0: 0.8763 2020-10-20 23:40:00,656 - mmaction - INFO - Epoch [230][260/396] lr: 8.159e-03, eta: 5:13:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1141, loss: 1.1141, grad_norm: 3.3850, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8573, loss/aux0: 0.8573 2020-10-20 23:40:01,671 - mmaction - INFO - Epoch [230][260/396] lr: 8.159e-03, eta: 5:13:11, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1141, loss: 1.1141, grad_norm: 3.4058, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8626, loss/aux0: 0.8626 2020-10-20 23:40:38,164 - mmaction - INFO - Epoch [230][280/396] lr: 8.159e-03, eta: 5:12:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8914, loss_cls: 1.1238, loss: 1.1238, grad_norm: 3.4484, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9409, loss/aux0: 0.9409 2020-10-20 23:40:39,140 - mmaction - INFO - Epoch [230][280/396] lr: 8.159e-03, eta: 5:12:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7081, top5_acc: 0.8914, loss_cls: 1.1238, loss: 1.1238, grad_norm: 3.4667, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9406, loss/aux0: 0.9406 2020-10-20 23:41:15,622 - mmaction - INFO - Epoch [230][300/396] lr: 8.159e-03, eta: 5:11:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8893, loss_cls: 1.0936, loss: 1.0936, grad_norm: 3.3701, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8929, loss/aux0: 0.8929 2020-10-20 23:41:16,546 - mmaction - INFO - Epoch [230][300/396] lr: 8.159e-03, eta: 5:11:59, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8893, loss_cls: 1.0936, loss: 1.0936, grad_norm: 3.3704, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8949, loss/aux0: 0.8949 2020-10-20 23:41:53,186 - mmaction - INFO - Epoch [230][320/396] lr: 8.159e-03, eta: 5:11:21, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7216, top5_acc: 0.8919, loss_cls: 1.0966, loss: 1.0966, grad_norm: 3.4092, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8900, loss/aux0: 0.8900 2020-10-20 23:41:54,134 - mmaction - INFO - Epoch [230][320/396] lr: 8.159e-03, eta: 5:11:23, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.7216, top5_acc: 0.8919, loss_cls: 1.0966, loss: 1.0966, grad_norm: 3.4286, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8950, loss/aux0: 0.8950 2020-10-20 23:42:30,794 - mmaction - INFO - Epoch [230][340/396] lr: 8.159e-03, eta: 5:10:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7271, top5_acc: 0.8857, loss_cls: 1.0907, loss: 1.0907, grad_norm: 3.4178, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.9311, loss/aux0: 0.9311 2020-10-20 23:42:31,732 - mmaction - INFO - Epoch [230][340/396] lr: 8.159e-03, eta: 5:10:47, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7271, top5_acc: 0.8857, loss_cls: 1.0907, loss: 1.0907, grad_norm: 3.4230, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9358, loss/aux0: 0.9358 2020-10-20 23:43:08,312 - mmaction - INFO - Epoch [230][360/396] lr: 8.159e-03, eta: 5:10:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7159, top5_acc: 0.8911, loss_cls: 1.1248, loss: 1.1248, grad_norm: 3.4865, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9122, loss/aux0: 0.9122 2020-10-20 23:43:09,296 - mmaction - INFO - Epoch [230][360/396] lr: 8.159e-03, eta: 5:10:11, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7159, top5_acc: 0.8911, loss_cls: 1.1248, loss: 1.1248, grad_norm: 3.4798, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9038, loss/aux0: 0.9038 2020-10-20 23:43:45,918 - mmaction - INFO - Epoch [230][380/396] lr: 8.159e-03, eta: 5:09:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8841, loss_cls: 1.1418, loss: 1.1418, grad_norm: 3.5262, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9291, loss/aux0: 0.9291 2020-10-20 23:43:46,871 - mmaction - INFO - Epoch [230][380/396] lr: 8.159e-03, eta: 5:09:36, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7109, top5_acc: 0.8841, loss_cls: 1.1418, loss: 1.1418, grad_norm: 3.4960, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9239, loss/aux0: 0.9239 2020-10-20 23:49:52,932 - mmaction - INFO - Epoch [231][20/396] lr: 7.571e-03, eta: 5:08:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7232, top5_acc: 0.8906, loss_cls: 1.0966, loss: 1.0966, grad_norm: 3.4564, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9126, loss_cls/aux0: 0.9396, loss/aux0: 0.9396 2020-10-20 23:49:54,007 - mmaction - INFO - Epoch [231][20/396] lr: 7.571e-03, eta: 5:08:28, time: 0.943, data_time: 0.009, memory: 8466, top1_acc: 0.7232, top5_acc: 0.8906, loss_cls: 1.0966, loss: 1.0966, grad_norm: 3.4313, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9327, loss/aux0: 0.9327 2020-10-20 23:50:30,871 - mmaction - INFO - Epoch [231][40/396] lr: 7.571e-03, eta: 5:07:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7221, top5_acc: 0.8888, loss_cls: 1.0800, loss: 1.0800, grad_norm: 3.4318, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8901, loss/aux0: 0.8901 2020-10-20 23:50:31,852 - mmaction - INFO - Epoch [231][40/396] lr: 7.571e-03, eta: 5:07:52, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7221, top5_acc: 0.8888, loss_cls: 1.0800, loss: 1.0800, grad_norm: 3.4034, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8796, loss/aux0: 0.8796 2020-10-20 23:51:08,242 - mmaction - INFO - Epoch [231][60/396] lr: 7.571e-03, eta: 5:07:14, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7245, top5_acc: 0.8904, loss_cls: 1.0855, loss: 1.0855, grad_norm: 3.5145, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8769, loss/aux0: 0.8769 2020-10-20 23:51:09,225 - mmaction - INFO - Epoch [231][60/396] lr: 7.571e-03, eta: 5:07:16, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7245, top5_acc: 0.8904, loss_cls: 1.0855, loss: 1.0855, grad_norm: 3.5282, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.9015, loss/aux0: 0.9015 2020-10-20 23:51:45,704 - mmaction - INFO - Epoch [231][80/396] lr: 7.571e-03, eta: 5:06:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7188, top5_acc: 0.8878, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.4657, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8572, loss/aux0: 0.8572 2020-10-20 23:51:46,670 - mmaction - INFO - Epoch [231][80/396] lr: 7.571e-03, eta: 5:06:40, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7188, top5_acc: 0.8878, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.4302, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8470, loss/aux0: 0.8470 2020-10-20 23:52:23,194 - mmaction - INFO - Epoch [231][100/396] lr: 7.571e-03, eta: 5:06:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7294, top5_acc: 0.8922, loss_cls: 1.0845, loss: 1.0845, grad_norm: 3.5324, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9078, loss/aux0: 0.9078 2020-10-20 23:52:24,170 - mmaction - INFO - Epoch [231][100/396] lr: 7.571e-03, eta: 5:06:04, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7294, top5_acc: 0.8922, loss_cls: 1.0845, loss: 1.0845, grad_norm: 3.5105, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9035, loss/aux0: 0.9035 2020-10-20 23:53:00,761 - mmaction - INFO - Epoch [231][120/396] lr: 7.571e-03, eta: 5:05:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8937, loss_cls: 1.0740, loss: 1.0740, grad_norm: 3.4512, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8937, loss/aux0: 0.8937 2020-10-20 23:53:01,689 - mmaction - INFO - Epoch [231][120/396] lr: 7.571e-03, eta: 5:05:28, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8937, loss_cls: 1.0740, loss: 1.0740, grad_norm: 3.4567, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8928, loss/aux0: 0.8928 2020-10-20 23:53:38,307 - mmaction - INFO - Epoch [231][140/396] lr: 7.571e-03, eta: 5:04:50, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7185, top5_acc: 0.8859, loss_cls: 1.0913, loss: 1.0913, grad_norm: 3.5405, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9051, loss/aux0: 0.9051 2020-10-20 23:53:39,259 - mmaction - INFO - Epoch [231][140/396] lr: 7.571e-03, eta: 5:04:53, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7185, top5_acc: 0.8859, loss_cls: 1.0913, loss: 1.0913, grad_norm: 3.5318, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.9120, loss/aux0: 0.9120 2020-10-20 23:54:15,777 - mmaction - INFO - Epoch [231][160/396] lr: 7.571e-03, eta: 5:04:15, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8958, loss_cls: 1.0848, loss: 1.0848, grad_norm: 3.3730, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8533, loss/aux0: 0.8533 2020-10-20 23:54:16,739 - mmaction - INFO - Epoch [231][160/396] lr: 7.571e-03, eta: 5:04:17, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8958, loss_cls: 1.0848, loss: 1.0848, grad_norm: 3.3643, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8432, loss/aux0: 0.8432 2020-10-20 23:54:53,189 - mmaction - INFO - Epoch [231][180/396] lr: 7.571e-03, eta: 5:03:39, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7190, top5_acc: 0.8937, loss_cls: 1.0988, loss: 1.0988, grad_norm: 3.5304, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8973, loss/aux0: 0.8973 2020-10-20 23:54:54,154 - mmaction - INFO - Epoch [231][180/396] lr: 7.571e-03, eta: 5:03:41, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7190, top5_acc: 0.8937, loss_cls: 1.0988, loss: 1.0988, grad_norm: 3.5261, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9131, loss/aux0: 0.9131 2020-10-20 23:55:30,662 - mmaction - INFO - Epoch [231][200/396] lr: 7.571e-03, eta: 5:03:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7195, top5_acc: 0.8901, loss_cls: 1.0810, loss: 1.0810, grad_norm: 3.4724, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8777, loss/aux0: 0.8777 2020-10-20 23:55:31,606 - mmaction - INFO - Epoch [231][200/396] lr: 7.571e-03, eta: 5:03:05, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7195, top5_acc: 0.8901, loss_cls: 1.0810, loss: 1.0810, grad_norm: 3.4626, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8710, loss/aux0: 0.8710 2020-10-20 23:56:08,233 - mmaction - INFO - Epoch [231][220/396] lr: 7.571e-03, eta: 5:02:27, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7273, top5_acc: 0.8818, loss_cls: 1.1035, loss: 1.1035, grad_norm: 3.5165, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9356, loss/aux0: 0.9356 2020-10-20 23:56:09,179 - mmaction - INFO - Epoch [231][220/396] lr: 7.571e-03, eta: 5:02:29, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7273, top5_acc: 0.8818, loss_cls: 1.1035, loss: 1.1035, grad_norm: 3.5275, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9314, loss/aux0: 0.9314 2020-10-20 23:56:45,673 - mmaction - INFO - Epoch [231][240/396] lr: 7.571e-03, eta: 5:01:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8867, loss_cls: 1.1193, loss: 1.1193, grad_norm: 3.5201, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9024, loss/aux0: 0.9024 2020-10-20 23:56:46,637 - mmaction - INFO - Epoch [231][240/396] lr: 7.571e-03, eta: 5:01:53, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7148, top5_acc: 0.8867, loss_cls: 1.1193, loss: 1.1193, grad_norm: 3.5363, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9004, loss/aux0: 0.9004 2020-10-20 23:57:23,089 - mmaction - INFO - Epoch [231][260/396] lr: 7.571e-03, eta: 5:01:15, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8930, loss_cls: 1.0973, loss: 1.0973, grad_norm: 3.5609, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9316, loss/aux0: 0.9316 2020-10-20 23:57:24,056 - mmaction - INFO - Epoch [231][260/396] lr: 7.571e-03, eta: 5:01:17, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8930, loss_cls: 1.0973, loss: 1.0973, grad_norm: 3.5498, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9312, loss/aux0: 0.9312 2020-10-20 23:58:00,590 - mmaction - INFO - Epoch [231][280/396] lr: 7.571e-03, eta: 5:00:39, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7258, top5_acc: 0.8865, loss_cls: 1.0833, loss: 1.0833, grad_norm: 3.4698, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9243, loss/aux0: 0.9243 2020-10-20 23:58:01,532 - mmaction - INFO - Epoch [231][280/396] lr: 7.571e-03, eta: 5:00:41, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7258, top5_acc: 0.8865, loss_cls: 1.0833, loss: 1.0833, grad_norm: 3.4459, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9331, loss/aux0: 0.9331 2020-10-20 23:58:38,095 - mmaction - INFO - Epoch [231][300/396] lr: 7.571e-03, eta: 5:00:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7216, top5_acc: 0.8958, loss_cls: 1.0940, loss: 1.0940, grad_norm: 3.5257, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8689, loss/aux0: 0.8689 2020-10-20 23:58:39,125 - mmaction - INFO - Epoch [231][300/396] lr: 7.571e-03, eta: 5:00:06, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7216, top5_acc: 0.8958, loss_cls: 1.0940, loss: 1.0940, grad_norm: 3.5287, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8654, loss/aux0: 0.8654 2020-10-20 23:59:15,737 - mmaction - INFO - Epoch [231][320/396] lr: 7.571e-03, eta: 4:59:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7104, top5_acc: 0.8859, loss_cls: 1.1350, loss: 1.1350, grad_norm: 3.5804, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9237, loss/aux0: 0.9237 2020-10-20 23:59:16,692 - mmaction - INFO - Epoch [231][320/396] lr: 7.571e-03, eta: 4:59:30, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7104, top5_acc: 0.8859, loss_cls: 1.1350, loss: 1.1350, grad_norm: 3.6000, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9353, loss/aux0: 0.9353 2020-10-20 23:59:53,268 - mmaction - INFO - Epoch [231][340/396] lr: 7.571e-03, eta: 4:58:52, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7104, top5_acc: 0.8914, loss_cls: 1.0995, loss: 1.0995, grad_norm: 3.5045, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8702, loss/aux0: 0.8702 2020-10-20 23:59:54,219 - mmaction - INFO - Epoch [231][340/396] lr: 7.571e-03, eta: 4:58:54, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7104, top5_acc: 0.8914, loss_cls: 1.0995, loss: 1.0995, grad_norm: 3.4962, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8589, loss/aux0: 0.8589 2020-10-21 00:00:36,338 - mmaction - INFO - Epoch [231][360/396] lr: 7.571e-03, eta: 4:58:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7154, top5_acc: 0.8820, loss_cls: 1.1407, loss: 1.1407, grad_norm: 3.5305, top1_acc/aux0: 0.7721, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8780, loss/aux0: 0.8780 2020-10-21 00:00:37,344 - mmaction - INFO - Epoch [231][360/396] lr: 7.571e-03, eta: 4:58:18, time: 0.945, data_time: 0.008, memory: 8466, top1_acc: 0.7154, top5_acc: 0.8820, loss_cls: 1.1407, loss: 1.1407, grad_norm: 3.5465, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8748, loss/aux0: 0.8748 2020-10-21 00:01:13,866 - mmaction - INFO - Epoch [231][380/396] lr: 7.571e-03, eta: 4:57:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7206, top5_acc: 0.8917, loss_cls: 1.0977, loss: 1.0977, grad_norm: 3.5458, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8891, loss/aux0: 0.8891 2020-10-21 00:01:14,815 - mmaction - INFO - Epoch [231][380/396] lr: 7.571e-03, eta: 4:57:42, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7206, top5_acc: 0.8917, loss_cls: 1.0977, loss: 1.0977, grad_norm: 3.5631, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8959, loss/aux0: 0.8959 2020-10-21 00:06:45,671 - mmaction - INFO - Epoch [232][20/396] lr: 7.004e-03, eta: 4:56:32, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8833, loss_cls: 1.0940, loss: 1.0940, grad_norm: 3.5087, top1_acc/aux0: 0.7640, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9096, loss/aux0: 0.9096 2020-10-21 00:06:46,613 - mmaction - INFO - Epoch [232][20/396] lr: 7.004e-03, eta: 4:56:34, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.7174, top5_acc: 0.8833, loss_cls: 1.0940, loss: 1.0940, grad_norm: 3.4907, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9016, loss/aux0: 0.9016 2020-10-21 00:07:23,156 - mmaction - INFO - Epoch [232][40/396] lr: 7.004e-03, eta: 4:55:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7339, top5_acc: 0.8917, loss_cls: 1.0514, loss: 1.0514, grad_norm: 3.4507, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8876, loss/aux0: 0.8876 2020-10-21 00:07:24,191 - mmaction - INFO - Epoch [232][40/396] lr: 7.004e-03, eta: 4:55:58, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7339, top5_acc: 0.8917, loss_cls: 1.0514, loss: 1.0514, grad_norm: 3.4222, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8936, loss/aux0: 0.8936 2020-10-21 00:08:00,656 - mmaction - INFO - Epoch [232][60/396] lr: 7.004e-03, eta: 4:55:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7326, top5_acc: 0.8948, loss_cls: 1.0463, loss: 1.0463, grad_norm: 3.4392, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9112, loss/aux0: 0.9112 2020-10-21 00:08:01,619 - mmaction - INFO - Epoch [232][60/396] lr: 7.004e-03, eta: 4:55:23, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7326, top5_acc: 0.8948, loss_cls: 1.0463, loss: 1.0463, grad_norm: 3.4101, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9111, loss/aux0: 0.9111 2020-10-21 00:08:38,111 - mmaction - INFO - Epoch [232][80/396] lr: 7.004e-03, eta: 4:54:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7237, top5_acc: 0.8849, loss_cls: 1.0790, loss: 1.0790, grad_norm: 3.5527, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9084, loss/aux0: 0.9084 2020-10-21 00:08:39,045 - mmaction - INFO - Epoch [232][80/396] lr: 7.004e-03, eta: 4:54:47, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7237, top5_acc: 0.8849, loss_cls: 1.0790, loss: 1.0790, grad_norm: 3.5745, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9227, loss/aux0: 0.9227 2020-10-21 00:09:15,291 - mmaction - INFO - Epoch [232][100/396] lr: 7.004e-03, eta: 4:54:09, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8862, loss_cls: 1.1092, loss: 1.1092, grad_norm: 3.5709, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9302, loss/aux0: 0.9302 2020-10-21 00:09:16,230 - mmaction - INFO - Epoch [232][100/396] lr: 7.004e-03, eta: 4:54:11, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8862, loss_cls: 1.1092, loss: 1.1092, grad_norm: 3.5916, top1_acc/aux0: 0.7596, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9217, loss/aux0: 0.9217 2020-10-21 00:09:52,639 - mmaction - INFO - Epoch [232][120/396] lr: 7.004e-03, eta: 4:53:33, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8870, loss_cls: 1.0865, loss: 1.0865, grad_norm: 3.4569, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8801, loss/aux0: 0.8801 2020-10-21 00:09:53,617 - mmaction - INFO - Epoch [232][120/396] lr: 7.004e-03, eta: 4:53:35, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8870, loss_cls: 1.0865, loss: 1.0865, grad_norm: 3.4733, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8791, loss/aux0: 0.8791 2020-10-21 00:10:30,077 - mmaction - INFO - Epoch [232][140/396] lr: 7.004e-03, eta: 4:52:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7167, top5_acc: 0.8896, loss_cls: 1.1000, loss: 1.1000, grad_norm: 3.5943, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.8945, loss/aux0: 0.8945 2020-10-21 00:10:31,059 - mmaction - INFO - Epoch [232][140/396] lr: 7.004e-03, eta: 4:52:59, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7167, top5_acc: 0.8896, loss_cls: 1.1000, loss: 1.1000, grad_norm: 3.6057, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.8910, loss/aux0: 0.8910 2020-10-21 00:11:07,579 - mmaction - INFO - Epoch [232][160/396] lr: 7.004e-03, eta: 4:52:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7292, top5_acc: 0.8891, loss_cls: 1.0731, loss: 1.0731, grad_norm: 3.5556, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8978, loss/aux0: 0.8978 2020-10-21 00:11:08,534 - mmaction - INFO - Epoch [232][160/396] lr: 7.004e-03, eta: 4:52:23, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7292, top5_acc: 0.8891, loss_cls: 1.0731, loss: 1.0731, grad_norm: 3.5289, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8983, loss/aux0: 0.8983 2020-10-21 00:11:45,029 - mmaction - INFO - Epoch [232][180/396] lr: 7.004e-03, eta: 4:51:45, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7234, top5_acc: 0.8885, loss_cls: 1.0993, loss: 1.0993, grad_norm: 3.6018, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8680, loss/aux0: 0.8680 2020-10-21 00:11:46,041 - mmaction - INFO - Epoch [232][180/396] lr: 7.004e-03, eta: 4:51:47, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7234, top5_acc: 0.8885, loss_cls: 1.0993, loss: 1.0993, grad_norm: 3.6151, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8699, loss/aux0: 0.8699 2020-10-21 00:12:22,633 - mmaction - INFO - Epoch [232][200/396] lr: 7.004e-03, eta: 4:51:09, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7260, top5_acc: 0.8870, loss_cls: 1.0740, loss: 1.0740, grad_norm: 3.5508, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.9345, loss/aux0: 0.9345 2020-10-21 00:12:23,581 - mmaction - INFO - Epoch [232][200/396] lr: 7.004e-03, eta: 4:51:11, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7260, top5_acc: 0.8870, loss_cls: 1.0740, loss: 1.0740, grad_norm: 3.5701, top1_acc/aux0: 0.7555, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9430, loss/aux0: 0.9430 2020-10-21 00:13:00,276 - mmaction - INFO - Epoch [232][220/396] lr: 7.004e-03, eta: 4:50:34, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7310, top5_acc: 0.8966, loss_cls: 1.0563, loss: 1.0563, grad_norm: 3.4686, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9154, loss/aux0: 0.9154 2020-10-21 00:13:01,243 - mmaction - INFO - Epoch [232][220/396] lr: 7.004e-03, eta: 4:50:36, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7310, top5_acc: 0.8966, loss_cls: 1.0563, loss: 1.0563, grad_norm: 3.4524, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9003, loss/aux0: 0.9003 2020-10-21 00:13:37,894 - mmaction - INFO - Epoch [232][240/396] lr: 7.004e-03, eta: 4:49:58, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8885, loss_cls: 1.0882, loss: 1.0882, grad_norm: 3.4780, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.9697, loss/aux0: 0.9697 2020-10-21 00:13:38,869 - mmaction - INFO - Epoch [232][240/396] lr: 7.004e-03, eta: 4:50:00, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7240, top5_acc: 0.8885, loss_cls: 1.0882, loss: 1.0882, grad_norm: 3.4976, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9809, loss/aux0: 0.9809 2020-10-21 00:14:15,404 - mmaction - INFO - Epoch [232][260/396] lr: 7.004e-03, eta: 4:49:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8930, loss_cls: 1.0917, loss: 1.0917, grad_norm: 3.6067, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9092, loss/aux0: 0.9092 2020-10-21 00:14:16,373 - mmaction - INFO - Epoch [232][260/396] lr: 7.004e-03, eta: 4:49:24, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7250, top5_acc: 0.8930, loss_cls: 1.0917, loss: 1.0917, grad_norm: 3.5763, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8993, loss/aux0: 0.8993 2020-10-21 00:14:52,824 - mmaction - INFO - Epoch [232][280/396] lr: 7.004e-03, eta: 4:48:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7258, top5_acc: 0.8893, loss_cls: 1.0765, loss: 1.0765, grad_norm: 3.5071, top1_acc/aux0: 0.7622, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8943, loss/aux0: 0.8943 2020-10-21 00:14:53,850 - mmaction - INFO - Epoch [232][280/396] lr: 7.004e-03, eta: 4:48:48, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7258, top5_acc: 0.8893, loss_cls: 1.0765, loss: 1.0765, grad_norm: 3.4955, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8962, loss/aux0: 0.8962 2020-10-21 00:15:30,945 - mmaction - INFO - Epoch [232][300/396] lr: 7.004e-03, eta: 4:48:10, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8943, loss_cls: 1.0781, loss: 1.0781, grad_norm: 3.4566, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9167, loss/aux0: 0.9167 2020-10-21 00:15:31,905 - mmaction - INFO - Epoch [232][300/396] lr: 7.004e-03, eta: 4:48:12, time: 0.935, data_time: 0.003, memory: 8466, top1_acc: 0.7266, top5_acc: 0.8943, loss_cls: 1.0781, loss: 1.0781, grad_norm: 3.4755, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9307, loss/aux0: 0.9307 2020-10-21 00:16:08,363 - mmaction - INFO - Epoch [232][320/396] lr: 7.004e-03, eta: 4:47:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7312, top5_acc: 0.8901, loss_cls: 1.0618, loss: 1.0618, grad_norm: 3.5329, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8486, loss/aux0: 0.8486 2020-10-21 00:16:09,327 - mmaction - INFO - Epoch [232][320/396] lr: 7.004e-03, eta: 4:47:36, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7312, top5_acc: 0.8901, loss_cls: 1.0618, loss: 1.0618, grad_norm: 3.5371, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8288, loss/aux0: 0.8288 2020-10-21 00:16:45,835 - mmaction - INFO - Epoch [232][340/396] lr: 7.004e-03, eta: 4:46:58, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7185, top5_acc: 0.8893, loss_cls: 1.1170, loss: 1.1170, grad_norm: 3.5572, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8770, loss/aux0: 0.8770 2020-10-21 00:16:46,788 - mmaction - INFO - Epoch [232][340/396] lr: 7.004e-03, eta: 4:47:00, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7185, top5_acc: 0.8893, loss_cls: 1.1170, loss: 1.1170, grad_norm: 3.5539, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8846, loss/aux0: 0.8846 2020-10-21 00:17:23,422 - mmaction - INFO - Epoch [232][360/396] lr: 7.004e-03, eta: 4:46:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8862, loss_cls: 1.1262, loss: 1.1262, grad_norm: 3.5917, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9496, loss/aux0: 0.9496 2020-10-21 00:17:24,369 - mmaction - INFO - Epoch [232][360/396] lr: 7.004e-03, eta: 4:46:24, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7208, top5_acc: 0.8862, loss_cls: 1.1262, loss: 1.1262, grad_norm: 3.6038, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9555, loss/aux0: 0.9555 2020-10-21 00:18:01,026 - mmaction - INFO - Epoch [232][380/396] lr: 7.004e-03, eta: 4:45:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7130, top5_acc: 0.8896, loss_cls: 1.1150, loss: 1.1150, grad_norm: 3.6278, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9344, loss/aux0: 0.9344 2020-10-21 00:18:02,000 - mmaction - INFO - Epoch [232][380/396] lr: 7.004e-03, eta: 4:45:49, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7130, top5_acc: 0.8896, loss_cls: 1.1150, loss: 1.1150, grad_norm: 3.5927, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9236, loss/aux0: 0.9236 2020-10-21 00:18:36,175 - mmaction - INFO - Saving checkpoint at 232 epochs 2020-10-21 00:20:56,944 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 00:20:57,073 - mmaction - INFO - top1_acc 0.7522 top5_acc 0.9250 2020-10-21 00:20:57,073 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 00:20:57,106 - mmaction - INFO - mean_acc 0.7524 2020-10-21 00:20:57,106 - mmaction - INFO - Now best checkpoint is epoch_232.pth 2020-10-21 00:20:57,112 - mmaction - INFO - Epoch(val) [232][396] top1_acc: 0.7522, top5_acc: 0.9250, mean_class_accuracy: 0.7524 2020-10-21 00:24:58,346 - mmaction - INFO - Epoch [233][20/396] lr: 6.459e-03, eta: 4:44:39, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8885, loss_cls: 1.0823, loss: 1.0823, grad_norm: 3.5747, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9186, loss_cls/aux0: 0.9246, loss/aux0: 0.9246 2020-10-21 00:24:59,278 - mmaction - INFO - Epoch [233][20/396] lr: 6.459e-03, eta: 4:44:41, time: 0.927, data_time: 0.001, memory: 8466, top1_acc: 0.7227, top5_acc: 0.8885, loss_cls: 1.0823, loss: 1.0823, grad_norm: 3.5185, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9149, loss/aux0: 0.9149 2020-10-21 00:25:35,602 - mmaction - INFO - Epoch [233][40/396] lr: 6.459e-03, eta: 4:44:03, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7315, top5_acc: 0.8935, loss_cls: 1.0646, loss: 1.0646, grad_norm: 3.5391, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8258, loss/aux0: 0.8258 2020-10-21 00:25:36,559 - mmaction - INFO - Epoch [233][40/396] lr: 6.459e-03, eta: 4:44:05, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7315, top5_acc: 0.8935, loss_cls: 1.0646, loss: 1.0646, grad_norm: 3.5345, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-21 00:26:12,910 - mmaction - INFO - Epoch [233][60/396] lr: 6.459e-03, eta: 4:43:27, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7299, top5_acc: 0.8909, loss_cls: 1.0449, loss: 1.0449, grad_norm: 3.4455, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8932, loss/aux0: 0.8932 2020-10-21 00:26:13,840 - mmaction - INFO - Epoch [233][60/396] lr: 6.459e-03, eta: 4:43:29, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7299, top5_acc: 0.8909, loss_cls: 1.0449, loss: 1.0449, grad_norm: 3.4246, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8938, loss/aux0: 0.8938 2020-10-21 00:26:50,265 - mmaction - INFO - Epoch [233][80/396] lr: 6.459e-03, eta: 4:42:51, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7232, top5_acc: 0.8904, loss_cls: 1.0861, loss: 1.0861, grad_norm: 3.4621, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8837, loss/aux0: 0.8837 2020-10-21 00:26:51,217 - mmaction - INFO - Epoch [233][80/396] lr: 6.459e-03, eta: 4:42:53, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7232, top5_acc: 0.8904, loss_cls: 1.0861, loss: 1.0861, grad_norm: 3.4575, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8960, loss/aux0: 0.8960 2020-10-21 00:27:27,501 - mmaction - INFO - Epoch [233][100/396] lr: 6.459e-03, eta: 4:42:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7365, top5_acc: 0.8961, loss_cls: 1.0452, loss: 1.0452, grad_norm: 3.5031, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9228, loss/aux0: 0.9228 2020-10-21 00:27:28,467 - mmaction - INFO - Epoch [233][100/396] lr: 6.459e-03, eta: 4:42:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7365, top5_acc: 0.8961, loss_cls: 1.0452, loss: 1.0452, grad_norm: 3.4962, top1_acc/aux0: 0.7591, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9133, loss/aux0: 0.9133 2020-10-21 00:28:04,962 - mmaction - INFO - Epoch [233][120/396] lr: 6.459e-03, eta: 4:41:40, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7242, top5_acc: 0.8964, loss_cls: 1.0928, loss: 1.0928, grad_norm: 3.5961, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8709, loss/aux0: 0.8709 2020-10-21 00:28:05,895 - mmaction - INFO - Epoch [233][120/396] lr: 6.459e-03, eta: 4:41:42, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7242, top5_acc: 0.8964, loss_cls: 1.0928, loss: 1.0928, grad_norm: 3.6358, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8797, loss/aux0: 0.8797 2020-10-21 00:28:42,666 - mmaction - INFO - Epoch [233][140/396] lr: 6.459e-03, eta: 4:41:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7237, top5_acc: 0.8893, loss_cls: 1.0988, loss: 1.0988, grad_norm: 3.6238, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9266, loss/aux0: 0.9266 2020-10-21 00:28:43,624 - mmaction - INFO - Epoch [233][140/396] lr: 6.459e-03, eta: 4:41:06, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7237, top5_acc: 0.8893, loss_cls: 1.0988, loss: 1.0988, grad_norm: 3.6240, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.9166, loss/aux0: 0.9166 2020-10-21 00:29:20,127 - mmaction - INFO - Epoch [233][160/396] lr: 6.459e-03, eta: 4:40:28, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7245, top5_acc: 0.8904, loss_cls: 1.0675, loss: 1.0675, grad_norm: 3.5117, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8614, loss/aux0: 0.8614 2020-10-21 00:29:21,085 - mmaction - INFO - Epoch [233][160/396] lr: 6.459e-03, eta: 4:40:30, time: 0.933, data_time: 0.003, memory: 8466, top1_acc: 0.7245, top5_acc: 0.8904, loss_cls: 1.0675, loss: 1.0675, grad_norm: 3.5330, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8677, loss/aux0: 0.8677 2020-10-21 00:29:57,509 - mmaction - INFO - Epoch [233][180/396] lr: 6.459e-03, eta: 4:39:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8878, loss_cls: 1.0792, loss: 1.0792, grad_norm: 3.4611, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8592, loss/aux0: 0.8592 2020-10-21 00:29:58,470 - mmaction - INFO - Epoch [233][180/396] lr: 6.459e-03, eta: 4:39:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8878, loss_cls: 1.0792, loss: 1.0792, grad_norm: 3.4614, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8478, loss/aux0: 0.8478 2020-10-21 00:30:35,086 - mmaction - INFO - Epoch [233][200/396] lr: 6.459e-03, eta: 4:39:16, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7255, top5_acc: 0.8891, loss_cls: 1.1012, loss: 1.1012, grad_norm: 3.5935, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8885, loss/aux0: 0.8885 2020-10-21 00:30:36,027 - mmaction - INFO - Epoch [233][200/396] lr: 6.459e-03, eta: 4:39:18, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7255, top5_acc: 0.8891, loss_cls: 1.1012, loss: 1.1012, grad_norm: 3.5960, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8884, loss/aux0: 0.8884 2020-10-21 00:31:12,723 - mmaction - INFO - Epoch [233][220/396] lr: 6.459e-03, eta: 4:38:40, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7214, top5_acc: 0.8919, loss_cls: 1.0920, loss: 1.0920, grad_norm: 3.5219, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8665, loss/aux0: 0.8665 2020-10-21 00:31:13,681 - mmaction - INFO - Epoch [233][220/396] lr: 6.459e-03, eta: 4:38:42, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7214, top5_acc: 0.8919, loss_cls: 1.0920, loss: 1.0920, grad_norm: 3.5160, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8795, loss/aux0: 0.8795 2020-10-21 00:31:50,261 - mmaction - INFO - Epoch [233][240/396] lr: 6.459e-03, eta: 4:38:04, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7268, top5_acc: 0.8935, loss_cls: 1.0729, loss: 1.0729, grad_norm: 3.5462, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9075, loss/aux0: 0.9075 2020-10-21 00:31:51,241 - mmaction - INFO - Epoch [233][240/396] lr: 6.459e-03, eta: 4:38:06, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7268, top5_acc: 0.8935, loss_cls: 1.0729, loss: 1.0729, grad_norm: 3.5180, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8956, loss/aux0: 0.8956 2020-10-21 00:32:27,902 - mmaction - INFO - Epoch [233][260/396] lr: 6.459e-03, eta: 4:37:28, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7247, top5_acc: 0.8831, loss_cls: 1.0984, loss: 1.0984, grad_norm: 3.5697, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9049, loss_cls/aux0: 0.9310, loss/aux0: 0.9310 2020-10-21 00:32:28,896 - mmaction - INFO - Epoch [233][260/396] lr: 6.459e-03, eta: 4:37:30, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7247, top5_acc: 0.8831, loss_cls: 1.0984, loss: 1.0984, grad_norm: 3.5553, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9034, loss_cls/aux0: 0.9347, loss/aux0: 0.9347 2020-10-21 00:33:05,431 - mmaction - INFO - Epoch [233][280/396] lr: 6.459e-03, eta: 4:36:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7255, top5_acc: 0.8943, loss_cls: 1.0732, loss: 1.0732, grad_norm: 3.6233, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8963, loss/aux0: 0.8963 2020-10-21 00:33:06,380 - mmaction - INFO - Epoch [233][280/396] lr: 6.459e-03, eta: 4:36:55, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7255, top5_acc: 0.8943, loss_cls: 1.0732, loss: 1.0732, grad_norm: 3.6330, top1_acc/aux0: 0.7664, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8949, loss/aux0: 0.8949 2020-10-21 00:33:42,958 - mmaction - INFO - Epoch [233][300/396] lr: 6.459e-03, eta: 4:36:17, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7242, top5_acc: 0.8872, loss_cls: 1.1013, loss: 1.1013, grad_norm: 3.6232, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8725, loss/aux0: 0.8725 2020-10-21 00:33:43,907 - mmaction - INFO - Epoch [233][300/396] lr: 6.459e-03, eta: 4:36:19, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7242, top5_acc: 0.8872, loss_cls: 1.1013, loss: 1.1013, grad_norm: 3.6213, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8707, loss/aux0: 0.8707 2020-10-21 00:34:20,483 - mmaction - INFO - Epoch [233][320/396] lr: 6.459e-03, eta: 4:35:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7456, top5_acc: 0.9081, loss_cls: 0.9899, loss: 0.9899, grad_norm: 3.4399, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8589, loss/aux0: 0.8589 2020-10-21 00:34:21,442 - mmaction - INFO - Epoch [233][320/396] lr: 6.459e-03, eta: 4:35:43, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7456, top5_acc: 0.9081, loss_cls: 0.9899, loss: 0.9899, grad_norm: 3.4404, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8569, loss/aux0: 0.8569 2020-10-21 00:34:58,141 - mmaction - INFO - Epoch [233][340/396] lr: 6.459e-03, eta: 4:35:05, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7138, top5_acc: 0.8859, loss_cls: 1.1081, loss: 1.1081, grad_norm: 3.5053, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.8805, loss/aux0: 0.8805 2020-10-21 00:34:59,095 - mmaction - INFO - Epoch [233][340/396] lr: 6.459e-03, eta: 4:35:07, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7138, top5_acc: 0.8859, loss_cls: 1.1081, loss: 1.1081, grad_norm: 3.5022, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.8900, loss/aux0: 0.8900 2020-10-21 00:35:35,737 - mmaction - INFO - Epoch [233][360/396] lr: 6.459e-03, eta: 4:34:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7211, top5_acc: 0.8935, loss_cls: 1.0781, loss: 1.0781, grad_norm: 3.5686, top1_acc/aux0: 0.7633, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.9049, loss/aux0: 0.9049 2020-10-21 00:35:36,692 - mmaction - INFO - Epoch [233][360/396] lr: 6.459e-03, eta: 4:34:31, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7211, top5_acc: 0.8935, loss_cls: 1.0781, loss: 1.0781, grad_norm: 3.5502, top1_acc/aux0: 0.7648, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8972, loss/aux0: 0.8972 2020-10-21 00:36:13,226 - mmaction - INFO - Epoch [233][380/396] lr: 6.459e-03, eta: 4:33:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7260, top5_acc: 0.8870, loss_cls: 1.0831, loss: 1.0831, grad_norm: 3.6207, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8477, loss/aux0: 0.8477 2020-10-21 00:36:14,188 - mmaction - INFO - Epoch [233][380/396] lr: 6.459e-03, eta: 4:33:55, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7260, top5_acc: 0.8870, loss_cls: 1.0831, loss: 1.0831, grad_norm: 3.6346, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8551, loss/aux0: 0.8551 2020-10-21 00:40:58,960 - mmaction - INFO - Epoch [234][20/396] lr: 5.935e-03, eta: 4:32:46, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7437, top5_acc: 0.9013, loss_cls: 0.9855, loss: 0.9855, grad_norm: 3.4491, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8220, loss/aux0: 0.8220 2020-10-21 00:40:59,908 - mmaction - INFO - Epoch [234][20/396] lr: 5.935e-03, eta: 4:32:48, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.7437, top5_acc: 0.9013, loss_cls: 0.9855, loss: 0.9855, grad_norm: 3.4554, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8251, loss/aux0: 0.8251 2020-10-21 00:41:36,387 - mmaction - INFO - Epoch [234][40/396] lr: 5.935e-03, eta: 4:32:10, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7305, top5_acc: 0.8995, loss_cls: 1.0267, loss: 1.0267, grad_norm: 3.4951, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8680, loss/aux0: 0.8680 2020-10-21 00:41:37,312 - mmaction - INFO - Epoch [234][40/396] lr: 5.935e-03, eta: 4:32:12, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7305, top5_acc: 0.8995, loss_cls: 1.0267, loss: 1.0267, grad_norm: 3.4700, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8604, loss/aux0: 0.8604 2020-10-21 00:42:13,832 - mmaction - INFO - Epoch [234][60/396] lr: 5.935e-03, eta: 4:31:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8987, loss_cls: 1.0355, loss: 1.0355, grad_norm: 3.6750, top1_acc/aux0: 0.7680, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9104, loss/aux0: 0.9104 2020-10-21 00:42:14,798 - mmaction - INFO - Epoch [234][60/396] lr: 5.935e-03, eta: 4:31:36, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8987, loss_cls: 1.0355, loss: 1.0355, grad_norm: 3.6475, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9138, loss/aux0: 0.9138 2020-10-21 00:42:51,330 - mmaction - INFO - Epoch [234][80/396] lr: 5.935e-03, eta: 4:30:58, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7417, top5_acc: 0.8984, loss_cls: 1.0228, loss: 1.0228, grad_norm: 3.5491, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8795, loss/aux0: 0.8795 2020-10-21 00:42:52,287 - mmaction - INFO - Epoch [234][80/396] lr: 5.935e-03, eta: 4:31:00, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7417, top5_acc: 0.8984, loss_cls: 1.0228, loss: 1.0228, grad_norm: 3.5503, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8859, loss/aux0: 0.8859 2020-10-21 00:43:28,816 - mmaction - INFO - Epoch [234][100/396] lr: 5.935e-03, eta: 4:30:22, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7331, top5_acc: 0.8935, loss_cls: 1.0575, loss: 1.0575, grad_norm: 3.4899, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8366, loss/aux0: 0.8366 2020-10-21 00:43:29,776 - mmaction - INFO - Epoch [234][100/396] lr: 5.935e-03, eta: 4:30:24, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7331, top5_acc: 0.8935, loss_cls: 1.0575, loss: 1.0575, grad_norm: 3.5270, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8344, loss/aux0: 0.8344 2020-10-21 00:44:06,445 - mmaction - INFO - Epoch [234][120/396] lr: 5.935e-03, eta: 4:29:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7315, top5_acc: 0.8865, loss_cls: 1.0793, loss: 1.0793, grad_norm: 3.5675, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8457, loss/aux0: 0.8457 2020-10-21 00:44:07,410 - mmaction - INFO - Epoch [234][120/396] lr: 5.935e-03, eta: 4:29:48, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7315, top5_acc: 0.8865, loss_cls: 1.0793, loss: 1.0793, grad_norm: 3.5664, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8466, loss/aux0: 0.8466 2020-10-21 00:44:43,981 - mmaction - INFO - Epoch [234][140/396] lr: 5.935e-03, eta: 4:29:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7313, top5_acc: 0.8948, loss_cls: 1.0446, loss: 1.0446, grad_norm: 3.4843, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.9064, loss/aux0: 0.9064 2020-10-21 00:44:44,939 - mmaction - INFO - Epoch [234][140/396] lr: 5.935e-03, eta: 4:29:12, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7313, top5_acc: 0.8948, loss_cls: 1.0446, loss: 1.0446, grad_norm: 3.4885, top1_acc/aux0: 0.7628, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9038, loss/aux0: 0.9038 2020-10-21 00:45:21,496 - mmaction - INFO - Epoch [234][160/396] lr: 5.935e-03, eta: 4:28:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7378, top5_acc: 0.8945, loss_cls: 1.0279, loss: 1.0279, grad_norm: 3.5443, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8583, loss/aux0: 0.8583 2020-10-21 00:45:22,470 - mmaction - INFO - Epoch [234][160/396] lr: 5.935e-03, eta: 4:28:36, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7378, top5_acc: 0.8945, loss_cls: 1.0279, loss: 1.0279, grad_norm: 3.5414, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8625, loss/aux0: 0.8625 2020-10-21 00:45:59,128 - mmaction - INFO - Epoch [234][180/396] lr: 5.935e-03, eta: 4:27:59, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8914, loss_cls: 1.0528, loss: 1.0528, grad_norm: 3.5421, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8888, loss/aux0: 0.8888 2020-10-21 00:46:00,147 - mmaction - INFO - Epoch [234][180/396] lr: 5.935e-03, eta: 4:28:01, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8914, loss_cls: 1.0528, loss: 1.0528, grad_norm: 3.5216, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8852, loss/aux0: 0.8852 2020-10-21 00:46:36,927 - mmaction - INFO - Epoch [234][200/396] lr: 5.935e-03, eta: 4:27:23, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7289, top5_acc: 0.8945, loss_cls: 1.0598, loss: 1.0598, grad_norm: 3.5714, top1_acc/aux0: 0.7753, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8553, loss/aux0: 0.8553 2020-10-21 00:46:37,938 - mmaction - INFO - Epoch [234][200/396] lr: 5.935e-03, eta: 4:27:25, time: 0.949, data_time: 0.003, memory: 8466, top1_acc: 0.7289, top5_acc: 0.8945, loss_cls: 1.0598, loss: 1.0598, grad_norm: 3.5960, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8593, loss/aux0: 0.8593 2020-10-21 00:47:14,608 - mmaction - INFO - Epoch [234][220/396] lr: 5.935e-03, eta: 4:26:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7185, top5_acc: 0.8974, loss_cls: 1.0917, loss: 1.0917, grad_norm: 3.7170, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8709, loss/aux0: 0.8709 2020-10-21 00:47:15,554 - mmaction - INFO - Epoch [234][220/396] lr: 5.935e-03, eta: 4:26:49, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7185, top5_acc: 0.8974, loss_cls: 1.0917, loss: 1.0917, grad_norm: 3.7481, top1_acc/aux0: 0.7659, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8708, loss/aux0: 0.8708 2020-10-21 00:47:52,008 - mmaction - INFO - Epoch [234][240/396] lr: 5.935e-03, eta: 4:26:11, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7312, top5_acc: 0.8919, loss_cls: 1.0477, loss: 1.0477, grad_norm: 3.6602, top1_acc/aux0: 0.7638, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.9165, loss/aux0: 0.9165 2020-10-21 00:47:52,969 - mmaction - INFO - Epoch [234][240/396] lr: 5.935e-03, eta: 4:26:13, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7312, top5_acc: 0.8919, loss_cls: 1.0477, loss: 1.0477, grad_norm: 3.6427, top1_acc/aux0: 0.7654, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9124, loss/aux0: 0.9124 2020-10-21 00:48:29,654 - mmaction - INFO - Epoch [234][260/396] lr: 5.935e-03, eta: 4:25:35, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7263, top5_acc: 0.8914, loss_cls: 1.0809, loss: 1.0809, grad_norm: 3.5974, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8829, loss/aux0: 0.8829 2020-10-21 00:48:30,618 - mmaction - INFO - Epoch [234][260/396] lr: 5.935e-03, eta: 4:25:37, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7263, top5_acc: 0.8914, loss_cls: 1.0809, loss: 1.0809, grad_norm: 3.5668, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8825, loss/aux0: 0.8825 2020-10-21 00:49:07,154 - mmaction - INFO - Epoch [234][280/396] lr: 5.935e-03, eta: 4:24:59, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7438, top5_acc: 0.8945, loss_cls: 1.0229, loss: 1.0229, grad_norm: 3.5202, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8593, loss/aux0: 0.8593 2020-10-21 00:49:08,176 - mmaction - INFO - Epoch [234][280/396] lr: 5.935e-03, eta: 4:25:01, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7438, top5_acc: 0.8945, loss_cls: 1.0229, loss: 1.0229, grad_norm: 3.4936, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8494, loss/aux0: 0.8494 2020-10-21 00:49:44,656 - mmaction - INFO - Epoch [234][300/396] lr: 5.935e-03, eta: 4:24:24, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7286, top5_acc: 0.8969, loss_cls: 1.0682, loss: 1.0682, grad_norm: 3.5872, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8507, loss/aux0: 0.8507 2020-10-21 00:49:45,619 - mmaction - INFO - Epoch [234][300/396] lr: 5.935e-03, eta: 4:24:25, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7286, top5_acc: 0.8969, loss_cls: 1.0682, loss: 1.0682, grad_norm: 3.5958, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8655, loss/aux0: 0.8655 2020-10-21 00:50:22,782 - mmaction - INFO - Epoch [234][320/396] lr: 5.935e-03, eta: 4:23:48, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8937, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.6259, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8770, loss/aux0: 0.8770 2020-10-21 00:50:23,693 - mmaction - INFO - Epoch [234][320/396] lr: 5.935e-03, eta: 4:23:49, time: 0.960, data_time: 0.002, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8937, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.6519, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8811, loss/aux0: 0.8811 2020-10-21 00:51:00,366 - mmaction - INFO - Epoch [234][340/396] lr: 5.935e-03, eta: 4:23:12, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7286, top5_acc: 0.8888, loss_cls: 1.0759, loss: 1.0759, grad_norm: 3.5752, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8687, loss/aux0: 0.8687 2020-10-21 00:51:01,323 - mmaction - INFO - Epoch [234][340/396] lr: 5.935e-03, eta: 4:23:14, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7286, top5_acc: 0.8888, loss_cls: 1.0759, loss: 1.0759, grad_norm: 3.5987, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8605, loss/aux0: 0.8605 2020-10-21 00:51:37,822 - mmaction - INFO - Epoch [234][360/396] lr: 5.935e-03, eta: 4:22:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7312, top5_acc: 0.8948, loss_cls: 1.0435, loss: 1.0435, grad_norm: 3.5523, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8628, loss/aux0: 0.8628 2020-10-21 00:51:38,785 - mmaction - INFO - Epoch [234][360/396] lr: 5.935e-03, eta: 4:22:38, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7312, top5_acc: 0.8948, loss_cls: 1.0435, loss: 1.0435, grad_norm: 3.5448, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.8648, loss/aux0: 0.8648 2020-10-21 00:52:15,467 - mmaction - INFO - Epoch [234][380/396] lr: 5.935e-03, eta: 4:22:00, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7286, top5_acc: 0.8857, loss_cls: 1.0801, loss: 1.0801, grad_norm: 3.6296, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8934, loss/aux0: 0.8934 2020-10-21 00:52:16,448 - mmaction - INFO - Epoch [234][380/396] lr: 5.935e-03, eta: 4:22:02, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7286, top5_acc: 0.8857, loss_cls: 1.0801, loss: 1.0801, grad_norm: 3.6179, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.8990, loss/aux0: 0.8990 2020-10-21 00:57:34,919 - mmaction - INFO - Epoch [235][20/396] lr: 5.434e-03, eta: 4:20:53, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7333, top5_acc: 0.8984, loss_cls: 1.0207, loss: 1.0207, grad_norm: 3.5202, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8817, loss/aux0: 0.8817 2020-10-21 00:57:35,891 - mmaction - INFO - Epoch [235][20/396] lr: 5.434e-03, eta: 4:20:54, time: 0.932, data_time: 0.003, memory: 8466, top1_acc: 0.7333, top5_acc: 0.8984, loss_cls: 1.0207, loss: 1.0207, grad_norm: 3.5142, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8813, loss/aux0: 0.8813 2020-10-21 00:58:12,234 - mmaction - INFO - Epoch [235][40/396] lr: 5.434e-03, eta: 4:20:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7409, top5_acc: 0.8951, loss_cls: 1.0331, loss: 1.0331, grad_norm: 3.5560, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.8920, loss/aux0: 0.8920 2020-10-21 00:58:13,145 - mmaction - INFO - Epoch [235][40/396] lr: 5.434e-03, eta: 4:20:19, time: 0.931, data_time: 0.001, memory: 8466, top1_acc: 0.7409, top5_acc: 0.8951, loss_cls: 1.0331, loss: 1.0331, grad_norm: 3.5425, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.8902, loss/aux0: 0.8902 2020-10-21 00:58:49,716 - mmaction - INFO - Epoch [235][60/396] lr: 5.434e-03, eta: 4:19:41, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7388, top5_acc: 0.8951, loss_cls: 1.0501, loss: 1.0501, grad_norm: 3.5818, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8561, loss/aux0: 0.8561 2020-10-21 00:58:50,710 - mmaction - INFO - Epoch [235][60/396] lr: 5.434e-03, eta: 4:19:43, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7388, top5_acc: 0.8951, loss_cls: 1.0501, loss: 1.0501, grad_norm: 3.5673, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8498, loss/aux0: 0.8498 2020-10-21 00:59:27,175 - mmaction - INFO - Epoch [235][80/396] lr: 5.434e-03, eta: 4:19:05, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7359, top5_acc: 0.8974, loss_cls: 1.0502, loss: 1.0502, grad_norm: 3.6694, top1_acc/aux0: 0.7617, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9121, loss/aux0: 0.9121 2020-10-21 00:59:28,136 - mmaction - INFO - Epoch [235][80/396] lr: 5.434e-03, eta: 4:19:07, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7359, top5_acc: 0.8974, loss_cls: 1.0502, loss: 1.0502, grad_norm: 3.6796, top1_acc/aux0: 0.7612, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9204, loss/aux0: 0.9204 2020-10-21 01:00:04,568 - mmaction - INFO - Epoch [235][100/396] lr: 5.434e-03, eta: 4:18:29, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7276, top5_acc: 0.8891, loss_cls: 1.0614, loss: 1.0614, grad_norm: 3.6542, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.8829, loss/aux0: 0.8829 2020-10-21 01:00:05,553 - mmaction - INFO - Epoch [235][100/396] lr: 5.434e-03, eta: 4:18:31, time: 0.942, data_time: 0.004, memory: 8466, top1_acc: 0.7276, top5_acc: 0.8891, loss_cls: 1.0614, loss: 1.0614, grad_norm: 3.6347, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8865, loss/aux0: 0.8865 2020-10-21 01:00:42,612 - mmaction - INFO - Epoch [235][120/396] lr: 5.434e-03, eta: 4:17:53, time: 0.961, data_time: 0.000, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8909, loss_cls: 1.0519, loss: 1.0519, grad_norm: 3.6345, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.8939, loss/aux0: 0.8939 2020-10-21 01:00:43,611 - mmaction - INFO - Epoch [235][120/396] lr: 5.434e-03, eta: 4:17:55, time: 0.964, data_time: 0.006, memory: 8466, top1_acc: 0.7341, top5_acc: 0.8909, loss_cls: 1.0519, loss: 1.0519, grad_norm: 3.6082, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9154, loss_cls/aux0: 0.8898, loss/aux0: 0.8898 2020-10-21 01:01:20,384 - mmaction - INFO - Epoch [235][140/396] lr: 5.434e-03, eta: 4:17:17, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7466, top5_acc: 0.9083, loss_cls: 0.9839, loss: 0.9839, grad_norm: 3.4419, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8242, loss/aux0: 0.8242 2020-10-21 01:01:21,349 - mmaction - INFO - Epoch [235][140/396] lr: 5.434e-03, eta: 4:17:19, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7466, top5_acc: 0.9083, loss_cls: 0.9839, loss: 0.9839, grad_norm: 3.4546, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8247, loss/aux0: 0.8247 2020-10-21 01:01:57,808 - mmaction - INFO - Epoch [235][160/396] lr: 5.434e-03, eta: 4:16:42, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7271, top5_acc: 0.8958, loss_cls: 1.0451, loss: 1.0451, grad_norm: 3.6445, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8647, loss/aux0: 0.8647 2020-10-21 01:01:58,764 - mmaction - INFO - Epoch [235][160/396] lr: 5.434e-03, eta: 4:16:43, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7271, top5_acc: 0.8958, loss_cls: 1.0451, loss: 1.0451, grad_norm: 3.6413, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8569, loss/aux0: 0.8569 2020-10-21 01:02:35,368 - mmaction - INFO - Epoch [235][180/396] lr: 5.434e-03, eta: 4:16:06, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7299, top5_acc: 0.8932, loss_cls: 1.0481, loss: 1.0481, grad_norm: 3.6148, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8485, loss/aux0: 0.8485 2020-10-21 01:02:36,410 - mmaction - INFO - Epoch [235][180/396] lr: 5.434e-03, eta: 4:16:07, time: 0.939, data_time: 0.008, memory: 8466, top1_acc: 0.7299, top5_acc: 0.8932, loss_cls: 1.0481, loss: 1.0481, grad_norm: 3.6307, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8548, loss/aux0: 0.8548 2020-10-21 01:03:13,636 - mmaction - INFO - Epoch [235][200/396] lr: 5.434e-03, eta: 4:15:30, time: 0.953, data_time: 0.000, memory: 8466, top1_acc: 0.7320, top5_acc: 0.8974, loss_cls: 1.0407, loss: 1.0407, grad_norm: 3.6819, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8850, loss/aux0: 0.8850 2020-10-21 01:03:14,652 - mmaction - INFO - Epoch [235][200/396] lr: 5.434e-03, eta: 4:15:32, time: 0.956, data_time: 0.006, memory: 8466, top1_acc: 0.7320, top5_acc: 0.8974, loss_cls: 1.0407, loss: 1.0407, grad_norm: 3.6850, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8817, loss/aux0: 0.8817 2020-10-21 01:03:51,239 - mmaction - INFO - Epoch [235][220/396] lr: 5.434e-03, eta: 4:14:54, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7414, top5_acc: 0.8969, loss_cls: 1.0267, loss: 1.0267, grad_norm: 3.6568, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8525, loss/aux0: 0.8525 2020-10-21 01:03:52,181 - mmaction - INFO - Epoch [235][220/396] lr: 5.434e-03, eta: 4:14:56, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7414, top5_acc: 0.8969, loss_cls: 1.0267, loss: 1.0267, grad_norm: 3.6757, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8589, loss/aux0: 0.8589 2020-10-21 01:04:28,796 - mmaction - INFO - Epoch [235][240/396] lr: 5.434e-03, eta: 4:14:18, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7427, top5_acc: 0.9008, loss_cls: 1.0177, loss: 1.0177, grad_norm: 3.5605, top1_acc/aux0: 0.7669, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8861, loss/aux0: 0.8861 2020-10-21 01:04:29,721 - mmaction - INFO - Epoch [235][240/396] lr: 5.434e-03, eta: 4:14:20, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7427, top5_acc: 0.9008, loss_cls: 1.0177, loss: 1.0177, grad_norm: 3.5986, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8907, loss/aux0: 0.8907 2020-10-21 01:05:06,173 - mmaction - INFO - Epoch [235][260/396] lr: 5.434e-03, eta: 4:13:42, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7440, top5_acc: 0.9034, loss_cls: 1.0072, loss: 1.0072, grad_norm: 3.5602, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8669, loss/aux0: 0.8669 2020-10-21 01:05:07,126 - mmaction - INFO - Epoch [235][260/396] lr: 5.434e-03, eta: 4:13:44, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7440, top5_acc: 0.9034, loss_cls: 1.0072, loss: 1.0072, grad_norm: 3.5786, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8563, loss/aux0: 0.8563 2020-10-21 01:05:43,823 - mmaction - INFO - Epoch [235][280/396] lr: 5.434e-03, eta: 4:13:06, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7380, top5_acc: 0.8987, loss_cls: 1.0362, loss: 1.0362, grad_norm: 3.6641, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8141, loss/aux0: 0.8141 2020-10-21 01:05:44,782 - mmaction - INFO - Epoch [235][280/396] lr: 5.434e-03, eta: 4:13:08, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7380, top5_acc: 0.8987, loss_cls: 1.0362, loss: 1.0362, grad_norm: 3.6404, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8139, loss/aux0: 0.8139 2020-10-21 01:06:21,307 - mmaction - INFO - Epoch [235][300/396] lr: 5.434e-03, eta: 4:12:30, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7234, top5_acc: 0.8964, loss_cls: 1.0545, loss: 1.0545, grad_norm: 3.6116, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.8550, loss/aux0: 0.8550 2020-10-21 01:06:22,278 - mmaction - INFO - Epoch [235][300/396] lr: 5.434e-03, eta: 4:12:32, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7234, top5_acc: 0.8964, loss_cls: 1.0545, loss: 1.0545, grad_norm: 3.6480, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.8809, loss/aux0: 0.8809 2020-10-21 01:06:58,828 - mmaction - INFO - Epoch [235][320/396] lr: 5.434e-03, eta: 4:11:55, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7411, top5_acc: 0.8982, loss_cls: 1.0216, loss: 1.0216, grad_norm: 3.5446, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.8892, loss/aux0: 0.8892 2020-10-21 01:06:59,778 - mmaction - INFO - Epoch [235][320/396] lr: 5.434e-03, eta: 4:11:56, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7411, top5_acc: 0.8982, loss_cls: 1.0216, loss: 1.0216, grad_norm: 3.5476, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8682, loss/aux0: 0.8682 2020-10-21 01:07:36,415 - mmaction - INFO - Epoch [235][340/396] lr: 5.434e-03, eta: 4:11:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7435, top5_acc: 0.9039, loss_cls: 1.0087, loss: 1.0087, grad_norm: 3.5725, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8537, loss/aux0: 0.8537 2020-10-21 01:07:37,337 - mmaction - INFO - Epoch [235][340/396] lr: 5.434e-03, eta: 4:11:20, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7435, top5_acc: 0.9039, loss_cls: 1.0087, loss: 1.0087, grad_norm: 3.5824, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8614, loss/aux0: 0.8614 2020-10-21 01:08:13,818 - mmaction - INFO - Epoch [235][360/396] lr: 5.434e-03, eta: 4:10:43, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8943, loss_cls: 1.0665, loss: 1.0665, grad_norm: 3.6942, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8895, loss/aux0: 0.8895 2020-10-21 01:08:14,778 - mmaction - INFO - Epoch [235][360/396] lr: 5.434e-03, eta: 4:10:44, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7318, top5_acc: 0.8943, loss_cls: 1.0665, loss: 1.0665, grad_norm: 3.7155, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8776, loss/aux0: 0.8776 2020-10-21 01:08:51,403 - mmaction - INFO - Epoch [235][380/396] lr: 5.434e-03, eta: 4:10:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7284, top5_acc: 0.8865, loss_cls: 1.1013, loss: 1.1013, grad_norm: 3.5742, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8548, loss/aux0: 0.8548 2020-10-21 01:08:52,377 - mmaction - INFO - Epoch [235][380/396] lr: 5.434e-03, eta: 4:10:09, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7284, top5_acc: 0.8865, loss_cls: 1.1013, loss: 1.1013, grad_norm: 3.5732, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8616, loss/aux0: 0.8616 2020-10-21 01:15:15,870 - mmaction - INFO - Epoch [236][20/396] lr: 4.954e-03, eta: 4:09:00, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7401, top5_acc: 0.8979, loss_cls: 1.0259, loss: 1.0259, grad_norm: 3.6050, top1_acc/aux0: 0.7856, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.8232, loss/aux0: 0.8232 2020-10-21 01:15:16,869 - mmaction - INFO - Epoch [236][20/396] lr: 4.954e-03, eta: 4:09:01, time: 0.932, data_time: 0.006, memory: 8466, top1_acc: 0.7401, top5_acc: 0.8979, loss_cls: 1.0259, loss: 1.0259, grad_norm: 3.6038, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.8200, loss/aux0: 0.8200 2020-10-21 01:15:53,196 - mmaction - INFO - Epoch [236][40/396] lr: 4.954e-03, eta: 4:08:24, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7385, top5_acc: 0.9026, loss_cls: 1.0069, loss: 1.0069, grad_norm: 3.5805, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8201, loss/aux0: 0.8201 2020-10-21 01:15:54,164 - mmaction - INFO - Epoch [236][40/396] lr: 4.954e-03, eta: 4:08:25, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7385, top5_acc: 0.9026, loss_cls: 1.0069, loss: 1.0069, grad_norm: 3.5628, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8184, loss/aux0: 0.8184 2020-10-21 01:16:30,807 - mmaction - INFO - Epoch [236][60/396] lr: 4.954e-03, eta: 4:07:48, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9042, loss_cls: 0.9711, loss: 0.9711, grad_norm: 3.5718, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8545, loss/aux0: 0.8545 2020-10-21 01:16:31,760 - mmaction - INFO - Epoch [236][60/396] lr: 4.954e-03, eta: 4:07:49, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7497, top5_acc: 0.9042, loss_cls: 0.9711, loss: 0.9711, grad_norm: 3.5414, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8577, loss/aux0: 0.8577 2020-10-21 01:17:08,428 - mmaction - INFO - Epoch [236][80/396] lr: 4.954e-03, eta: 4:07:12, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7354, top5_acc: 0.8982, loss_cls: 1.0424, loss: 1.0424, grad_norm: 3.7952, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8855, loss/aux0: 0.8855 2020-10-21 01:17:09,387 - mmaction - INFO - Epoch [236][80/396] lr: 4.954e-03, eta: 4:07:14, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7354, top5_acc: 0.8982, loss_cls: 1.0424, loss: 1.0424, grad_norm: 3.7923, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8846, loss/aux0: 0.8846 2020-10-21 01:17:45,830 - mmaction - INFO - Epoch [236][100/396] lr: 4.954e-03, eta: 4:06:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8883, loss_cls: 1.0998, loss: 1.0998, grad_norm: 3.5709, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8415, loss/aux0: 0.8415 2020-10-21 01:17:46,780 - mmaction - INFO - Epoch [236][100/396] lr: 4.954e-03, eta: 4:06:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7201, top5_acc: 0.8883, loss_cls: 1.0998, loss: 1.0998, grad_norm: 3.5462, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8405, loss/aux0: 0.8405 2020-10-21 01:18:23,457 - mmaction - INFO - Epoch [236][120/396] lr: 4.954e-03, eta: 4:06:00, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7427, top5_acc: 0.9102, loss_cls: 0.9768, loss: 0.9768, grad_norm: 3.6213, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8666, loss/aux0: 0.8666 2020-10-21 01:18:24,434 - mmaction - INFO - Epoch [236][120/396] lr: 4.954e-03, eta: 4:06:02, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7427, top5_acc: 0.9102, loss_cls: 0.9768, loss: 0.9768, grad_norm: 3.6215, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8740, loss/aux0: 0.8740 2020-10-21 01:19:01,079 - mmaction - INFO - Epoch [236][140/396] lr: 4.954e-03, eta: 4:05:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7388, top5_acc: 0.8995, loss_cls: 1.0179, loss: 1.0179, grad_norm: 3.6414, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8311, loss/aux0: 0.8311 2020-10-21 01:19:02,063 - mmaction - INFO - Epoch [236][140/396] lr: 4.954e-03, eta: 4:05:26, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7388, top5_acc: 0.8995, loss_cls: 1.0179, loss: 1.0179, grad_norm: 3.6640, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8286, loss/aux0: 0.8286 2020-10-21 01:19:38,854 - mmaction - INFO - Epoch [236][160/396] lr: 4.954e-03, eta: 4:04:48, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7370, top5_acc: 0.8943, loss_cls: 1.0182, loss: 1.0182, grad_norm: 3.5772, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8285, loss/aux0: 0.8285 2020-10-21 01:19:39,837 - mmaction - INFO - Epoch [236][160/396] lr: 4.954e-03, eta: 4:04:50, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.7370, top5_acc: 0.8943, loss_cls: 1.0182, loss: 1.0182, grad_norm: 3.5630, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8221, loss/aux0: 0.8221 2020-10-21 01:20:16,553 - mmaction - INFO - Epoch [236][180/396] lr: 4.954e-03, eta: 4:04:13, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7417, top5_acc: 0.8956, loss_cls: 1.0295, loss: 1.0295, grad_norm: 3.5639, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8292, loss/aux0: 0.8292 2020-10-21 01:20:17,491 - mmaction - INFO - Epoch [236][180/396] lr: 4.954e-03, eta: 4:04:14, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7417, top5_acc: 0.8956, loss_cls: 1.0295, loss: 1.0295, grad_norm: 3.5798, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8420, loss/aux0: 0.8420 2020-10-21 01:20:54,103 - mmaction - INFO - Epoch [236][200/396] lr: 4.954e-03, eta: 4:03:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7370, top5_acc: 0.8964, loss_cls: 1.0343, loss: 1.0343, grad_norm: 3.6716, top1_acc/aux0: 0.7690, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9129, loss/aux0: 0.9129 2020-10-21 01:20:55,059 - mmaction - INFO - Epoch [236][200/396] lr: 4.954e-03, eta: 4:03:38, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7370, top5_acc: 0.8964, loss_cls: 1.0343, loss: 1.0343, grad_norm: 3.6836, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9015, loss/aux0: 0.9015 2020-10-21 01:21:31,598 - mmaction - INFO - Epoch [236][220/396] lr: 4.954e-03, eta: 4:03:01, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7435, top5_acc: 0.9081, loss_cls: 0.9842, loss: 0.9842, grad_norm: 3.6603, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.9025, loss/aux0: 0.9025 2020-10-21 01:21:32,560 - mmaction - INFO - Epoch [236][220/396] lr: 4.954e-03, eta: 4:03:02, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7435, top5_acc: 0.9081, loss_cls: 0.9842, loss: 0.9842, grad_norm: 3.6295, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9206, loss_cls/aux0: 0.9037, loss/aux0: 0.9037 2020-10-21 01:22:09,137 - mmaction - INFO - Epoch [236][240/396] lr: 4.954e-03, eta: 4:02:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8935, loss_cls: 1.0554, loss: 1.0554, grad_norm: 3.6419, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8459, loss/aux0: 0.8459 2020-10-21 01:22:10,096 - mmaction - INFO - Epoch [236][240/396] lr: 4.954e-03, eta: 4:02:27, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7302, top5_acc: 0.8935, loss_cls: 1.0554, loss: 1.0554, grad_norm: 3.6110, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8451, loss/aux0: 0.8451 2020-10-21 01:22:46,785 - mmaction - INFO - Epoch [236][260/396] lr: 4.954e-03, eta: 4:01:49, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7357, top5_acc: 0.9042, loss_cls: 1.0142, loss: 1.0142, grad_norm: 3.5593, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8576, loss/aux0: 0.8576 2020-10-21 01:22:47,758 - mmaction - INFO - Epoch [236][260/396] lr: 4.954e-03, eta: 4:01:51, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7357, top5_acc: 0.9042, loss_cls: 1.0142, loss: 1.0142, grad_norm: 3.5592, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8692, loss/aux0: 0.8692 2020-10-21 01:23:24,431 - mmaction - INFO - Epoch [236][280/396] lr: 4.954e-03, eta: 4:01:13, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7477, top5_acc: 0.9044, loss_cls: 1.0068, loss: 1.0068, grad_norm: 3.5573, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8700, loss/aux0: 0.8700 2020-10-21 01:23:25,375 - mmaction - INFO - Epoch [236][280/396] lr: 4.954e-03, eta: 4:01:15, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7477, top5_acc: 0.9044, loss_cls: 1.0068, loss: 1.0068, grad_norm: 3.5505, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8631, loss/aux0: 0.8631 2020-10-21 01:24:02,014 - mmaction - INFO - Epoch [236][300/396] lr: 4.954e-03, eta: 4:00:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7273, top5_acc: 0.8846, loss_cls: 1.0619, loss: 1.0619, grad_norm: 3.6895, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8830, loss/aux0: 0.8830 2020-10-21 01:24:02,977 - mmaction - INFO - Epoch [236][300/396] lr: 4.954e-03, eta: 4:00:39, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.7273, top5_acc: 0.8846, loss_cls: 1.0619, loss: 1.0619, grad_norm: 3.6998, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8824, loss/aux0: 0.8824 2020-10-21 01:24:39,564 - mmaction - INFO - Epoch [236][320/396] lr: 4.954e-03, eta: 4:00:01, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7448, top5_acc: 0.9044, loss_cls: 0.9990, loss: 0.9990, grad_norm: 3.6188, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8494, loss/aux0: 0.8494 2020-10-21 01:24:40,512 - mmaction - INFO - Epoch [236][320/396] lr: 4.954e-03, eta: 4:00:03, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7448, top5_acc: 0.9044, loss_cls: 0.9990, loss: 0.9990, grad_norm: 3.6425, top1_acc/aux0: 0.7784, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8467, loss/aux0: 0.8467 2020-10-21 01:25:17,183 - mmaction - INFO - Epoch [236][340/396] lr: 4.954e-03, eta: 3:59:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7378, top5_acc: 0.8987, loss_cls: 1.0139, loss: 1.0139, grad_norm: 3.5179, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9185, loss_cls/aux0: 0.8634, loss/aux0: 0.8634 2020-10-21 01:25:18,138 - mmaction - INFO - Epoch [236][340/396] lr: 4.954e-03, eta: 3:59:27, time: 0.943, data_time: 0.004, memory: 8466, top1_acc: 0.7378, top5_acc: 0.8987, loss_cls: 1.0139, loss: 1.0139, grad_norm: 3.5557, top1_acc/aux0: 0.7727, top5_acc/aux0: 0.9169, loss_cls/aux0: 0.8718, loss/aux0: 0.8718 2020-10-21 01:25:54,849 - mmaction - INFO - Epoch [236][360/396] lr: 4.954e-03, eta: 3:58:50, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7432, top5_acc: 0.9008, loss_cls: 1.0109, loss: 1.0109, grad_norm: 3.6396, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9017, loss/aux0: 0.9017 2020-10-21 01:25:55,825 - mmaction - INFO - Epoch [236][360/396] lr: 4.954e-03, eta: 3:58:51, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.7432, top5_acc: 0.9008, loss_cls: 1.0109, loss: 1.0109, grad_norm: 3.6336, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8998, loss/aux0: 0.8998 2020-10-21 01:26:32,519 - mmaction - INFO - Epoch [236][380/396] lr: 4.954e-03, eta: 3:58:14, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7385, top5_acc: 0.8964, loss_cls: 1.0321, loss: 1.0321, grad_norm: 3.5937, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8696, loss/aux0: 0.8696 2020-10-21 01:26:33,518 - mmaction - INFO - Epoch [236][380/396] lr: 4.954e-03, eta: 3:58:15, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7385, top5_acc: 0.8964, loss_cls: 1.0321, loss: 1.0321, grad_norm: 3.5652, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8632, loss/aux0: 0.8632 2020-10-21 01:31:30,736 - mmaction - INFO - Epoch [237][20/396] lr: 4.495e-03, eta: 3:57:07, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8937, loss_cls: 1.0586, loss: 1.0586, grad_norm: 3.5403, top1_acc/aux0: 0.7777, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.8518, loss/aux0: 0.8518 2020-10-21 01:31:31,724 - mmaction - INFO - Epoch [237][20/396] lr: 4.495e-03, eta: 3:57:08, time: 0.929, data_time: 0.002, memory: 8466, top1_acc: 0.7323, top5_acc: 0.8937, loss_cls: 1.0586, loss: 1.0586, grad_norm: 3.5883, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8570, loss/aux0: 0.8570 2020-10-21 01:32:08,149 - mmaction - INFO - Epoch [237][40/396] lr: 4.495e-03, eta: 3:56:31, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7464, top5_acc: 0.8990, loss_cls: 0.9942, loss: 0.9942, grad_norm: 3.6763, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8756, loss/aux0: 0.8756 2020-10-21 01:32:09,119 - mmaction - INFO - Epoch [237][40/396] lr: 4.495e-03, eta: 3:56:32, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7464, top5_acc: 0.8990, loss_cls: 0.9942, loss: 0.9942, grad_norm: 3.6683, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8720, loss/aux0: 0.8720 2020-10-21 01:32:45,604 - mmaction - INFO - Epoch [237][60/396] lr: 4.495e-03, eta: 3:55:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9078, loss_cls: 0.9700, loss: 0.9700, grad_norm: 3.6215, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8668, loss/aux0: 0.8668 2020-10-21 01:32:46,562 - mmaction - INFO - Epoch [237][60/396] lr: 4.495e-03, eta: 3:55:56, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9078, loss_cls: 0.9700, loss: 0.9700, grad_norm: 3.6079, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8672, loss/aux0: 0.8672 2020-10-21 01:33:23,166 - mmaction - INFO - Epoch [237][80/396] lr: 4.495e-03, eta: 3:55:19, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7445, top5_acc: 0.9065, loss_cls: 0.9651, loss: 0.9651, grad_norm: 3.6360, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8637, loss/aux0: 0.8637 2020-10-21 01:33:24,119 - mmaction - INFO - Epoch [237][80/396] lr: 4.495e-03, eta: 3:55:20, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7445, top5_acc: 0.9065, loss_cls: 0.9651, loss: 0.9651, grad_norm: 3.6304, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8580, loss/aux0: 0.8580 2020-10-21 01:34:00,704 - mmaction - INFO - Epoch [237][100/396] lr: 4.495e-03, eta: 3:54:43, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7398, top5_acc: 0.8956, loss_cls: 1.0469, loss: 1.0469, grad_norm: 3.5964, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8750, loss/aux0: 0.8750 2020-10-21 01:34:01,633 - mmaction - INFO - Epoch [237][100/396] lr: 4.495e-03, eta: 3:54:45, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.7398, top5_acc: 0.8956, loss_cls: 1.0469, loss: 1.0469, grad_norm: 3.5704, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8646, loss/aux0: 0.8646 2020-10-21 01:34:38,194 - mmaction - INFO - Epoch [237][120/396] lr: 4.495e-03, eta: 3:54:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9013, loss_cls: 0.9717, loss: 0.9717, grad_norm: 3.6414, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8640, loss/aux0: 0.8640 2020-10-21 01:34:39,151 - mmaction - INFO - Epoch [237][120/396] lr: 4.495e-03, eta: 3:54:09, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9013, loss_cls: 0.9717, loss: 0.9717, grad_norm: 3.6528, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8952, loss/aux0: 0.8952 2020-10-21 01:35:15,744 - mmaction - INFO - Epoch [237][140/396] lr: 4.495e-03, eta: 3:53:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7388, top5_acc: 0.8977, loss_cls: 1.0275, loss: 1.0275, grad_norm: 3.7193, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.9043, loss/aux0: 0.9043 2020-10-21 01:35:16,704 - mmaction - INFO - Epoch [237][140/396] lr: 4.495e-03, eta: 3:53:33, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7388, top5_acc: 0.8977, loss_cls: 1.0275, loss: 1.0275, grad_norm: 3.7208, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8854, loss/aux0: 0.8854 2020-10-21 01:35:53,259 - mmaction - INFO - Epoch [237][160/396] lr: 4.495e-03, eta: 3:52:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7323, top5_acc: 0.9018, loss_cls: 1.0424, loss: 1.0424, grad_norm: 3.6932, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8079, loss/aux0: 0.8079 2020-10-21 01:35:54,196 - mmaction - INFO - Epoch [237][160/396] lr: 4.495e-03, eta: 3:52:57, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7323, top5_acc: 0.9018, loss_cls: 1.0424, loss: 1.0424, grad_norm: 3.7030, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8183, loss/aux0: 0.8183 2020-10-21 01:36:30,828 - mmaction - INFO - Epoch [237][180/396] lr: 4.495e-03, eta: 3:52:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7331, top5_acc: 0.8982, loss_cls: 1.0234, loss: 1.0234, grad_norm: 3.6292, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8906, loss/aux0: 0.8906 2020-10-21 01:36:31,785 - mmaction - INFO - Epoch [237][180/396] lr: 4.495e-03, eta: 3:52:21, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7331, top5_acc: 0.8982, loss_cls: 1.0234, loss: 1.0234, grad_norm: 3.6482, top1_acc/aux0: 0.7716, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8836, loss/aux0: 0.8836 2020-10-21 01:37:08,376 - mmaction - INFO - Epoch [237][200/396] lr: 4.495e-03, eta: 3:51:44, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7505, top5_acc: 0.9086, loss_cls: 0.9746, loss: 0.9746, grad_norm: 3.6225, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8408, loss/aux0: 0.8408 2020-10-21 01:37:09,323 - mmaction - INFO - Epoch [237][200/396] lr: 4.495e-03, eta: 3:51:45, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7505, top5_acc: 0.9086, loss_cls: 0.9746, loss: 0.9746, grad_norm: 3.6004, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8314, loss/aux0: 0.8314 2020-10-21 01:37:46,112 - mmaction - INFO - Epoch [237][220/396] lr: 4.495e-03, eta: 3:51:08, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7456, top5_acc: 0.9016, loss_cls: 1.0261, loss: 1.0261, grad_norm: 3.6348, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8378, loss/aux0: 0.8378 2020-10-21 01:37:47,064 - mmaction - INFO - Epoch [237][220/396] lr: 4.495e-03, eta: 3:51:09, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7456, top5_acc: 0.9016, loss_cls: 1.0261, loss: 1.0261, grad_norm: 3.6309, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8396, loss/aux0: 0.8396 2020-10-21 01:38:23,683 - mmaction - INFO - Epoch [237][240/396] lr: 4.495e-03, eta: 3:50:32, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7411, top5_acc: 0.8974, loss_cls: 1.0137, loss: 1.0137, grad_norm: 3.7047, top1_acc/aux0: 0.7695, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8650, loss/aux0: 0.8650 2020-10-21 01:38:24,630 - mmaction - INFO - Epoch [237][240/396] lr: 4.495e-03, eta: 3:50:33, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7411, top5_acc: 0.8974, loss_cls: 1.0137, loss: 1.0137, grad_norm: 3.6972, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8718, loss/aux0: 0.8718 2020-10-21 01:39:01,169 - mmaction - INFO - Epoch [237][260/396] lr: 4.495e-03, eta: 3:49:56, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7383, top5_acc: 0.8971, loss_cls: 1.0170, loss: 1.0170, grad_norm: 3.6934, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8622, loss/aux0: 0.8622 2020-10-21 01:39:02,145 - mmaction - INFO - Epoch [237][260/396] lr: 4.495e-03, eta: 3:49:57, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7383, top5_acc: 0.8971, loss_cls: 1.0170, loss: 1.0170, grad_norm: 3.6723, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8560, loss/aux0: 0.8560 2020-10-21 01:39:38,677 - mmaction - INFO - Epoch [237][280/396] lr: 4.495e-03, eta: 3:49:20, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9052, loss_cls: 0.9727, loss: 0.9727, grad_norm: 3.5963, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8374, loss/aux0: 0.8374 2020-10-21 01:39:39,629 - mmaction - INFO - Epoch [237][280/396] lr: 4.495e-03, eta: 3:49:21, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9052, loss_cls: 0.9727, loss: 0.9727, grad_norm: 3.6239, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8423, loss/aux0: 0.8423 2020-10-21 01:40:16,122 - mmaction - INFO - Epoch [237][300/396] lr: 4.495e-03, eta: 3:48:44, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7534, top5_acc: 0.9081, loss_cls: 0.9689, loss: 0.9689, grad_norm: 3.6853, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8633, loss/aux0: 0.8633 2020-10-21 01:40:17,094 - mmaction - INFO - Epoch [237][300/396] lr: 4.495e-03, eta: 3:48:46, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7534, top5_acc: 0.9081, loss_cls: 0.9689, loss: 0.9689, grad_norm: 3.6624, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8574, loss/aux0: 0.8574 2020-10-21 01:40:53,754 - mmaction - INFO - Epoch [237][320/396] lr: 4.495e-03, eta: 3:48:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7424, top5_acc: 0.8961, loss_cls: 1.0266, loss: 1.0266, grad_norm: 3.6918, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8682, loss/aux0: 0.8682 2020-10-21 01:40:54,726 - mmaction - INFO - Epoch [237][320/396] lr: 4.495e-03, eta: 3:48:10, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.7424, top5_acc: 0.8961, loss_cls: 1.0266, loss: 1.0266, grad_norm: 3.6745, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8709, loss/aux0: 0.8709 2020-10-21 01:41:31,213 - mmaction - INFO - Epoch [237][340/396] lr: 4.495e-03, eta: 3:47:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7333, top5_acc: 0.9013, loss_cls: 1.0214, loss: 1.0214, grad_norm: 3.6337, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8105, loss/aux0: 0.8105 2020-10-21 01:41:32,193 - mmaction - INFO - Epoch [237][340/396] lr: 4.495e-03, eta: 3:47:34, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.7333, top5_acc: 0.9013, loss_cls: 1.0214, loss: 1.0214, grad_norm: 3.6342, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8109, loss/aux0: 0.8109 2020-10-21 01:42:08,808 - mmaction - INFO - Epoch [237][360/396] lr: 4.495e-03, eta: 3:46:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7391, top5_acc: 0.9003, loss_cls: 1.0275, loss: 1.0275, grad_norm: 3.6737, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7918, loss/aux0: 0.7918 2020-10-21 01:42:09,771 - mmaction - INFO - Epoch [237][360/396] lr: 4.495e-03, eta: 3:46:58, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7391, top5_acc: 0.9003, loss_cls: 1.0275, loss: 1.0275, grad_norm: 3.6600, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8008, loss/aux0: 0.8008 2020-10-21 01:42:46,329 - mmaction - INFO - Epoch [237][380/396] lr: 4.495e-03, eta: 3:46:20, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7409, top5_acc: 0.8971, loss_cls: 1.0186, loss: 1.0186, grad_norm: 3.6483, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8376, loss/aux0: 0.8376 2020-10-21 01:42:47,310 - mmaction - INFO - Epoch [237][380/396] lr: 4.495e-03, eta: 3:46:22, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7409, top5_acc: 0.8971, loss_cls: 1.0186, loss: 1.0186, grad_norm: 3.6431, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8252, loss/aux0: 0.8252 2020-10-21 01:48:18,069 - mmaction - INFO - Epoch [238][20/396] lr: 4.059e-03, eta: 3:45:13, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8971, loss_cls: 1.0110, loss: 1.0110, grad_norm: 3.6468, top1_acc/aux0: 0.7777, top5_acc/aux0: 0.9230, loss_cls/aux0: 0.8586, loss/aux0: 0.8586 2020-10-21 01:48:19,054 - mmaction - INFO - Epoch [238][20/396] lr: 4.059e-03, eta: 3:45:15, time: 0.930, data_time: 0.003, memory: 8466, top1_acc: 0.7336, top5_acc: 0.8971, loss_cls: 1.0110, loss: 1.0110, grad_norm: 3.6338, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8540, loss/aux0: 0.8540 2020-10-21 01:48:55,526 - mmaction - INFO - Epoch [238][40/396] lr: 4.059e-03, eta: 3:44:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7534, top5_acc: 0.9078, loss_cls: 0.9498, loss: 0.9498, grad_norm: 3.6187, top1_acc/aux0: 0.7789, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8662, loss/aux0: 0.8662 2020-10-21 01:48:56,473 - mmaction - INFO - Epoch [238][40/396] lr: 4.059e-03, eta: 3:44:39, time: 0.934, data_time: 0.004, memory: 8466, top1_acc: 0.7534, top5_acc: 0.9078, loss_cls: 0.9498, loss: 0.9498, grad_norm: 3.5915, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8580, loss/aux0: 0.8580 2020-10-21 01:49:32,955 - mmaction - INFO - Epoch [238][60/396] lr: 4.059e-03, eta: 3:44:02, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7435, top5_acc: 0.8995, loss_cls: 1.0256, loss: 1.0256, grad_norm: 3.6248, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8266, loss/aux0: 0.8266 2020-10-21 01:49:33,914 - mmaction - INFO - Epoch [238][60/396] lr: 4.059e-03, eta: 3:44:03, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7435, top5_acc: 0.8995, loss_cls: 1.0256, loss: 1.0256, grad_norm: 3.6267, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8393, loss/aux0: 0.8393 2020-10-21 01:50:10,463 - mmaction - INFO - Epoch [238][80/396] lr: 4.059e-03, eta: 3:43:26, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7505, top5_acc: 0.8982, loss_cls: 0.9904, loss: 0.9904, grad_norm: 3.6091, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8519, loss/aux0: 0.8519 2020-10-21 01:50:11,401 - mmaction - INFO - Epoch [238][80/396] lr: 4.059e-03, eta: 3:43:27, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7505, top5_acc: 0.8982, loss_cls: 0.9904, loss: 0.9904, grad_norm: 3.6339, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8491, loss/aux0: 0.8491 2020-10-21 01:50:47,787 - mmaction - INFO - Epoch [238][100/396] lr: 4.059e-03, eta: 3:42:50, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7438, top5_acc: 0.9039, loss_cls: 0.9922, loss: 0.9922, grad_norm: 3.5751, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8253, loss/aux0: 0.8253 2020-10-21 01:50:48,814 - mmaction - INFO - Epoch [238][100/396] lr: 4.059e-03, eta: 3:42:51, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7438, top5_acc: 0.9039, loss_cls: 0.9922, loss: 0.9922, grad_norm: 3.5861, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8293, loss/aux0: 0.8293 2020-10-21 01:51:25,284 - mmaction - INFO - Epoch [238][120/396] lr: 4.059e-03, eta: 3:42:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7458, top5_acc: 0.8992, loss_cls: 0.9993, loss: 0.9993, grad_norm: 3.6816, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8264, loss/aux0: 0.8264 2020-10-21 01:51:26,211 - mmaction - INFO - Epoch [238][120/396] lr: 4.059e-03, eta: 3:42:15, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7458, top5_acc: 0.8992, loss_cls: 0.9993, loss: 0.9993, grad_norm: 3.6757, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8142, loss/aux0: 0.8142 2020-10-21 01:52:02,727 - mmaction - INFO - Epoch [238][140/396] lr: 4.059e-03, eta: 3:41:38, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7544, top5_acc: 0.9099, loss_cls: 0.9647, loss: 0.9647, grad_norm: 3.6169, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-21 01:52:03,670 - mmaction - INFO - Epoch [238][140/396] lr: 4.059e-03, eta: 3:41:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7544, top5_acc: 0.9099, loss_cls: 0.9647, loss: 0.9647, grad_norm: 3.5881, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8412, loss/aux0: 0.8412 2020-10-21 01:52:40,259 - mmaction - INFO - Epoch [238][160/396] lr: 4.059e-03, eta: 3:41:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7482, top5_acc: 0.9003, loss_cls: 0.9887, loss: 0.9887, grad_norm: 3.6379, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8052, loss/aux0: 0.8052 2020-10-21 01:52:41,221 - mmaction - INFO - Epoch [238][160/396] lr: 4.059e-03, eta: 3:41:03, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7482, top5_acc: 0.9003, loss_cls: 0.9887, loss: 0.9887, grad_norm: 3.6646, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8138, loss/aux0: 0.8138 2020-10-21 01:53:17,735 - mmaction - INFO - Epoch [238][180/396] lr: 4.059e-03, eta: 3:40:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9023, loss_cls: 0.9708, loss: 0.9708, grad_norm: 3.6585, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8493, loss/aux0: 0.8493 2020-10-21 01:53:18,683 - mmaction - INFO - Epoch [238][180/396] lr: 4.059e-03, eta: 3:40:28, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9023, loss_cls: 0.9708, loss: 0.9708, grad_norm: 3.6742, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8461, loss/aux0: 0.8461 2020-10-21 01:53:55,301 - mmaction - INFO - Epoch [238][200/396] lr: 4.059e-03, eta: 3:39:50, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7430, top5_acc: 0.8990, loss_cls: 1.0253, loss: 1.0253, grad_norm: 3.5495, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8200, loss/aux0: 0.8200 2020-10-21 01:53:56,245 - mmaction - INFO - Epoch [238][200/396] lr: 4.059e-03, eta: 3:39:52, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7430, top5_acc: 0.8990, loss_cls: 1.0253, loss: 1.0253, grad_norm: 3.5249, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8115, loss/aux0: 0.8115 2020-10-21 01:54:32,696 - mmaction - INFO - Epoch [238][220/396] lr: 4.059e-03, eta: 3:39:14, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9016, loss_cls: 0.9938, loss: 0.9938, grad_norm: 3.6551, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8516, loss/aux0: 0.8516 2020-10-21 01:54:33,662 - mmaction - INFO - Epoch [238][220/396] lr: 4.059e-03, eta: 3:39:16, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9016, loss_cls: 0.9938, loss: 0.9938, grad_norm: 3.6535, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8502, loss/aux0: 0.8502 2020-10-21 01:55:10,420 - mmaction - INFO - Epoch [238][240/396] lr: 4.059e-03, eta: 3:38:38, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7453, top5_acc: 0.9034, loss_cls: 0.9890, loss: 0.9890, grad_norm: 3.6510, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8580, loss/aux0: 0.8580 2020-10-21 01:55:11,391 - mmaction - INFO - Epoch [238][240/396] lr: 4.059e-03, eta: 3:38:40, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.7453, top5_acc: 0.9034, loss_cls: 0.9890, loss: 0.9890, grad_norm: 3.6484, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8563, loss/aux0: 0.8563 2020-10-21 01:55:47,897 - mmaction - INFO - Epoch [238][260/396] lr: 4.059e-03, eta: 3:38:03, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7508, top5_acc: 0.9086, loss_cls: 0.9640, loss: 0.9640, grad_norm: 3.7304, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8349, loss/aux0: 0.8349 2020-10-21 01:55:48,865 - mmaction - INFO - Epoch [238][260/396] lr: 4.059e-03, eta: 3:38:04, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7508, top5_acc: 0.9086, loss_cls: 0.9640, loss: 0.9640, grad_norm: 3.7236, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8397, loss/aux0: 0.8397 2020-10-21 01:56:25,506 - mmaction - INFO - Epoch [238][280/396] lr: 4.059e-03, eta: 3:37:27, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7432, top5_acc: 0.9021, loss_cls: 1.0153, loss: 1.0153, grad_norm: 3.6913, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8202, loss/aux0: 0.8202 2020-10-21 01:56:26,467 - mmaction - INFO - Epoch [238][280/396] lr: 4.059e-03, eta: 3:37:28, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.7432, top5_acc: 0.9021, loss_cls: 1.0153, loss: 1.0153, grad_norm: 3.6710, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8251, loss/aux0: 0.8251 2020-10-21 01:57:03,018 - mmaction - INFO - Epoch [238][300/396] lr: 4.059e-03, eta: 3:36:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7492, top5_acc: 0.9031, loss_cls: 0.9928, loss: 0.9928, grad_norm: 3.6916, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8410, loss/aux0: 0.8410 2020-10-21 01:57:03,968 - mmaction - INFO - Epoch [238][300/396] lr: 4.059e-03, eta: 3:36:52, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7492, top5_acc: 0.9031, loss_cls: 0.9928, loss: 0.9928, grad_norm: 3.6782, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8425, loss/aux0: 0.8425 2020-10-21 01:57:41,084 - mmaction - INFO - Epoch [238][320/396] lr: 4.059e-03, eta: 3:36:15, time: 0.966, data_time: 0.000, memory: 8466, top1_acc: 0.7437, top5_acc: 0.9003, loss_cls: 1.0134, loss: 1.0134, grad_norm: 3.7240, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8349, loss/aux0: 0.8349 2020-10-21 01:57:42,138 - mmaction - INFO - Epoch [238][320/396] lr: 4.059e-03, eta: 3:36:16, time: 0.972, data_time: 0.008, memory: 8466, top1_acc: 0.7437, top5_acc: 0.9003, loss_cls: 1.0134, loss: 1.0134, grad_norm: 3.7771, top1_acc/aux0: 0.7773, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8352, loss/aux0: 0.8352 2020-10-21 01:58:18,857 - mmaction - INFO - Epoch [238][340/396] lr: 4.059e-03, eta: 3:35:39, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7354, top5_acc: 0.8958, loss_cls: 1.0259, loss: 1.0259, grad_norm: 3.7523, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.8629, loss/aux0: 0.8629 2020-10-21 01:58:19,819 - mmaction - INFO - Epoch [238][340/396] lr: 4.059e-03, eta: 3:35:40, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7354, top5_acc: 0.8958, loss_cls: 1.0259, loss: 1.0259, grad_norm: 3.7406, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8590, loss/aux0: 0.8590 2020-10-21 01:58:56,502 - mmaction - INFO - Epoch [238][360/396] lr: 4.059e-03, eta: 3:35:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7482, top5_acc: 0.8953, loss_cls: 0.9929, loss: 0.9929, grad_norm: 3.8150, top1_acc/aux0: 0.7701, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8835, loss/aux0: 0.8835 2020-10-21 01:58:57,452 - mmaction - INFO - Epoch [238][360/396] lr: 4.059e-03, eta: 3:35:04, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7482, top5_acc: 0.8953, loss_cls: 0.9929, loss: 0.9929, grad_norm: 3.8061, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8735, loss/aux0: 0.8735 2020-10-21 01:59:33,953 - mmaction - INFO - Epoch [238][380/396] lr: 4.059e-03, eta: 3:34:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7542, top5_acc: 0.8995, loss_cls: 0.9809, loss: 0.9809, grad_norm: 3.6313, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8201, loss/aux0: 0.8201 2020-10-21 01:59:34,919 - mmaction - INFO - Epoch [238][380/396] lr: 4.059e-03, eta: 3:34:29, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7542, top5_acc: 0.8995, loss_cls: 0.9809, loss: 0.9809, grad_norm: 3.6201, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8319, loss/aux0: 0.8319 2020-10-21 02:04:24,159 - mmaction - INFO - Epoch [239][20/396] lr: 3.645e-03, eta: 3:33:20, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7490, top5_acc: 0.8977, loss_cls: 1.0007, loss: 1.0007, grad_norm: 3.7125, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9213, loss_cls/aux0: 0.8813, loss/aux0: 0.8813 2020-10-21 02:04:25,129 - mmaction - INFO - Epoch [239][20/396] lr: 3.645e-03, eta: 3:33:22, time: 0.933, data_time: 0.008, memory: 8466, top1_acc: 0.7490, top5_acc: 0.8977, loss_cls: 1.0007, loss: 1.0007, grad_norm: 3.7381, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8736, loss/aux0: 0.8736 2020-10-21 02:05:01,577 - mmaction - INFO - Epoch [239][40/396] lr: 3.645e-03, eta: 3:32:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9021, loss_cls: 0.9857, loss: 0.9857, grad_norm: 3.6252, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8243, loss/aux0: 0.8243 2020-10-21 02:05:02,488 - mmaction - INFO - Epoch [239][40/396] lr: 3.645e-03, eta: 3:32:46, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9021, loss_cls: 0.9857, loss: 0.9857, grad_norm: 3.6202, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8328, loss/aux0: 0.8328 2020-10-21 02:05:39,111 - mmaction - INFO - Epoch [239][60/396] lr: 3.645e-03, eta: 3:32:08, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7500, top5_acc: 0.8966, loss_cls: 0.9945, loss: 0.9945, grad_norm: 3.6913, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.8020, loss/aux0: 0.8020 2020-10-21 02:05:40,057 - mmaction - INFO - Epoch [239][60/396] lr: 3.645e-03, eta: 3:32:10, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7500, top5_acc: 0.8966, loss_cls: 0.9945, loss: 0.9945, grad_norm: 3.6882, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.8033, loss/aux0: 0.8033 2020-10-21 02:06:16,566 - mmaction - INFO - Epoch [239][80/396] lr: 3.645e-03, eta: 3:31:33, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7516, top5_acc: 0.9070, loss_cls: 0.9543, loss: 0.9543, grad_norm: 3.7154, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8238, loss/aux0: 0.8238 2020-10-21 02:06:17,496 - mmaction - INFO - Epoch [239][80/396] lr: 3.645e-03, eta: 3:31:34, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7516, top5_acc: 0.9070, loss_cls: 0.9543, loss: 0.9543, grad_norm: 3.7552, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8245, loss/aux0: 0.8245 2020-10-21 02:06:53,866 - mmaction - INFO - Epoch [239][100/396] lr: 3.645e-03, eta: 3:30:57, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7430, top5_acc: 0.9057, loss_cls: 0.9934, loss: 0.9934, grad_norm: 3.5936, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7874, loss/aux0: 0.7874 2020-10-21 02:06:54,826 - mmaction - INFO - Epoch [239][100/396] lr: 3.645e-03, eta: 3:30:58, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7430, top5_acc: 0.9057, loss_cls: 0.9934, loss: 0.9934, grad_norm: 3.6109, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7873, loss/aux0: 0.7873 2020-10-21 02:07:31,546 - mmaction - INFO - Epoch [239][120/396] lr: 3.645e-03, eta: 3:30:21, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7430, top5_acc: 0.9021, loss_cls: 0.9883, loss: 0.9883, grad_norm: 3.6705, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8069, loss/aux0: 0.8069 2020-10-21 02:07:32,518 - mmaction - INFO - Epoch [239][120/396] lr: 3.645e-03, eta: 3:30:22, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.7430, top5_acc: 0.9021, loss_cls: 0.9883, loss: 0.9883, grad_norm: 3.6789, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8043, loss/aux0: 0.8043 2020-10-21 02:08:09,056 - mmaction - INFO - Epoch [239][140/396] lr: 3.645e-03, eta: 3:29:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7469, top5_acc: 0.9081, loss_cls: 0.9791, loss: 0.9791, grad_norm: 3.7205, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8444, loss/aux0: 0.8444 2020-10-21 02:08:10,000 - mmaction - INFO - Epoch [239][140/396] lr: 3.645e-03, eta: 3:29:46, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7469, top5_acc: 0.9081, loss_cls: 0.9791, loss: 0.9791, grad_norm: 3.7233, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9201, loss_cls/aux0: 0.8386, loss/aux0: 0.8386 2020-10-21 02:08:46,448 - mmaction - INFO - Epoch [239][160/396] lr: 3.645e-03, eta: 3:29:09, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7451, top5_acc: 0.9060, loss_cls: 0.9860, loss: 0.9860, grad_norm: 3.7820, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8366, loss/aux0: 0.8366 2020-10-21 02:08:47,406 - mmaction - INFO - Epoch [239][160/396] lr: 3.645e-03, eta: 3:29:10, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.7451, top5_acc: 0.9060, loss_cls: 0.9860, loss: 0.9860, grad_norm: 3.7837, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8368, loss/aux0: 0.8368 2020-10-21 02:09:23,913 - mmaction - INFO - Epoch [239][180/396] lr: 3.645e-03, eta: 3:28:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9107, loss_cls: 0.9389, loss: 0.9389, grad_norm: 3.7528, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8321, loss/aux0: 0.8321 2020-10-21 02:09:24,885 - mmaction - INFO - Epoch [239][180/396] lr: 3.645e-03, eta: 3:28:34, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9107, loss_cls: 0.9389, loss: 0.9389, grad_norm: 3.7577, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8395, loss/aux0: 0.8395 2020-10-21 02:10:01,487 - mmaction - INFO - Epoch [239][200/396] lr: 3.645e-03, eta: 3:27:57, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9096, loss_cls: 0.9783, loss: 0.9783, grad_norm: 3.6402, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8423, loss/aux0: 0.8423 2020-10-21 02:10:02,437 - mmaction - INFO - Epoch [239][200/396] lr: 3.645e-03, eta: 3:27:58, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9096, loss_cls: 0.9783, loss: 0.9783, grad_norm: 3.6697, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8370, loss/aux0: 0.8370 2020-10-21 02:10:39,046 - mmaction - INFO - Epoch [239][220/396] lr: 3.645e-03, eta: 3:27:21, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9094, loss_cls: 0.9592, loss: 0.9592, grad_norm: 3.7220, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8343, loss/aux0: 0.8343 2020-10-21 02:10:39,994 - mmaction - INFO - Epoch [239][220/396] lr: 3.645e-03, eta: 3:27:22, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9094, loss_cls: 0.9592, loss: 0.9592, grad_norm: 3.7148, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8295, loss/aux0: 0.8295 2020-10-21 02:11:16,597 - mmaction - INFO - Epoch [239][240/396] lr: 3.645e-03, eta: 3:26:45, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9083, loss_cls: 0.9522, loss: 0.9522, grad_norm: 3.6542, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8316, loss/aux0: 0.8316 2020-10-21 02:11:17,567 - mmaction - INFO - Epoch [239][240/396] lr: 3.645e-03, eta: 3:26:47, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9083, loss_cls: 0.9522, loss: 0.9522, grad_norm: 3.6523, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8413, loss/aux0: 0.8413 2020-10-21 02:11:54,090 - mmaction - INFO - Epoch [239][260/396] lr: 3.645e-03, eta: 3:26:09, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7591, top5_acc: 0.9055, loss_cls: 0.9469, loss: 0.9469, grad_norm: 3.7140, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8521, loss/aux0: 0.8521 2020-10-21 02:11:55,100 - mmaction - INFO - Epoch [239][260/396] lr: 3.645e-03, eta: 3:26:11, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7591, top5_acc: 0.9055, loss_cls: 0.9469, loss: 0.9469, grad_norm: 3.6980, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8449, loss/aux0: 0.8449 2020-10-21 02:12:31,746 - mmaction - INFO - Epoch [239][280/396] lr: 3.645e-03, eta: 3:25:33, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7443, top5_acc: 0.8977, loss_cls: 1.0089, loss: 1.0089, grad_norm: 3.7850, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7906, loss/aux0: 0.7906 2020-10-21 02:12:32,708 - mmaction - INFO - Epoch [239][280/396] lr: 3.645e-03, eta: 3:25:35, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7443, top5_acc: 0.8977, loss_cls: 1.0089, loss: 1.0089, grad_norm: 3.7815, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7972, loss/aux0: 0.7972 2020-10-21 02:13:09,369 - mmaction - INFO - Epoch [239][300/396] lr: 3.645e-03, eta: 3:24:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7336, top5_acc: 0.9008, loss_cls: 1.0179, loss: 1.0179, grad_norm: 3.8107, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8508, loss/aux0: 0.8508 2020-10-21 02:13:10,363 - mmaction - INFO - Epoch [239][300/396] lr: 3.645e-03, eta: 3:24:59, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.7336, top5_acc: 0.9008, loss_cls: 1.0179, loss: 1.0179, grad_norm: 3.8173, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8483, loss/aux0: 0.8483 2020-10-21 02:13:46,790 - mmaction - INFO - Epoch [239][320/396] lr: 3.645e-03, eta: 3:24:22, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7542, top5_acc: 0.9052, loss_cls: 0.9706, loss: 0.9706, grad_norm: 3.7123, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8085, loss/aux0: 0.8085 2020-10-21 02:13:47,746 - mmaction - INFO - Epoch [239][320/396] lr: 3.645e-03, eta: 3:24:23, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7542, top5_acc: 0.9052, loss_cls: 0.9706, loss: 0.9706, grad_norm: 3.6943, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8076, loss/aux0: 0.8076 2020-10-21 02:14:24,462 - mmaction - INFO - Epoch [239][340/396] lr: 3.645e-03, eta: 3:23:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7516, top5_acc: 0.8995, loss_cls: 0.9923, loss: 0.9923, grad_norm: 3.6778, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-21 02:14:25,417 - mmaction - INFO - Epoch [239][340/396] lr: 3.645e-03, eta: 3:23:47, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7516, top5_acc: 0.8995, loss_cls: 0.9923, loss: 0.9923, grad_norm: 3.6493, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8219, loss/aux0: 0.8219 2020-10-21 02:15:02,170 - mmaction - INFO - Epoch [239][360/396] lr: 3.645e-03, eta: 3:23:10, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7531, top5_acc: 0.9034, loss_cls: 0.9897, loss: 0.9897, grad_norm: 3.6405, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8273, loss/aux0: 0.8273 2020-10-21 02:15:03,128 - mmaction - INFO - Epoch [239][360/396] lr: 3.645e-03, eta: 3:23:11, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7531, top5_acc: 0.9034, loss_cls: 0.9897, loss: 0.9897, grad_norm: 3.6621, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8238, loss/aux0: 0.8238 2020-10-21 02:15:40,616 - mmaction - INFO - Epoch [239][380/396] lr: 3.645e-03, eta: 3:22:34, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9070, loss_cls: 0.9385, loss: 0.9385, grad_norm: 3.5831, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-21 02:15:41,532 - mmaction - INFO - Epoch [239][380/396] lr: 3.645e-03, eta: 3:22:35, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9070, loss_cls: 0.9385, loss: 0.9385, grad_norm: 3.6111, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8116, loss/aux0: 0.8116 2020-10-21 02:20:58,842 - mmaction - INFO - Epoch [240][20/396] lr: 3.252e-03, eta: 3:21:27, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9070, loss_cls: 0.9425, loss: 0.9425, grad_norm: 3.6642, top1_acc/aux0: 0.7804, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.8397, loss/aux0: 0.8397 2020-10-21 02:20:59,807 - mmaction - INFO - Epoch [240][20/396] lr: 3.252e-03, eta: 3:21:28, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7583, top5_acc: 0.9070, loss_cls: 0.9425, loss: 0.9425, grad_norm: 3.6413, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8469, loss/aux0: 0.8469 2020-10-21 02:21:36,266 - mmaction - INFO - Epoch [240][40/396] lr: 3.252e-03, eta: 3:20:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7526, top5_acc: 0.9031, loss_cls: 0.9755, loss: 0.9755, grad_norm: 3.6451, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8366, loss/aux0: 0.8366 2020-10-21 02:21:37,265 - mmaction - INFO - Epoch [240][40/396] lr: 3.252e-03, eta: 3:20:52, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7526, top5_acc: 0.9031, loss_cls: 0.9755, loss: 0.9755, grad_norm: 3.6282, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8250, loss/aux0: 0.8250 2020-10-21 02:22:13,674 - mmaction - INFO - Epoch [240][60/396] lr: 3.252e-03, eta: 3:20:15, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7469, top5_acc: 0.9023, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.6795, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8290, loss/aux0: 0.8290 2020-10-21 02:22:14,633 - mmaction - INFO - Epoch [240][60/396] lr: 3.252e-03, eta: 3:20:17, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7469, top5_acc: 0.9023, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.6693, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8350, loss/aux0: 0.8350 2020-10-21 02:22:51,246 - mmaction - INFO - Epoch [240][80/396] lr: 3.252e-03, eta: 3:19:39, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7648, top5_acc: 0.9109, loss_cls: 0.9448, loss: 0.9448, grad_norm: 3.6818, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8192, loss/aux0: 0.8192 2020-10-21 02:22:52,221 - mmaction - INFO - Epoch [240][80/396] lr: 3.252e-03, eta: 3:19:41, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7648, top5_acc: 0.9109, loss_cls: 0.9448, loss: 0.9448, grad_norm: 3.6913, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8292, loss/aux0: 0.8292 2020-10-21 02:23:28,754 - mmaction - INFO - Epoch [240][100/396] lr: 3.252e-03, eta: 3:19:03, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7529, top5_acc: 0.9060, loss_cls: 0.9901, loss: 0.9901, grad_norm: 3.6273, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8551, loss/aux0: 0.8551 2020-10-21 02:23:29,714 - mmaction - INFO - Epoch [240][100/396] lr: 3.252e-03, eta: 3:19:05, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.7529, top5_acc: 0.9060, loss_cls: 0.9901, loss: 0.9901, grad_norm: 3.6340, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8460, loss/aux0: 0.8460 2020-10-21 02:24:06,319 - mmaction - INFO - Epoch [240][120/396] lr: 3.252e-03, eta: 3:18:27, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9078, loss_cls: 0.9310, loss: 0.9310, grad_norm: 3.5983, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8393, loss/aux0: 0.8393 2020-10-21 02:24:07,277 - mmaction - INFO - Epoch [240][120/396] lr: 3.252e-03, eta: 3:18:29, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9078, loss_cls: 0.9310, loss: 0.9310, grad_norm: 3.5866, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8345, loss/aux0: 0.8345 2020-10-21 02:24:43,723 - mmaction - INFO - Epoch [240][140/396] lr: 3.252e-03, eta: 3:17:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9096, loss_cls: 0.9376, loss: 0.9376, grad_norm: 3.6530, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7829, loss/aux0: 0.7829 2020-10-21 02:24:44,683 - mmaction - INFO - Epoch [240][140/396] lr: 3.252e-03, eta: 3:17:53, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9096, loss_cls: 0.9376, loss: 0.9376, grad_norm: 3.6336, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-21 02:25:21,304 - mmaction - INFO - Epoch [240][160/396] lr: 3.252e-03, eta: 3:17:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7581, top5_acc: 0.9083, loss_cls: 0.9376, loss: 0.9376, grad_norm: 3.7585, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8160, loss/aux0: 0.8160 2020-10-21 02:25:22,274 - mmaction - INFO - Epoch [240][160/396] lr: 3.252e-03, eta: 3:17:17, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7581, top5_acc: 0.9083, loss_cls: 0.9376, loss: 0.9376, grad_norm: 3.7504, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8193, loss/aux0: 0.8193 2020-10-21 02:25:58,790 - mmaction - INFO - Epoch [240][180/396] lr: 3.252e-03, eta: 3:16:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9167, loss_cls: 0.9221, loss: 0.9221, grad_norm: 3.6793, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8295, loss/aux0: 0.8295 2020-10-21 02:25:59,751 - mmaction - INFO - Epoch [240][180/396] lr: 3.252e-03, eta: 3:16:41, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9167, loss_cls: 0.9221, loss: 0.9221, grad_norm: 3.6859, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8270, loss/aux0: 0.8270 2020-10-21 02:26:36,349 - mmaction - INFO - Epoch [240][200/396] lr: 3.252e-03, eta: 3:16:04, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7437, top5_acc: 0.8992, loss_cls: 1.0079, loss: 1.0079, grad_norm: 3.7647, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7987, loss/aux0: 0.7987 2020-10-21 02:26:37,289 - mmaction - INFO - Epoch [240][200/396] lr: 3.252e-03, eta: 3:16:05, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7437, top5_acc: 0.8992, loss_cls: 1.0079, loss: 1.0079, grad_norm: 3.7640, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7957, loss/aux0: 0.7957 2020-10-21 02:27:13,944 - mmaction - INFO - Epoch [240][220/396] lr: 3.252e-03, eta: 3:15:28, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7490, top5_acc: 0.9010, loss_cls: 0.9871, loss: 0.9871, grad_norm: 3.7007, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8324, loss/aux0: 0.8324 2020-10-21 02:27:14,890 - mmaction - INFO - Epoch [240][220/396] lr: 3.252e-03, eta: 3:15:29, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7490, top5_acc: 0.9010, loss_cls: 0.9871, loss: 0.9871, grad_norm: 3.7050, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8358, loss/aux0: 0.8358 2020-10-21 02:27:51,475 - mmaction - INFO - Epoch [240][240/396] lr: 3.252e-03, eta: 3:14:52, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7573, top5_acc: 0.9115, loss_cls: 0.9581, loss: 0.9581, grad_norm: 3.7522, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8643, loss/aux0: 0.8643 2020-10-21 02:27:52,406 - mmaction - INFO - Epoch [240][240/396] lr: 3.252e-03, eta: 3:14:53, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7573, top5_acc: 0.9115, loss_cls: 0.9581, loss: 0.9581, grad_norm: 3.7867, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8725, loss/aux0: 0.8725 2020-10-21 02:28:28,914 - mmaction - INFO - Epoch [240][260/396] lr: 3.252e-03, eta: 3:14:16, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7568, top5_acc: 0.9036, loss_cls: 0.9715, loss: 0.9715, grad_norm: 3.6658, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8264, loss/aux0: 0.8264 2020-10-21 02:28:29,875 - mmaction - INFO - Epoch [240][260/396] lr: 3.252e-03, eta: 3:14:17, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7568, top5_acc: 0.9036, loss_cls: 0.9715, loss: 0.9715, grad_norm: 3.7124, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8314, loss/aux0: 0.8314 2020-10-21 02:29:06,511 - mmaction - INFO - Epoch [240][280/396] lr: 3.252e-03, eta: 3:13:40, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7539, top5_acc: 0.9081, loss_cls: 0.9805, loss: 0.9805, grad_norm: 3.8067, top1_acc/aux0: 0.7737, top5_acc/aux0: 0.9180, loss_cls/aux0: 0.8736, loss/aux0: 0.8736 2020-10-21 02:29:07,465 - mmaction - INFO - Epoch [240][280/396] lr: 3.252e-03, eta: 3:13:41, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7539, top5_acc: 0.9081, loss_cls: 0.9805, loss: 0.9805, grad_norm: 3.7804, top1_acc/aux0: 0.7763, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8666, loss/aux0: 0.8666 2020-10-21 02:29:44,099 - mmaction - INFO - Epoch [240][300/396] lr: 3.252e-03, eta: 3:13:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9076, loss_cls: 0.9495, loss: 0.9495, grad_norm: 3.6695, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8311, loss/aux0: 0.8311 2020-10-21 02:29:45,062 - mmaction - INFO - Epoch [240][300/396] lr: 3.252e-03, eta: 3:13:05, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9076, loss_cls: 0.9495, loss: 0.9495, grad_norm: 3.6917, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8282, loss/aux0: 0.8282 2020-10-21 02:30:21,438 - mmaction - INFO - Epoch [240][320/396] lr: 3.252e-03, eta: 3:12:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7516, top5_acc: 0.9068, loss_cls: 0.9474, loss: 0.9474, grad_norm: 3.6031, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8238, loss/aux0: 0.8238 2020-10-21 02:30:22,399 - mmaction - INFO - Epoch [240][320/396] lr: 3.252e-03, eta: 3:12:30, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7516, top5_acc: 0.9068, loss_cls: 0.9474, loss: 0.9474, grad_norm: 3.6136, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8229, loss/aux0: 0.8229 2020-10-21 02:30:58,970 - mmaction - INFO - Epoch [240][340/396] lr: 3.252e-03, eta: 3:11:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9128, loss_cls: 0.9399, loss: 0.9399, grad_norm: 3.6473, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8087, loss/aux0: 0.8087 2020-10-21 02:30:59,922 - mmaction - INFO - Epoch [240][340/396] lr: 3.252e-03, eta: 3:11:54, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9128, loss_cls: 0.9399, loss: 0.9399, grad_norm: 3.6627, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8078, loss/aux0: 0.8078 2020-10-21 02:31:36,364 - mmaction - INFO - Epoch [240][360/396] lr: 3.252e-03, eta: 3:11:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7576, top5_acc: 0.9078, loss_cls: 0.9322, loss: 0.9322, grad_norm: 3.7432, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8111, loss/aux0: 0.8111 2020-10-21 02:31:37,297 - mmaction - INFO - Epoch [240][360/396] lr: 3.252e-03, eta: 3:11:18, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7576, top5_acc: 0.9078, loss_cls: 0.9322, loss: 0.9322, grad_norm: 3.7485, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8146, loss/aux0: 0.8146 2020-10-21 02:32:14,001 - mmaction - INFO - Epoch [240][380/396] lr: 3.252e-03, eta: 3:10:41, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7513, top5_acc: 0.8948, loss_cls: 0.9902, loss: 0.9902, grad_norm: 3.6176, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7754, loss/aux0: 0.7754 2020-10-21 02:32:14,934 - mmaction - INFO - Epoch [240][380/396] lr: 3.252e-03, eta: 3:10:42, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7513, top5_acc: 0.8948, loss_cls: 0.9902, loss: 0.9902, grad_norm: 3.6078, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7679, loss/aux0: 0.7679 2020-10-21 02:32:56,005 - mmaction - INFO - Saving checkpoint at 240 epochs 2020-10-21 02:34:55,369 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 02:34:55,509 - mmaction - INFO - top1_acc 0.7648 top5_acc 0.9283 2020-10-21 02:34:55,509 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 02:34:55,561 - mmaction - INFO - mean_acc 0.7647 2020-10-21 02:34:55,561 - mmaction - INFO - Now best checkpoint is epoch_240.pth 2020-10-21 02:34:55,567 - mmaction - INFO - Epoch(val) [240][396] top1_acc: 0.7648, top5_acc: 0.9283, mean_class_accuracy: 0.7647 2020-10-21 02:39:14,702 - mmaction - INFO - Epoch [241][20/396] lr: 2.882e-03, eta: 3:09:34, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9068, loss_cls: 0.9165, loss: 0.9165, grad_norm: 3.7757, top1_acc/aux0: 0.7711, top5_acc/aux0: 0.9241, loss_cls/aux0: 0.8684, loss/aux0: 0.8684 2020-10-21 02:39:15,690 - mmaction - INFO - Epoch [241][20/396] lr: 2.882e-03, eta: 3:09:35, time: 0.930, data_time: 0.004, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9068, loss_cls: 0.9165, loss: 0.9165, grad_norm: 3.7363, top1_acc/aux0: 0.7732, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8561, loss/aux0: 0.8561 2020-10-21 02:39:52,172 - mmaction - INFO - Epoch [241][40/396] lr: 2.882e-03, eta: 3:08:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7516, top5_acc: 0.9044, loss_cls: 0.9510, loss: 0.9510, grad_norm: 3.7412, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7957, loss/aux0: 0.7957 2020-10-21 02:39:53,126 - mmaction - INFO - Epoch [241][40/396] lr: 2.882e-03, eta: 3:08:59, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7516, top5_acc: 0.9044, loss_cls: 0.9510, loss: 0.9510, grad_norm: 3.7208, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8080, loss/aux0: 0.8080 2020-10-21 02:40:29,640 - mmaction - INFO - Epoch [241][60/396] lr: 2.882e-03, eta: 3:08:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9060, loss_cls: 0.9578, loss: 0.9578, grad_norm: 3.6375, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8357, loss/aux0: 0.8357 2020-10-21 02:40:30,585 - mmaction - INFO - Epoch [241][60/396] lr: 2.882e-03, eta: 3:08:23, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7604, top5_acc: 0.9060, loss_cls: 0.9578, loss: 0.9578, grad_norm: 3.6348, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8300, loss/aux0: 0.8300 2020-10-21 02:41:07,049 - mmaction - INFO - Epoch [241][80/396] lr: 2.882e-03, eta: 3:07:46, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7648, top5_acc: 0.9083, loss_cls: 0.9452, loss: 0.9452, grad_norm: 3.5827, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8141, loss/aux0: 0.8141 2020-10-21 02:41:08,005 - mmaction - INFO - Epoch [241][80/396] lr: 2.882e-03, eta: 3:07:47, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7648, top5_acc: 0.9083, loss_cls: 0.9452, loss: 0.9452, grad_norm: 3.6092, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9211, loss_cls/aux0: 0.8300, loss/aux0: 0.8300 2020-10-21 02:41:44,557 - mmaction - INFO - Epoch [241][100/396] lr: 2.882e-03, eta: 3:07:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7542, top5_acc: 0.9083, loss_cls: 0.9348, loss: 0.9348, grad_norm: 3.6721, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7919, loss/aux0: 0.7919 2020-10-21 02:41:45,520 - mmaction - INFO - Epoch [241][100/396] lr: 2.882e-03, eta: 3:07:11, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7542, top5_acc: 0.9083, loss_cls: 0.9348, loss: 0.9348, grad_norm: 3.6479, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7762, loss/aux0: 0.7762 2020-10-21 02:42:22,080 - mmaction - INFO - Epoch [241][120/396] lr: 2.882e-03, eta: 3:06:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7568, top5_acc: 0.9062, loss_cls: 0.9624, loss: 0.9624, grad_norm: 3.6920, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7954, loss/aux0: 0.7954 2020-10-21 02:42:23,085 - mmaction - INFO - Epoch [241][120/396] lr: 2.882e-03, eta: 3:06:35, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7568, top5_acc: 0.9062, loss_cls: 0.9624, loss: 0.9624, grad_norm: 3.6910, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7910, loss/aux0: 0.7910 2020-10-21 02:42:59,650 - mmaction - INFO - Epoch [241][140/396] lr: 2.882e-03, eta: 3:05:58, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9065, loss_cls: 0.9704, loss: 0.9704, grad_norm: 3.6490, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7686, loss/aux0: 0.7686 2020-10-21 02:43:00,617 - mmaction - INFO - Epoch [241][140/396] lr: 2.882e-03, eta: 3:06:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9065, loss_cls: 0.9704, loss: 0.9704, grad_norm: 3.6419, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7820, loss/aux0: 0.7820 2020-10-21 02:43:37,293 - mmaction - INFO - Epoch [241][160/396] lr: 2.882e-03, eta: 3:05:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9102, loss_cls: 0.9144, loss: 0.9144, grad_norm: 3.6050, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8563, loss/aux0: 0.8563 2020-10-21 02:43:38,243 - mmaction - INFO - Epoch [241][160/396] lr: 2.882e-03, eta: 3:05:24, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9102, loss_cls: 0.9144, loss: 0.9144, grad_norm: 3.6216, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8497, loss/aux0: 0.8497 2020-10-21 02:44:14,769 - mmaction - INFO - Epoch [241][180/396] lr: 2.882e-03, eta: 3:04:46, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7591, top5_acc: 0.9096, loss_cls: 0.9383, loss: 0.9383, grad_norm: 3.7402, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8179, loss/aux0: 0.8179 2020-10-21 02:44:15,759 - mmaction - INFO - Epoch [241][180/396] lr: 2.882e-03, eta: 3:04:48, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7591, top5_acc: 0.9096, loss_cls: 0.9383, loss: 0.9383, grad_norm: 3.6837, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8111, loss/aux0: 0.8111 2020-10-21 02:44:52,366 - mmaction - INFO - Epoch [241][200/396] lr: 2.882e-03, eta: 3:04:11, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9052, loss_cls: 0.9563, loss: 0.9563, grad_norm: 3.7172, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8231, loss/aux0: 0.8231 2020-10-21 02:44:53,315 - mmaction - INFO - Epoch [241][200/396] lr: 2.882e-03, eta: 3:04:12, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9052, loss_cls: 0.9563, loss: 0.9563, grad_norm: 3.7804, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8384, loss/aux0: 0.8384 2020-10-21 02:45:30,023 - mmaction - INFO - Epoch [241][220/396] lr: 2.882e-03, eta: 3:03:35, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9052, loss_cls: 0.9598, loss: 0.9598, grad_norm: 3.6823, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7741, loss/aux0: 0.7741 2020-10-21 02:45:30,967 - mmaction - INFO - Epoch [241][220/396] lr: 2.882e-03, eta: 3:03:36, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9052, loss_cls: 0.9598, loss: 0.9598, grad_norm: 3.6910, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7636, loss/aux0: 0.7636 2020-10-21 02:46:07,638 - mmaction - INFO - Epoch [241][240/396] lr: 2.882e-03, eta: 3:02:59, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7544, top5_acc: 0.9073, loss_cls: 0.9337, loss: 0.9337, grad_norm: 3.7185, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.8087, loss/aux0: 0.8087 2020-10-21 02:46:08,572 - mmaction - INFO - Epoch [241][240/396] lr: 2.882e-03, eta: 3:03:00, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7544, top5_acc: 0.9073, loss_cls: 0.9337, loss: 0.9337, grad_norm: 3.7264, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.8106, loss/aux0: 0.8106 2020-10-21 02:46:45,018 - mmaction - INFO - Epoch [241][260/396] lr: 2.882e-03, eta: 3:02:23, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7490, top5_acc: 0.9070, loss_cls: 0.9648, loss: 0.9648, grad_norm: 3.6697, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7898, loss/aux0: 0.7898 2020-10-21 02:46:45,973 - mmaction - INFO - Epoch [241][260/396] lr: 2.882e-03, eta: 3:02:24, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7490, top5_acc: 0.9070, loss_cls: 0.9648, loss: 0.9648, grad_norm: 3.6849, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7915, loss/aux0: 0.7915 2020-10-21 02:47:22,673 - mmaction - INFO - Epoch [241][280/396] lr: 2.882e-03, eta: 3:01:47, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7484, top5_acc: 0.8977, loss_cls: 1.0028, loss: 1.0028, grad_norm: 3.7041, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7983, loss/aux0: 0.7983 2020-10-21 02:47:23,621 - mmaction - INFO - Epoch [241][280/396] lr: 2.882e-03, eta: 3:01:48, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7484, top5_acc: 0.8977, loss_cls: 1.0028, loss: 1.0028, grad_norm: 3.7152, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8071, loss/aux0: 0.8071 2020-10-21 02:48:00,154 - mmaction - INFO - Epoch [241][300/396] lr: 2.882e-03, eta: 3:01:11, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7565, top5_acc: 0.8990, loss_cls: 0.9753, loss: 0.9753, grad_norm: 3.7573, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8499, loss/aux0: 0.8499 2020-10-21 02:48:01,109 - mmaction - INFO - Epoch [241][300/396] lr: 2.882e-03, eta: 3:01:12, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7565, top5_acc: 0.8990, loss_cls: 0.9753, loss: 0.9753, grad_norm: 3.7560, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8314, loss/aux0: 0.8314 2020-10-21 02:48:37,802 - mmaction - INFO - Epoch [241][320/396] lr: 2.882e-03, eta: 3:00:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7695, top5_acc: 0.9107, loss_cls: 0.9270, loss: 0.9270, grad_norm: 3.7308, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7847, loss/aux0: 0.7847 2020-10-21 02:48:38,765 - mmaction - INFO - Epoch [241][320/396] lr: 2.882e-03, eta: 3:00:36, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7695, top5_acc: 0.9107, loss_cls: 0.9270, loss: 0.9270, grad_norm: 3.7064, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7898, loss/aux0: 0.7898 2020-10-21 02:49:15,408 - mmaction - INFO - Epoch [241][340/396] lr: 2.882e-03, eta: 2:59:59, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9021, loss_cls: 0.9732, loss: 0.9732, grad_norm: 3.7298, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-21 02:49:16,430 - mmaction - INFO - Epoch [241][340/396] lr: 2.882e-03, eta: 3:00:00, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9021, loss_cls: 0.9732, loss: 0.9732, grad_norm: 3.7204, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8109, loss/aux0: 0.8109 2020-10-21 02:49:52,941 - mmaction - INFO - Epoch [241][360/396] lr: 2.882e-03, eta: 2:59:23, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7562, top5_acc: 0.9102, loss_cls: 0.9428, loss: 0.9428, grad_norm: 3.8344, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8361, loss/aux0: 0.8361 2020-10-21 02:49:53,895 - mmaction - INFO - Epoch [241][360/396] lr: 2.882e-03, eta: 2:59:24, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7562, top5_acc: 0.9102, loss_cls: 0.9428, loss: 0.9428, grad_norm: 3.8029, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8221, loss/aux0: 0.8221 2020-10-21 02:50:30,576 - mmaction - INFO - Epoch [241][380/396] lr: 2.882e-03, eta: 2:58:47, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9034, loss_cls: 0.9897, loss: 0.9897, grad_norm: 3.8995, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8425, loss/aux0: 0.8425 2020-10-21 02:50:31,574 - mmaction - INFO - Epoch [241][380/396] lr: 2.882e-03, eta: 2:58:48, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.7471, top5_acc: 0.9034, loss_cls: 0.9897, loss: 0.9897, grad_norm: 3.8941, top1_acc/aux0: 0.7706, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8548, loss/aux0: 0.8548 2020-10-21 02:55:15,243 - mmaction - INFO - Epoch [242][20/396] lr: 2.534e-03, eta: 2:57:41, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9156, loss_cls: 0.9166, loss: 0.9166, grad_norm: 3.6656, top1_acc/aux0: 0.7900, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8195, loss/aux0: 0.8195 2020-10-21 02:55:16,204 - mmaction - INFO - Epoch [242][20/396] lr: 2.534e-03, eta: 2:57:42, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9156, loss_cls: 0.9166, loss: 0.9166, grad_norm: 3.6673, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8268, loss/aux0: 0.8268 2020-10-21 02:55:52,594 - mmaction - INFO - Epoch [242][40/396] lr: 2.534e-03, eta: 2:57:05, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7641, top5_acc: 0.9039, loss_cls: 0.9372, loss: 0.9372, grad_norm: 3.6871, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8500, loss/aux0: 0.8500 2020-10-21 02:55:53,545 - mmaction - INFO - Epoch [242][40/396] lr: 2.534e-03, eta: 2:57:06, time: 0.928, data_time: 0.001, memory: 8466, top1_acc: 0.7641, top5_acc: 0.9039, loss_cls: 0.9372, loss: 0.9372, grad_norm: 3.6969, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8392, loss/aux0: 0.8392 2020-10-21 02:56:30,077 - mmaction - INFO - Epoch [242][60/396] lr: 2.534e-03, eta: 2:56:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7581, top5_acc: 0.8995, loss_cls: 0.9553, loss: 0.9553, grad_norm: 3.6470, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8091, loss/aux0: 0.8091 2020-10-21 02:56:31,092 - mmaction - INFO - Epoch [242][60/396] lr: 2.534e-03, eta: 2:56:30, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7581, top5_acc: 0.8995, loss_cls: 0.9553, loss: 0.9553, grad_norm: 3.6664, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8172, loss/aux0: 0.8172 2020-10-21 02:57:07,726 - mmaction - INFO - Epoch [242][80/396] lr: 2.534e-03, eta: 2:55:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7576, top5_acc: 0.9052, loss_cls: 0.9500, loss: 0.9500, grad_norm: 3.7279, top1_acc/aux0: 0.7799, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8516, loss/aux0: 0.8516 2020-10-21 02:57:08,710 - mmaction - INFO - Epoch [242][80/396] lr: 2.534e-03, eta: 2:55:54, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7576, top5_acc: 0.9052, loss_cls: 0.9500, loss: 0.9500, grad_norm: 3.7568, top1_acc/aux0: 0.7805, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8468, loss/aux0: 0.8468 2020-10-21 02:57:45,313 - mmaction - INFO - Epoch [242][100/396] lr: 2.534e-03, eta: 2:55:17, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9073, loss_cls: 0.9628, loss: 0.9628, grad_norm: 3.6996, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8283, loss/aux0: 0.8283 2020-10-21 02:57:46,258 - mmaction - INFO - Epoch [242][100/396] lr: 2.534e-03, eta: 2:55:18, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7547, top5_acc: 0.9073, loss_cls: 0.9628, loss: 0.9628, grad_norm: 3.7089, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8187, loss/aux0: 0.8187 2020-10-21 02:58:22,883 - mmaction - INFO - Epoch [242][120/396] lr: 2.534e-03, eta: 2:54:41, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7628, top5_acc: 0.9104, loss_cls: 0.9316, loss: 0.9316, grad_norm: 3.7493, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7952, loss/aux0: 0.7952 2020-10-21 02:58:23,831 - mmaction - INFO - Epoch [242][120/396] lr: 2.534e-03, eta: 2:54:42, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7628, top5_acc: 0.9104, loss_cls: 0.9316, loss: 0.9316, grad_norm: 3.7929, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8151, loss/aux0: 0.8151 2020-10-21 02:59:00,348 - mmaction - INFO - Epoch [242][140/396] lr: 2.534e-03, eta: 2:54:05, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9128, loss_cls: 0.9221, loss: 0.9221, grad_norm: 3.7627, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8191, loss/aux0: 0.8191 2020-10-21 02:59:01,321 - mmaction - INFO - Epoch [242][140/396] lr: 2.534e-03, eta: 2:54:06, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9128, loss_cls: 0.9221, loss: 0.9221, grad_norm: 3.7733, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8205, loss/aux0: 0.8205 2020-10-21 02:59:37,949 - mmaction - INFO - Epoch [242][160/396] lr: 2.534e-03, eta: 2:53:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7607, top5_acc: 0.9081, loss_cls: 0.9424, loss: 0.9424, grad_norm: 3.7954, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8287, loss/aux0: 0.8287 2020-10-21 02:59:38,907 - mmaction - INFO - Epoch [242][160/396] lr: 2.534e-03, eta: 2:53:30, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7607, top5_acc: 0.9081, loss_cls: 0.9424, loss: 0.9424, grad_norm: 3.8152, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8289, loss/aux0: 0.8289 2020-10-21 03:00:23,579 - mmaction - INFO - Epoch [242][180/396] lr: 2.534e-03, eta: 2:52:54, time: 1.336, data_time: 0.000, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9117, loss_cls: 0.9056, loss: 0.9056, grad_norm: 3.6439, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8081, loss/aux0: 0.8081 2020-10-21 03:00:24,646 - mmaction - INFO - Epoch [242][180/396] lr: 2.534e-03, eta: 2:52:55, time: 1.349, data_time: 0.017, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9117, loss_cls: 0.9056, loss: 0.9056, grad_norm: 3.6738, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8005, loss/aux0: 0.8005 2020-10-21 03:01:01,237 - mmaction - INFO - Epoch [242][200/396] lr: 2.534e-03, eta: 2:52:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7576, top5_acc: 0.9042, loss_cls: 0.9505, loss: 0.9505, grad_norm: 3.6549, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8287, loss/aux0: 0.8287 2020-10-21 03:01:02,195 - mmaction - INFO - Epoch [242][200/396] lr: 2.534e-03, eta: 2:52:19, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7576, top5_acc: 0.9042, loss_cls: 0.9505, loss: 0.9505, grad_norm: 3.6429, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8185, loss/aux0: 0.8185 2020-10-21 03:01:38,997 - mmaction - INFO - Epoch [242][220/396] lr: 2.534e-03, eta: 2:51:42, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7464, top5_acc: 0.9013, loss_cls: 0.9848, loss: 0.9848, grad_norm: 3.8109, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8048, loss/aux0: 0.8048 2020-10-21 03:01:39,973 - mmaction - INFO - Epoch [242][220/396] lr: 2.534e-03, eta: 2:51:43, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.7464, top5_acc: 0.9013, loss_cls: 0.9848, loss: 0.9848, grad_norm: 3.7766, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8081, loss/aux0: 0.8081 2020-10-21 03:02:16,566 - mmaction - INFO - Epoch [242][240/396] lr: 2.534e-03, eta: 2:51:06, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9185, loss_cls: 0.9023, loss: 0.9023, grad_norm: 3.6572, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8402, loss/aux0: 0.8402 2020-10-21 03:02:17,579 - mmaction - INFO - Epoch [242][240/396] lr: 2.534e-03, eta: 2:51:08, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9185, loss_cls: 0.9023, loss: 0.9023, grad_norm: 3.6549, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8512, loss/aux0: 0.8512 2020-10-21 03:02:54,014 - mmaction - INFO - Epoch [242][260/396] lr: 2.534e-03, eta: 2:50:31, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7654, top5_acc: 0.9070, loss_cls: 0.9354, loss: 0.9354, grad_norm: 3.7304, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8119, loss/aux0: 0.8119 2020-10-21 03:02:55,003 - mmaction - INFO - Epoch [242][260/396] lr: 2.534e-03, eta: 2:50:32, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7654, top5_acc: 0.9070, loss_cls: 0.9354, loss: 0.9354, grad_norm: 3.7498, top1_acc/aux0: 0.7831, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8142, loss/aux0: 0.8142 2020-10-21 03:03:31,688 - mmaction - INFO - Epoch [242][280/396] lr: 2.534e-03, eta: 2:49:55, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9104, loss_cls: 0.9288, loss: 0.9288, grad_norm: 3.6539, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8161, loss/aux0: 0.8161 2020-10-21 03:03:32,597 - mmaction - INFO - Epoch [242][280/396] lr: 2.534e-03, eta: 2:49:56, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9104, loss_cls: 0.9288, loss: 0.9288, grad_norm: 3.6616, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8053, loss/aux0: 0.8053 2020-10-21 03:04:09,357 - mmaction - INFO - Epoch [242][300/396] lr: 2.534e-03, eta: 2:49:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9099, loss_cls: 0.9348, loss: 0.9348, grad_norm: 3.7313, top1_acc/aux0: 0.7836, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8270, loss/aux0: 0.8270 2020-10-21 03:04:10,311 - mmaction - INFO - Epoch [242][300/396] lr: 2.534e-03, eta: 2:49:20, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9099, loss_cls: 0.9348, loss: 0.9348, grad_norm: 3.7223, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8285, loss/aux0: 0.8285 2020-10-21 03:04:46,982 - mmaction - INFO - Epoch [242][320/396] lr: 2.534e-03, eta: 2:48:43, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7586, top5_acc: 0.9062, loss_cls: 0.9624, loss: 0.9624, grad_norm: 3.7332, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7747, loss/aux0: 0.7747 2020-10-21 03:04:47,907 - mmaction - INFO - Epoch [242][320/396] lr: 2.534e-03, eta: 2:48:44, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.7586, top5_acc: 0.9062, loss_cls: 0.9624, loss: 0.9624, grad_norm: 3.7362, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7757, loss/aux0: 0.7757 2020-10-21 03:05:24,456 - mmaction - INFO - Epoch [242][340/396] lr: 2.534e-03, eta: 2:48:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9164, loss_cls: 0.9152, loss: 0.9152, grad_norm: 3.7743, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8098, loss/aux0: 0.8098 2020-10-21 03:05:25,434 - mmaction - INFO - Epoch [242][340/396] lr: 2.534e-03, eta: 2:48:08, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9164, loss_cls: 0.9152, loss: 0.9152, grad_norm: 3.7586, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8053, loss/aux0: 0.8053 2020-10-21 03:06:02,214 - mmaction - INFO - Epoch [242][360/396] lr: 2.534e-03, eta: 2:47:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9065, loss_cls: 0.9652, loss: 0.9652, grad_norm: 3.7892, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8154, loss/aux0: 0.8154 2020-10-21 03:06:03,157 - mmaction - INFO - Epoch [242][360/396] lr: 2.534e-03, eta: 2:47:32, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7557, top5_acc: 0.9065, loss_cls: 0.9652, loss: 0.9652, grad_norm: 3.7749, top1_acc/aux0: 0.7844, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8233, loss/aux0: 0.8233 2020-10-21 03:06:39,861 - mmaction - INFO - Epoch [242][380/396] lr: 2.534e-03, eta: 2:46:55, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7542, top5_acc: 0.9005, loss_cls: 0.9702, loss: 0.9702, grad_norm: 3.6689, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7771, loss/aux0: 0.7771 2020-10-21 03:06:40,882 - mmaction - INFO - Epoch [242][380/396] lr: 2.534e-03, eta: 2:46:56, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.7542, top5_acc: 0.9005, loss_cls: 0.9702, loss: 0.9702, grad_norm: 3.6543, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7700, loss/aux0: 0.7700 2020-10-21 03:11:57,465 - mmaction - INFO - Epoch [243][20/396] lr: 2.208e-03, eta: 2:45:48, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9117, loss_cls: 0.9048, loss: 0.9048, grad_norm: 3.7373, top1_acc/aux0: 0.7848, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.8129, loss/aux0: 0.8129 2020-10-21 03:11:58,431 - mmaction - INFO - Epoch [243][20/396] lr: 2.208e-03, eta: 2:45:50, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9117, loss_cls: 0.9048, loss: 0.9048, grad_norm: 3.7095, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8177, loss/aux0: 0.8177 2020-10-21 03:12:34,741 - mmaction - INFO - Epoch [243][40/396] lr: 2.208e-03, eta: 2:45:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9099, loss_cls: 0.9004, loss: 0.9004, grad_norm: 3.7826, top1_acc/aux0: 0.7815, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8548, loss/aux0: 0.8548 2020-10-21 03:12:35,706 - mmaction - INFO - Epoch [243][40/396] lr: 2.208e-03, eta: 2:45:14, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9099, loss_cls: 0.9004, loss: 0.9004, grad_norm: 3.7623, top1_acc/aux0: 0.7826, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8443, loss/aux0: 0.8443 2020-10-21 03:13:12,142 - mmaction - INFO - Epoch [243][60/396] lr: 2.208e-03, eta: 2:44:37, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7518, top5_acc: 0.9016, loss_cls: 0.9724, loss: 0.9724, grad_norm: 3.7999, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7997, loss/aux0: 0.7997 2020-10-21 03:13:13,150 - mmaction - INFO - Epoch [243][60/396] lr: 2.208e-03, eta: 2:44:38, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7518, top5_acc: 0.9016, loss_cls: 0.9724, loss: 0.9724, grad_norm: 3.8217, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.8071, loss/aux0: 0.8071 2020-10-21 03:13:49,664 - mmaction - INFO - Epoch [243][80/396] lr: 2.208e-03, eta: 2:44:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9057, loss_cls: 0.9682, loss: 0.9682, grad_norm: 3.7504, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7830, loss/aux0: 0.7830 2020-10-21 03:13:50,667 - mmaction - INFO - Epoch [243][80/396] lr: 2.208e-03, eta: 2:44:02, time: 0.939, data_time: 0.005, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9057, loss_cls: 0.9682, loss: 0.9682, grad_norm: 3.7410, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7759, loss/aux0: 0.7759 2020-10-21 03:14:27,235 - mmaction - INFO - Epoch [243][100/396] lr: 2.208e-03, eta: 2:43:25, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7576, top5_acc: 0.9073, loss_cls: 0.9386, loss: 0.9386, grad_norm: 3.7386, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7812, loss/aux0: 0.7812 2020-10-21 03:14:28,180 - mmaction - INFO - Epoch [243][100/396] lr: 2.208e-03, eta: 2:43:26, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7576, top5_acc: 0.9073, loss_cls: 0.9386, loss: 0.9386, grad_norm: 3.7171, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7803, loss/aux0: 0.7803 2020-10-21 03:15:04,755 - mmaction - INFO - Epoch [243][120/396] lr: 2.208e-03, eta: 2:42:49, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7586, top5_acc: 0.9052, loss_cls: 0.9492, loss: 0.9492, grad_norm: 3.7407, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7917, loss/aux0: 0.7917 2020-10-21 03:15:05,708 - mmaction - INFO - Epoch [243][120/396] lr: 2.208e-03, eta: 2:42:50, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7586, top5_acc: 0.9052, loss_cls: 0.9492, loss: 0.9492, grad_norm: 3.7459, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8005, loss/aux0: 0.8005 2020-10-21 03:15:42,111 - mmaction - INFO - Epoch [243][140/396] lr: 2.208e-03, eta: 2:42:13, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9122, loss_cls: 0.9195, loss: 0.9195, grad_norm: 3.7469, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7890, loss/aux0: 0.7890 2020-10-21 03:15:43,055 - mmaction - INFO - Epoch [243][140/396] lr: 2.208e-03, eta: 2:42:14, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9122, loss_cls: 0.9195, loss: 0.9195, grad_norm: 3.7139, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7752, loss/aux0: 0.7752 2020-10-21 03:16:19,650 - mmaction - INFO - Epoch [243][160/396] lr: 2.208e-03, eta: 2:41:37, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7578, top5_acc: 0.9052, loss_cls: 0.9544, loss: 0.9544, grad_norm: 3.7674, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7780, loss/aux0: 0.7780 2020-10-21 03:16:20,595 - mmaction - INFO - Epoch [243][160/396] lr: 2.208e-03, eta: 2:41:38, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7578, top5_acc: 0.9052, loss_cls: 0.9544, loss: 0.9544, grad_norm: 3.7666, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7870, loss/aux0: 0.7870 2020-10-21 03:16:57,204 - mmaction - INFO - Epoch [243][180/396] lr: 2.208e-03, eta: 2:41:01, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7635, top5_acc: 0.9117, loss_cls: 0.9410, loss: 0.9410, grad_norm: 3.8008, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9195, loss_cls/aux0: 0.8341, loss/aux0: 0.8341 2020-10-21 03:16:58,168 - mmaction - INFO - Epoch [243][180/396] lr: 2.208e-03, eta: 2:41:02, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7635, top5_acc: 0.9117, loss_cls: 0.9410, loss: 0.9410, grad_norm: 3.7846, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8315, loss/aux0: 0.8315 2020-10-21 03:17:34,754 - mmaction - INFO - Epoch [243][200/396] lr: 2.208e-03, eta: 2:40:25, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7479, top5_acc: 0.9010, loss_cls: 0.9884, loss: 0.9884, grad_norm: 3.8031, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8219, loss/aux0: 0.8219 2020-10-21 03:17:35,739 - mmaction - INFO - Epoch [243][200/396] lr: 2.208e-03, eta: 2:40:26, time: 0.941, data_time: 0.004, memory: 8466, top1_acc: 0.7479, top5_acc: 0.9010, loss_cls: 0.9884, loss: 0.9884, grad_norm: 3.7834, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8193, loss/aux0: 0.8193 2020-10-21 03:18:12,321 - mmaction - INFO - Epoch [243][220/396] lr: 2.208e-03, eta: 2:39:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9120, loss_cls: 0.9208, loss: 0.9208, grad_norm: 3.7002, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8088, loss/aux0: 0.8088 2020-10-21 03:18:13,243 - mmaction - INFO - Epoch [243][220/396] lr: 2.208e-03, eta: 2:39:50, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9120, loss_cls: 0.9208, loss: 0.9208, grad_norm: 3.7534, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8220, loss/aux0: 0.8220 2020-10-21 03:18:49,774 - mmaction - INFO - Epoch [243][240/396] lr: 2.208e-03, eta: 2:39:13, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9135, loss_cls: 0.8973, loss: 0.8973, grad_norm: 3.6911, top1_acc/aux0: 0.7802, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8116, loss/aux0: 0.8116 2020-10-21 03:18:50,717 - mmaction - INFO - Epoch [243][240/396] lr: 2.208e-03, eta: 2:39:14, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9135, loss_cls: 0.8973, loss: 0.8973, grad_norm: 3.7092, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.8121, loss/aux0: 0.8121 2020-10-21 03:19:27,333 - mmaction - INFO - Epoch [243][260/396] lr: 2.208e-03, eta: 2:38:37, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7586, top5_acc: 0.9034, loss_cls: 0.9549, loss: 0.9549, grad_norm: 3.8173, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8101, loss/aux0: 0.8101 2020-10-21 03:19:28,296 - mmaction - INFO - Epoch [243][260/396] lr: 2.208e-03, eta: 2:38:38, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7586, top5_acc: 0.9034, loss_cls: 0.9549, loss: 0.9549, grad_norm: 3.8102, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7952, loss/aux0: 0.7952 2020-10-21 03:20:05,009 - mmaction - INFO - Epoch [243][280/396] lr: 2.208e-03, eta: 2:38:01, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9227, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.6725, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7564, loss/aux0: 0.7564 2020-10-21 03:20:05,986 - mmaction - INFO - Epoch [243][280/396] lr: 2.208e-03, eta: 2:38:02, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9227, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.6771, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7723, loss/aux0: 0.7723 2020-10-21 03:20:42,548 - mmaction - INFO - Epoch [243][300/396] lr: 2.208e-03, eta: 2:37:25, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9125, loss_cls: 0.9071, loss: 0.9071, grad_norm: 3.6319, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7780, loss/aux0: 0.7780 2020-10-21 03:20:43,513 - mmaction - INFO - Epoch [243][300/396] lr: 2.208e-03, eta: 2:37:26, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9125, loss_cls: 0.9071, loss: 0.9071, grad_norm: 3.6497, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7641, loss/aux0: 0.7641 2020-10-21 03:21:20,113 - mmaction - INFO - Epoch [243][320/396] lr: 2.208e-03, eta: 2:36:49, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9151, loss_cls: 0.9109, loss: 0.9109, grad_norm: 3.7322, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8070, loss/aux0: 0.8070 2020-10-21 03:21:21,118 - mmaction - INFO - Epoch [243][320/396] lr: 2.208e-03, eta: 2:36:50, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9151, loss_cls: 0.9109, loss: 0.9109, grad_norm: 3.6991, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8086, loss/aux0: 0.8086 2020-10-21 03:21:57,727 - mmaction - INFO - Epoch [243][340/396] lr: 2.208e-03, eta: 2:36:13, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9141, loss_cls: 0.9219, loss: 0.9219, grad_norm: 3.6881, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7735, loss/aux0: 0.7735 2020-10-21 03:21:58,656 - mmaction - INFO - Epoch [243][340/396] lr: 2.208e-03, eta: 2:36:14, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9141, loss_cls: 0.9219, loss: 0.9219, grad_norm: 3.6981, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7823, loss/aux0: 0.7823 2020-10-21 03:22:35,304 - mmaction - INFO - Epoch [243][360/396] lr: 2.208e-03, eta: 2:35:37, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9073, loss_cls: 0.9204, loss: 0.9204, grad_norm: 3.7326, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8210, loss/aux0: 0.8210 2020-10-21 03:22:36,273 - mmaction - INFO - Epoch [243][360/396] lr: 2.208e-03, eta: 2:35:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9073, loss_cls: 0.9204, loss: 0.9204, grad_norm: 3.7018, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8114, loss/aux0: 0.8114 2020-10-21 03:23:12,834 - mmaction - INFO - Epoch [243][380/396] lr: 2.208e-03, eta: 2:35:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7667, top5_acc: 0.9083, loss_cls: 0.9229, loss: 0.9229, grad_norm: 3.7099, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7670, loss/aux0: 0.7670 2020-10-21 03:23:13,783 - mmaction - INFO - Epoch [243][380/396] lr: 2.208e-03, eta: 2:35:03, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7667, top5_acc: 0.9083, loss_cls: 0.9229, loss: 0.9229, grad_norm: 3.6954, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7706, loss/aux0: 0.7706 2020-10-21 03:28:20,234 - mmaction - INFO - Epoch [244][20/396] lr: 1.905e-03, eta: 2:33:55, time: 0.928, data_time: 0.000, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9109, loss_cls: 0.9337, loss: 0.9337, grad_norm: 3.8653, top1_acc/aux0: 0.7996, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.7885, loss/aux0: 0.7885 2020-10-21 03:28:21,190 - mmaction - INFO - Epoch [244][20/396] lr: 1.905e-03, eta: 2:33:56, time: 0.929, data_time: 0.001, memory: 8466, top1_acc: 0.7555, top5_acc: 0.9109, loss_cls: 0.9337, loss: 0.9337, grad_norm: 3.9163, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7929, loss/aux0: 0.7929 2020-10-21 03:28:57,712 - mmaction - INFO - Epoch [244][40/396] lr: 1.905e-03, eta: 2:33:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9055, loss_cls: 0.9590, loss: 0.9590, grad_norm: 3.8349, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7808, loss/aux0: 0.7808 2020-10-21 03:28:58,657 - mmaction - INFO - Epoch [244][40/396] lr: 1.905e-03, eta: 2:33:20, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9055, loss_cls: 0.9590, loss: 0.9590, grad_norm: 3.8475, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7781, loss/aux0: 0.7781 2020-10-21 03:29:35,144 - mmaction - INFO - Epoch [244][60/396] lr: 1.905e-03, eta: 2:32:43, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9104, loss_cls: 0.9098, loss: 0.9098, grad_norm: 3.5998, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7889, loss/aux0: 0.7889 2020-10-21 03:29:36,116 - mmaction - INFO - Epoch [244][60/396] lr: 1.905e-03, eta: 2:32:44, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9104, loss_cls: 0.9098, loss: 0.9098, grad_norm: 3.5732, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-21 03:30:12,681 - mmaction - INFO - Epoch [244][80/396] lr: 1.905e-03, eta: 2:32:07, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7664, top5_acc: 0.9138, loss_cls: 0.9151, loss: 0.9151, grad_norm: 3.7520, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8036, loss/aux0: 0.8036 2020-10-21 03:30:13,607 - mmaction - INFO - Epoch [244][80/396] lr: 1.905e-03, eta: 2:32:08, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7664, top5_acc: 0.9138, loss_cls: 0.9151, loss: 0.9151, grad_norm: 3.7327, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8127, loss/aux0: 0.8127 2020-10-21 03:30:50,169 - mmaction - INFO - Epoch [244][100/396] lr: 1.905e-03, eta: 2:31:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9154, loss_cls: 0.8795, loss: 0.8795, grad_norm: 3.5649, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7569, loss/aux0: 0.7569 2020-10-21 03:30:51,122 - mmaction - INFO - Epoch [244][100/396] lr: 1.905e-03, eta: 2:31:32, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7716, top5_acc: 0.9154, loss_cls: 0.8795, loss: 0.8795, grad_norm: 3.6028, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7596, loss/aux0: 0.7596 2020-10-21 03:31:27,640 - mmaction - INFO - Epoch [244][120/396] lr: 1.905e-03, eta: 2:30:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9117, loss_cls: 0.9019, loss: 0.9019, grad_norm: 3.8519, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8212, loss/aux0: 0.8212 2020-10-21 03:31:28,620 - mmaction - INFO - Epoch [244][120/396] lr: 1.905e-03, eta: 2:30:56, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9117, loss_cls: 0.9019, loss: 0.9019, grad_norm: 3.8479, top1_acc/aux0: 0.7846, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8172, loss/aux0: 0.8172 2020-10-21 03:32:05,186 - mmaction - INFO - Epoch [244][140/396] lr: 1.905e-03, eta: 2:30:20, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9044, loss_cls: 0.9279, loss: 0.9279, grad_norm: 3.7864, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7847, loss/aux0: 0.7847 2020-10-21 03:32:06,122 - mmaction - INFO - Epoch [244][140/396] lr: 1.905e-03, eta: 2:30:21, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7609, top5_acc: 0.9044, loss_cls: 0.9279, loss: 0.9279, grad_norm: 3.7821, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7775, loss/aux0: 0.7775 2020-10-21 03:32:42,782 - mmaction - INFO - Epoch [244][160/396] lr: 1.905e-03, eta: 2:29:44, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9117, loss_cls: 0.9180, loss: 0.9180, grad_norm: 3.7479, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8211, loss/aux0: 0.8211 2020-10-21 03:32:43,741 - mmaction - INFO - Epoch [244][160/396] lr: 1.905e-03, eta: 2:29:45, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9117, loss_cls: 0.9180, loss: 0.9180, grad_norm: 3.7410, top1_acc/aux0: 0.7820, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8260, loss/aux0: 0.8260 2020-10-21 03:33:20,429 - mmaction - INFO - Epoch [244][180/396] lr: 1.905e-03, eta: 2:29:08, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9154, loss_cls: 0.8995, loss: 0.8995, grad_norm: 3.8527, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8125, loss/aux0: 0.8125 2020-10-21 03:33:21,346 - mmaction - INFO - Epoch [244][180/396] lr: 1.905e-03, eta: 2:29:09, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9154, loss_cls: 0.8995, loss: 0.8995, grad_norm: 3.8554, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8167, loss/aux0: 0.8167 2020-10-21 03:33:57,934 - mmaction - INFO - Epoch [244][200/396] lr: 1.905e-03, eta: 2:28:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9143, loss_cls: 0.8968, loss: 0.8968, grad_norm: 3.6722, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7442, loss/aux0: 0.7442 2020-10-21 03:33:58,883 - mmaction - INFO - Epoch [244][200/396] lr: 1.905e-03, eta: 2:28:33, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9143, loss_cls: 0.8968, loss: 0.8968, grad_norm: 3.6850, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7300, loss/aux0: 0.7300 2020-10-21 03:34:35,461 - mmaction - INFO - Epoch [244][220/396] lr: 1.905e-03, eta: 2:27:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7638, top5_acc: 0.9049, loss_cls: 0.9153, loss: 0.9153, grad_norm: 3.8109, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7617, loss/aux0: 0.7617 2020-10-21 03:34:36,425 - mmaction - INFO - Epoch [244][220/396] lr: 1.905e-03, eta: 2:27:57, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7638, top5_acc: 0.9049, loss_cls: 0.9153, loss: 0.9153, grad_norm: 3.8310, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7753, loss/aux0: 0.7753 2020-10-21 03:35:12,806 - mmaction - INFO - Epoch [244][240/396] lr: 1.905e-03, eta: 2:27:20, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9120, loss_cls: 0.9308, loss: 0.9308, grad_norm: 3.7200, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.7882, loss/aux0: 0.7882 2020-10-21 03:35:13,800 - mmaction - INFO - Epoch [244][240/396] lr: 1.905e-03, eta: 2:27:21, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9120, loss_cls: 0.9308, loss: 0.9308, grad_norm: 3.7107, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7844, loss/aux0: 0.7844 2020-10-21 03:35:50,424 - mmaction - INFO - Epoch [244][260/396] lr: 1.905e-03, eta: 2:26:44, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9135, loss_cls: 0.8993, loss: 0.8993, grad_norm: 3.8944, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8152, loss/aux0: 0.8152 2020-10-21 03:35:51,394 - mmaction - INFO - Epoch [244][260/396] lr: 1.905e-03, eta: 2:26:45, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9135, loss_cls: 0.8993, loss: 0.8993, grad_norm: 3.8611, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.8050, loss/aux0: 0.8050 2020-10-21 03:36:27,956 - mmaction - INFO - Epoch [244][280/396] lr: 1.905e-03, eta: 2:26:08, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7638, top5_acc: 0.9086, loss_cls: 0.9249, loss: 0.9249, grad_norm: 3.8916, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8258, loss/aux0: 0.8258 2020-10-21 03:36:28,944 - mmaction - INFO - Epoch [244][280/396] lr: 1.905e-03, eta: 2:26:09, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7638, top5_acc: 0.9086, loss_cls: 0.9249, loss: 0.9249, grad_norm: 3.8884, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8361, loss/aux0: 0.8361 2020-10-21 03:37:05,757 - mmaction - INFO - Epoch [244][300/396] lr: 1.905e-03, eta: 2:25:32, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9057, loss_cls: 0.9639, loss: 0.9639, grad_norm: 3.6884, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7550, loss/aux0: 0.7550 2020-10-21 03:37:06,735 - mmaction - INFO - Epoch [244][300/396] lr: 1.905e-03, eta: 2:25:33, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9057, loss_cls: 0.9639, loss: 0.9639, grad_norm: 3.6895, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7493, loss/aux0: 0.7493 2020-10-21 03:37:43,286 - mmaction - INFO - Epoch [244][320/396] lr: 1.905e-03, eta: 2:24:56, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9174, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.6150, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7538, loss/aux0: 0.7538 2020-10-21 03:37:44,291 - mmaction - INFO - Epoch [244][320/396] lr: 1.905e-03, eta: 2:24:57, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9174, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.6451, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7784, loss/aux0: 0.7784 2020-10-21 03:38:21,044 - mmaction - INFO - Epoch [244][340/396] lr: 1.905e-03, eta: 2:24:20, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7612, top5_acc: 0.9099, loss_cls: 0.9380, loss: 0.9380, grad_norm: 3.7460, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-21 03:38:22,010 - mmaction - INFO - Epoch [244][340/396] lr: 1.905e-03, eta: 2:24:21, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.7612, top5_acc: 0.9099, loss_cls: 0.9380, loss: 0.9380, grad_norm: 3.7615, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7660, loss/aux0: 0.7660 2020-10-21 03:38:58,576 - mmaction - INFO - Epoch [244][360/396] lr: 1.905e-03, eta: 2:23:44, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9023, loss_cls: 0.9566, loss: 0.9566, grad_norm: 3.8141, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7928, loss/aux0: 0.7928 2020-10-21 03:38:59,576 - mmaction - INFO - Epoch [244][360/396] lr: 1.905e-03, eta: 2:23:45, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.7596, top5_acc: 0.9023, loss_cls: 0.9566, loss: 0.9566, grad_norm: 3.8077, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7962, loss/aux0: 0.7962 2020-10-21 03:39:36,214 - mmaction - INFO - Epoch [244][380/396] lr: 1.905e-03, eta: 2:23:08, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9057, loss_cls: 0.9337, loss: 0.9337, grad_norm: 3.7695, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7445, loss/aux0: 0.7445 2020-10-21 03:39:37,125 - mmaction - INFO - Epoch [244][380/396] lr: 1.905e-03, eta: 2:23:09, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9057, loss_cls: 0.9337, loss: 0.9337, grad_norm: 3.7766, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7578, loss/aux0: 0.7578 2020-10-21 03:45:49,897 - mmaction - INFO - Epoch [245][20/396] lr: 1.624e-03, eta: 2:22:02, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7729, top5_acc: 0.9164, loss_cls: 0.8936, loss: 0.8936, grad_norm: 3.7286, top1_acc/aux0: 0.7941, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7919, loss/aux0: 0.7919 2020-10-21 03:45:50,851 - mmaction - INFO - Epoch [245][20/396] lr: 1.624e-03, eta: 2:22:03, time: 0.934, data_time: 0.003, memory: 8466, top1_acc: 0.7729, top5_acc: 0.9164, loss_cls: 0.8936, loss: 0.8936, grad_norm: 3.7169, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7844, loss/aux0: 0.7844 2020-10-21 03:46:27,372 - mmaction - INFO - Epoch [245][40/396] lr: 1.624e-03, eta: 2:21:26, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9133, loss_cls: 0.9077, loss: 0.9077, grad_norm: 3.7574, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7707, loss/aux0: 0.7707 2020-10-21 03:46:28,335 - mmaction - INFO - Epoch [245][40/396] lr: 1.624e-03, eta: 2:21:27, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9133, loss_cls: 0.9077, loss: 0.9077, grad_norm: 3.7800, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7823, loss/aux0: 0.7823 2020-10-21 03:47:04,620 - mmaction - INFO - Epoch [245][60/396] lr: 1.624e-03, eta: 2:20:50, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9107, loss_cls: 0.9158, loss: 0.9158, grad_norm: 3.7547, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7981, loss/aux0: 0.7981 2020-10-21 03:47:05,648 - mmaction - INFO - Epoch [245][60/396] lr: 1.624e-03, eta: 2:20:51, time: 0.934, data_time: 0.006, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9107, loss_cls: 0.9158, loss: 0.9158, grad_norm: 3.7316, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7869, loss/aux0: 0.7869 2020-10-21 03:47:42,468 - mmaction - INFO - Epoch [245][80/396] lr: 1.624e-03, eta: 2:20:14, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7776, top5_acc: 0.9180, loss_cls: 0.8755, loss: 0.8755, grad_norm: 3.6601, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7835, loss/aux0: 0.7835 2020-10-21 03:47:43,470 - mmaction - INFO - Epoch [245][80/396] lr: 1.624e-03, eta: 2:20:15, time: 0.944, data_time: 0.007, memory: 8466, top1_acc: 0.7776, top5_acc: 0.9180, loss_cls: 0.8755, loss: 0.8755, grad_norm: 3.6537, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7827, loss/aux0: 0.7827 2020-10-21 03:48:20,089 - mmaction - INFO - Epoch [245][100/396] lr: 1.624e-03, eta: 2:19:38, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9148, loss_cls: 0.8721, loss: 0.8721, grad_norm: 3.7188, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8093, loss/aux0: 0.8093 2020-10-21 03:48:21,040 - mmaction - INFO - Epoch [245][100/396] lr: 1.624e-03, eta: 2:19:39, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9148, loss_cls: 0.8721, loss: 0.8721, grad_norm: 3.6933, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8112, loss/aux0: 0.8112 2020-10-21 03:48:57,561 - mmaction - INFO - Epoch [245][120/396] lr: 1.624e-03, eta: 2:19:02, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9102, loss_cls: 0.9182, loss: 0.9182, grad_norm: 3.7844, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7657, loss/aux0: 0.7657 2020-10-21 03:48:58,511 - mmaction - INFO - Epoch [245][120/396] lr: 1.624e-03, eta: 2:19:03, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7690, top5_acc: 0.9102, loss_cls: 0.9182, loss: 0.9182, grad_norm: 3.8115, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7789, loss/aux0: 0.7789 2020-10-21 03:49:35,240 - mmaction - INFO - Epoch [245][140/396] lr: 1.624e-03, eta: 2:18:26, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9169, loss_cls: 0.8949, loss: 0.8949, grad_norm: 3.7794, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7947, loss/aux0: 0.7947 2020-10-21 03:49:36,246 - mmaction - INFO - Epoch [245][140/396] lr: 1.624e-03, eta: 2:18:27, time: 0.949, data_time: 0.006, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9169, loss_cls: 0.8949, loss: 0.8949, grad_norm: 3.7970, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7936, loss/aux0: 0.7936 2020-10-21 03:50:13,247 - mmaction - INFO - Epoch [245][160/396] lr: 1.624e-03, eta: 2:17:50, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9195, loss_cls: 0.9033, loss: 0.9033, grad_norm: 3.7893, top1_acc/aux0: 0.7841, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8079, loss/aux0: 0.8079 2020-10-21 03:50:14,209 - mmaction - INFO - Epoch [245][160/396] lr: 1.624e-03, eta: 2:17:51, time: 0.950, data_time: 0.003, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9195, loss_cls: 0.9033, loss: 0.9033, grad_norm: 3.7909, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8077, loss/aux0: 0.8077 2020-10-21 03:50:50,672 - mmaction - INFO - Epoch [245][180/396] lr: 1.624e-03, eta: 2:17:14, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7695, top5_acc: 0.9117, loss_cls: 0.9099, loss: 0.9099, grad_norm: 3.6099, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7676, loss/aux0: 0.7676 2020-10-21 03:50:51,710 - mmaction - INFO - Epoch [245][180/396] lr: 1.624e-03, eta: 2:17:15, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7695, top5_acc: 0.9117, loss_cls: 0.9099, loss: 0.9099, grad_norm: 3.6608, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7610, loss/aux0: 0.7610 2020-10-21 03:51:28,284 - mmaction - INFO - Epoch [245][200/396] lr: 1.624e-03, eta: 2:16:38, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9081, loss_cls: 0.9191, loss: 0.9191, grad_norm: 3.7723, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8248, loss/aux0: 0.8248 2020-10-21 03:51:29,296 - mmaction - INFO - Epoch [245][200/396] lr: 1.624e-03, eta: 2:16:39, time: 0.945, data_time: 0.007, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9081, loss_cls: 0.9191, loss: 0.9191, grad_norm: 3.8012, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8306, loss/aux0: 0.8306 2020-10-21 03:52:06,044 - mmaction - INFO - Epoch [245][220/396] lr: 1.624e-03, eta: 2:16:03, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9083, loss_cls: 0.9436, loss: 0.9436, grad_norm: 3.8253, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7787, loss/aux0: 0.7787 2020-10-21 03:52:06,982 - mmaction - INFO - Epoch [245][220/396] lr: 1.624e-03, eta: 2:16:03, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7570, top5_acc: 0.9083, loss_cls: 0.9436, loss: 0.9436, grad_norm: 3.8357, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7797, loss/aux0: 0.7797 2020-10-21 03:52:43,701 - mmaction - INFO - Epoch [245][240/396] lr: 1.624e-03, eta: 2:15:27, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9117, loss_cls: 0.9195, loss: 0.9195, grad_norm: 3.7858, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8005, loss/aux0: 0.8005 2020-10-21 03:52:44,630 - mmaction - INFO - Epoch [245][240/396] lr: 1.624e-03, eta: 2:15:27, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9117, loss_cls: 0.9195, loss: 0.9195, grad_norm: 3.8240, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7966, loss/aux0: 0.7966 2020-10-21 03:53:21,266 - mmaction - INFO - Epoch [245][260/396] lr: 1.624e-03, eta: 2:14:51, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9086, loss_cls: 0.9173, loss: 0.9173, grad_norm: 3.7596, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8122, loss/aux0: 0.8122 2020-10-21 03:53:22,192 - mmaction - INFO - Epoch [245][260/396] lr: 1.624e-03, eta: 2:14:52, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9086, loss_cls: 0.9173, loss: 0.9173, grad_norm: 3.7461, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8060, loss/aux0: 0.8060 2020-10-21 03:53:58,750 - mmaction - INFO - Epoch [245][280/396] lr: 1.624e-03, eta: 2:14:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9161, loss_cls: 0.8884, loss: 0.8884, grad_norm: 3.8235, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-21 03:53:59,689 - mmaction - INFO - Epoch [245][280/396] lr: 1.624e-03, eta: 2:14:16, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9161, loss_cls: 0.8884, loss: 0.8884, grad_norm: 3.8345, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8136, loss/aux0: 0.8136 2020-10-21 03:54:36,149 - mmaction - INFO - Epoch [245][300/396] lr: 1.624e-03, eta: 2:13:39, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9089, loss_cls: 0.9285, loss: 0.9285, grad_norm: 3.7715, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7711, loss/aux0: 0.7711 2020-10-21 03:54:37,073 - mmaction - INFO - Epoch [245][300/396] lr: 1.624e-03, eta: 2:13:40, time: 0.930, data_time: 0.002, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9089, loss_cls: 0.9285, loss: 0.9285, grad_norm: 3.7541, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7618, loss/aux0: 0.7618 2020-10-21 03:55:13,551 - mmaction - INFO - Epoch [245][320/396] lr: 1.624e-03, eta: 2:13:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9089, loss_cls: 0.9216, loss: 0.9216, grad_norm: 3.8157, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8005, loss/aux0: 0.8005 2020-10-21 03:55:14,508 - mmaction - INFO - Epoch [245][320/396] lr: 1.624e-03, eta: 2:13:04, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9089, loss_cls: 0.9216, loss: 0.9216, grad_norm: 3.8070, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7973, loss/aux0: 0.7973 2020-10-21 03:55:51,110 - mmaction - INFO - Epoch [245][340/396] lr: 1.624e-03, eta: 2:12:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7687, top5_acc: 0.9086, loss_cls: 0.9016, loss: 0.9016, grad_norm: 3.7648, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7539, loss/aux0: 0.7539 2020-10-21 03:55:52,085 - mmaction - INFO - Epoch [245][340/396] lr: 1.624e-03, eta: 2:12:28, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.7687, top5_acc: 0.9086, loss_cls: 0.9016, loss: 0.9016, grad_norm: 3.7532, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7595, loss/aux0: 0.7595 2020-10-21 03:56:28,663 - mmaction - INFO - Epoch [245][360/396] lr: 1.624e-03, eta: 2:11:51, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9047, loss_cls: 0.9500, loss: 0.9500, grad_norm: 3.8033, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7845, loss/aux0: 0.7845 2020-10-21 03:56:29,617 - mmaction - INFO - Epoch [245][360/396] lr: 1.624e-03, eta: 2:11:52, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9047, loss_cls: 0.9500, loss: 0.9500, grad_norm: 3.8000, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7815, loss/aux0: 0.7815 2020-10-21 03:57:06,184 - mmaction - INFO - Epoch [245][380/396] lr: 1.624e-03, eta: 2:11:15, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9148, loss_cls: 0.8915, loss: 0.8915, grad_norm: 3.7823, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7981, loss/aux0: 0.7981 2020-10-21 03:57:07,158 - mmaction - INFO - Epoch [245][380/396] lr: 1.624e-03, eta: 2:11:16, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9148, loss_cls: 0.8915, loss: 0.8915, grad_norm: 3.7731, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-21 04:02:52,146 - mmaction - INFO - Epoch [246][20/396] lr: 1.365e-03, eta: 2:10:09, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9109, loss_cls: 0.9174, loss: 0.9174, grad_norm: 3.7451, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9290, loss_cls/aux0: 0.8170, loss/aux0: 0.8170 2020-10-21 04:02:53,118 - mmaction - INFO - Epoch [246][20/396] lr: 1.365e-03, eta: 2:10:10, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9109, loss_cls: 0.9174, loss: 0.9174, grad_norm: 3.7823, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8260, loss/aux0: 0.8260 2020-10-21 04:03:29,547 - mmaction - INFO - Epoch [246][40/396] lr: 1.365e-03, eta: 2:09:33, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9130, loss_cls: 0.8803, loss: 0.8803, grad_norm: 3.6693, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7682, loss/aux0: 0.7682 2020-10-21 04:03:30,497 - mmaction - INFO - Epoch [246][40/396] lr: 1.365e-03, eta: 2:09:34, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9130, loss_cls: 0.8803, loss: 0.8803, grad_norm: 3.6914, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7584, loss/aux0: 0.7584 2020-10-21 04:04:07,004 - mmaction - INFO - Epoch [246][60/396] lr: 1.365e-03, eta: 2:08:57, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7581, top5_acc: 0.9102, loss_cls: 0.9295, loss: 0.9295, grad_norm: 3.7541, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7720, loss/aux0: 0.7720 2020-10-21 04:04:08,039 - mmaction - INFO - Epoch [246][60/396] lr: 1.365e-03, eta: 2:08:58, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7581, top5_acc: 0.9102, loss_cls: 0.9295, loss: 0.9295, grad_norm: 3.7468, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7686, loss/aux0: 0.7686 2020-10-21 04:04:44,525 - mmaction - INFO - Epoch [246][80/396] lr: 1.365e-03, eta: 2:08:21, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9112, loss_cls: 0.9339, loss: 0.9339, grad_norm: 3.8622, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7913, loss/aux0: 0.7913 2020-10-21 04:04:45,477 - mmaction - INFO - Epoch [246][80/396] lr: 1.365e-03, eta: 2:08:22, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7589, top5_acc: 0.9112, loss_cls: 0.9339, loss: 0.9339, grad_norm: 3.8465, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7876, loss/aux0: 0.7876 2020-10-21 04:05:21,866 - mmaction - INFO - Epoch [246][100/396] lr: 1.365e-03, eta: 2:07:45, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9135, loss_cls: 0.8812, loss: 0.8812, grad_norm: 3.7732, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7823, loss/aux0: 0.7823 2020-10-21 04:05:22,845 - mmaction - INFO - Epoch [246][100/396] lr: 1.365e-03, eta: 2:07:46, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9135, loss_cls: 0.8812, loss: 0.8812, grad_norm: 3.7846, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7842, loss/aux0: 0.7842 2020-10-21 04:05:59,466 - mmaction - INFO - Epoch [246][120/396] lr: 1.365e-03, eta: 2:07:09, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7872, top5_acc: 0.9185, loss_cls: 0.8479, loss: 0.8479, grad_norm: 3.7311, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7334, loss/aux0: 0.7334 2020-10-21 04:06:00,418 - mmaction - INFO - Epoch [246][120/396] lr: 1.365e-03, eta: 2:07:10, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7872, top5_acc: 0.9185, loss_cls: 0.8479, loss: 0.8479, grad_norm: 3.7338, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7425, loss/aux0: 0.7425 2020-10-21 04:06:37,012 - mmaction - INFO - Epoch [246][140/396] lr: 1.365e-03, eta: 2:06:33, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9109, loss_cls: 0.9113, loss: 0.9113, grad_norm: 3.8162, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8308, loss/aux0: 0.8308 2020-10-21 04:06:37,975 - mmaction - INFO - Epoch [246][140/396] lr: 1.365e-03, eta: 2:06:34, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7724, top5_acc: 0.9109, loss_cls: 0.9113, loss: 0.9113, grad_norm: 3.7967, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8194, loss/aux0: 0.8194 2020-10-21 04:07:14,582 - mmaction - INFO - Epoch [246][160/396] lr: 1.365e-03, eta: 2:05:57, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9133, loss_cls: 0.9038, loss: 0.9038, grad_norm: 3.7905, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7851, loss/aux0: 0.7851 2020-10-21 04:07:15,541 - mmaction - INFO - Epoch [246][160/396] lr: 1.365e-03, eta: 2:05:58, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9133, loss_cls: 0.9038, loss: 0.9038, grad_norm: 3.7850, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7905, loss/aux0: 0.7905 2020-10-21 04:07:52,181 - mmaction - INFO - Epoch [246][180/396] lr: 1.365e-03, eta: 2:05:21, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9133, loss_cls: 0.8785, loss: 0.8785, grad_norm: 3.8805, top1_acc/aux0: 0.7810, top5_acc/aux0: 0.9227, loss_cls/aux0: 0.8397, loss/aux0: 0.8397 2020-10-21 04:07:53,119 - mmaction - INFO - Epoch [246][180/396] lr: 1.365e-03, eta: 2:05:22, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9133, loss_cls: 0.8785, loss: 0.8785, grad_norm: 3.8809, top1_acc/aux0: 0.7794, top5_acc/aux0: 0.9237, loss_cls/aux0: 0.8380, loss/aux0: 0.8380 2020-10-21 04:08:29,583 - mmaction - INFO - Epoch [246][200/396] lr: 1.365e-03, eta: 2:04:45, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9164, loss_cls: 0.9243, loss: 0.9243, grad_norm: 3.7892, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8220, loss/aux0: 0.8220 2020-10-21 04:08:30,574 - mmaction - INFO - Epoch [246][200/396] lr: 1.365e-03, eta: 2:04:46, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.7630, top5_acc: 0.9164, loss_cls: 0.9243, loss: 0.9243, grad_norm: 3.8196, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8379, loss/aux0: 0.8379 2020-10-21 04:09:07,145 - mmaction - INFO - Epoch [246][220/396] lr: 1.365e-03, eta: 2:04:09, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9138, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.8076, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8266, loss/aux0: 0.8266 2020-10-21 04:09:08,103 - mmaction - INFO - Epoch [246][220/396] lr: 1.365e-03, eta: 2:04:10, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9138, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.8261, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8076, loss/aux0: 0.8076 2020-10-21 04:09:44,688 - mmaction - INFO - Epoch [246][240/396] lr: 1.365e-03, eta: 2:03:33, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9115, loss_cls: 0.9168, loss: 0.9168, grad_norm: 3.8679, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7796, loss/aux0: 0.7796 2020-10-21 04:09:45,643 - mmaction - INFO - Epoch [246][240/396] lr: 1.365e-03, eta: 2:03:34, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9115, loss_cls: 0.9168, loss: 0.9168, grad_norm: 3.8933, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7850, loss/aux0: 0.7850 2020-10-21 04:10:22,067 - mmaction - INFO - Epoch [246][260/396] lr: 1.365e-03, eta: 2:02:57, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9091, loss_cls: 0.8868, loss: 0.8868, grad_norm: 3.7052, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7514, loss/aux0: 0.7514 2020-10-21 04:10:23,026 - mmaction - INFO - Epoch [246][260/396] lr: 1.365e-03, eta: 2:02:58, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9091, loss_cls: 0.8868, loss: 0.8868, grad_norm: 3.7038, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7494, loss/aux0: 0.7494 2020-10-21 04:10:59,787 - mmaction - INFO - Epoch [246][280/396] lr: 1.365e-03, eta: 2:02:21, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9180, loss_cls: 0.8842, loss: 0.8842, grad_norm: 3.7634, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7477, loss/aux0: 0.7477 2020-10-21 04:11:00,747 - mmaction - INFO - Epoch [246][280/396] lr: 1.365e-03, eta: 2:02:22, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9180, loss_cls: 0.8842, loss: 0.8842, grad_norm: 3.7696, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7492, loss/aux0: 0.7492 2020-10-21 04:11:37,259 - mmaction - INFO - Epoch [246][300/396] lr: 1.365e-03, eta: 2:01:45, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9109, loss_cls: 0.9133, loss: 0.9133, grad_norm: 3.7567, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7731, loss/aux0: 0.7731 2020-10-21 04:11:38,215 - mmaction - INFO - Epoch [246][300/396] lr: 1.365e-03, eta: 2:01:46, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9109, loss_cls: 0.9133, loss: 0.9133, grad_norm: 3.7940, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7662, loss/aux0: 0.7662 2020-10-21 04:12:14,782 - mmaction - INFO - Epoch [246][320/396] lr: 1.365e-03, eta: 2:01:09, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7641, top5_acc: 0.9112, loss_cls: 0.9220, loss: 0.9220, grad_norm: 3.7437, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7943, loss/aux0: 0.7943 2020-10-21 04:12:15,789 - mmaction - INFO - Epoch [246][320/396] lr: 1.365e-03, eta: 2:01:10, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7641, top5_acc: 0.9112, loss_cls: 0.9220, loss: 0.9220, grad_norm: 3.7562, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8110, loss/aux0: 0.8110 2020-10-21 04:12:52,323 - mmaction - INFO - Epoch [246][340/396] lr: 1.365e-03, eta: 2:00:33, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7654, top5_acc: 0.9156, loss_cls: 0.8935, loss: 0.8935, grad_norm: 3.7236, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7385, loss/aux0: 0.7385 2020-10-21 04:12:53,290 - mmaction - INFO - Epoch [246][340/396] lr: 1.365e-03, eta: 2:00:34, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7654, top5_acc: 0.9156, loss_cls: 0.8935, loss: 0.8935, grad_norm: 3.7023, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7262, loss/aux0: 0.7262 2020-10-21 04:13:29,803 - mmaction - INFO - Epoch [246][360/396] lr: 1.365e-03, eta: 1:59:58, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9086, loss_cls: 0.9211, loss: 0.9211, grad_norm: 3.8275, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8083, loss/aux0: 0.8083 2020-10-21 04:13:30,772 - mmaction - INFO - Epoch [246][360/396] lr: 1.365e-03, eta: 1:59:58, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9086, loss_cls: 0.9211, loss: 0.9211, grad_norm: 3.8212, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8073, loss/aux0: 0.8073 2020-10-21 04:14:07,262 - mmaction - INFO - Epoch [246][380/396] lr: 1.365e-03, eta: 1:59:22, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9133, loss_cls: 0.9292, loss: 0.9292, grad_norm: 3.8425, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7452, loss/aux0: 0.7452 2020-10-21 04:14:08,208 - mmaction - INFO - Epoch [246][380/396] lr: 1.365e-03, eta: 1:59:22, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9133, loss_cls: 0.9292, loss: 0.9292, grad_norm: 3.8332, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7427, loss/aux0: 0.7427 2020-10-21 04:20:39,339 - mmaction - INFO - Epoch [247][20/396] lr: 1.128e-03, eta: 1:58:16, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9078, loss_cls: 0.9037, loss: 0.9037, grad_norm: 3.7362, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7539, loss/aux0: 0.7539 2020-10-21 04:20:40,285 - mmaction - INFO - Epoch [247][20/396] lr: 1.128e-03, eta: 1:58:16, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9078, loss_cls: 0.9037, loss: 0.9037, grad_norm: 3.7470, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7484, loss/aux0: 0.7484 2020-10-21 04:21:16,788 - mmaction - INFO - Epoch [247][40/396] lr: 1.128e-03, eta: 1:57:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7742, top5_acc: 0.9099, loss_cls: 0.8921, loss: 0.8921, grad_norm: 3.8263, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7949, loss/aux0: 0.7949 2020-10-21 04:21:17,797 - mmaction - INFO - Epoch [247][40/396] lr: 1.128e-03, eta: 1:57:40, time: 0.938, data_time: 0.005, memory: 8466, top1_acc: 0.7742, top5_acc: 0.9099, loss_cls: 0.8921, loss: 0.8921, grad_norm: 3.8481, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.8044, loss/aux0: 0.8044 2020-10-21 04:21:54,322 - mmaction - INFO - Epoch [247][60/396] lr: 1.128e-03, eta: 1:57:04, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9182, loss_cls: 0.8657, loss: 0.8657, grad_norm: 3.8745, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8196, loss/aux0: 0.8196 2020-10-21 04:21:55,299 - mmaction - INFO - Epoch [247][60/396] lr: 1.128e-03, eta: 1:57:04, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9182, loss_cls: 0.8657, loss: 0.8657, grad_norm: 3.8521, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8187, loss/aux0: 0.8187 2020-10-21 04:22:31,725 - mmaction - INFO - Epoch [247][80/396] lr: 1.128e-03, eta: 1:56:28, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7706, top5_acc: 0.9086, loss_cls: 0.9166, loss: 0.9166, grad_norm: 3.8125, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7668, loss/aux0: 0.7668 2020-10-21 04:22:32,689 - mmaction - INFO - Epoch [247][80/396] lr: 1.128e-03, eta: 1:56:28, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7706, top5_acc: 0.9086, loss_cls: 0.9166, loss: 0.9166, grad_norm: 3.8689, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7733, loss/aux0: 0.7733 2020-10-21 04:23:09,183 - mmaction - INFO - Epoch [247][100/396] lr: 1.128e-03, eta: 1:55:52, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9135, loss_cls: 0.8921, loss: 0.8921, grad_norm: 3.7616, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7756, loss/aux0: 0.7756 2020-10-21 04:23:10,107 - mmaction - INFO - Epoch [247][100/396] lr: 1.128e-03, eta: 1:55:52, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9135, loss_cls: 0.8921, loss: 0.8921, grad_norm: 3.7505, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7678, loss/aux0: 0.7678 2020-10-21 04:23:46,674 - mmaction - INFO - Epoch [247][120/396] lr: 1.128e-03, eta: 1:55:16, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9135, loss_cls: 0.8871, loss: 0.8871, grad_norm: 3.8143, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7852, loss/aux0: 0.7852 2020-10-21 04:23:47,655 - mmaction - INFO - Epoch [247][120/396] lr: 1.128e-03, eta: 1:55:16, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9135, loss_cls: 0.8871, loss: 0.8871, grad_norm: 3.8113, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.7817, loss/aux0: 0.7817 2020-10-21 04:24:24,357 - mmaction - INFO - Epoch [247][140/396] lr: 1.128e-03, eta: 1:54:40, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9031, loss_cls: 0.9680, loss: 0.9680, grad_norm: 3.9149, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7587, loss/aux0: 0.7587 2020-10-21 04:24:25,306 - mmaction - INFO - Epoch [247][140/396] lr: 1.128e-03, eta: 1:54:41, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7560, top5_acc: 0.9031, loss_cls: 0.9680, loss: 0.9680, grad_norm: 3.9313, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7579, loss/aux0: 0.7579 2020-10-21 04:25:01,835 - mmaction - INFO - Epoch [247][160/396] lr: 1.128e-03, eta: 1:54:04, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7688, top5_acc: 0.9089, loss_cls: 0.9002, loss: 0.9002, grad_norm: 3.7832, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7769, loss/aux0: 0.7769 2020-10-21 04:25:02,789 - mmaction - INFO - Epoch [247][160/396] lr: 1.128e-03, eta: 1:54:05, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7688, top5_acc: 0.9089, loss_cls: 0.9002, loss: 0.9002, grad_norm: 3.7805, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7744, loss/aux0: 0.7744 2020-10-21 04:25:39,402 - mmaction - INFO - Epoch [247][180/396] lr: 1.128e-03, eta: 1:53:28, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9141, loss_cls: 0.8890, loss: 0.8890, grad_norm: 3.7574, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7973, loss/aux0: 0.7973 2020-10-21 04:25:40,348 - mmaction - INFO - Epoch [247][180/396] lr: 1.128e-03, eta: 1:53:29, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9141, loss_cls: 0.8890, loss: 0.8890, grad_norm: 3.7175, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.8004, loss/aux0: 0.8004 2020-10-21 04:26:16,951 - mmaction - INFO - Epoch [247][200/396] lr: 1.128e-03, eta: 1:52:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9081, loss_cls: 0.9220, loss: 0.9220, grad_norm: 3.8142, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7870, loss/aux0: 0.7870 2020-10-21 04:26:17,896 - mmaction - INFO - Epoch [247][200/396] lr: 1.128e-03, eta: 1:52:53, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9081, loss_cls: 0.9220, loss: 0.9220, grad_norm: 3.7871, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7874, loss/aux0: 0.7874 2020-10-21 04:26:54,501 - mmaction - INFO - Epoch [247][220/396] lr: 1.128e-03, eta: 1:52:16, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9099, loss_cls: 0.8874, loss: 0.8874, grad_norm: 3.8030, top1_acc/aux0: 0.7935, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7913, loss/aux0: 0.7913 2020-10-21 04:26:55,447 - mmaction - INFO - Epoch [247][220/396] lr: 1.128e-03, eta: 1:52:17, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9099, loss_cls: 0.8874, loss: 0.8874, grad_norm: 3.8145, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7970, loss/aux0: 0.7970 2020-10-21 04:27:31,953 - mmaction - INFO - Epoch [247][240/396] lr: 1.128e-03, eta: 1:51:40, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7810, top5_acc: 0.9128, loss_cls: 0.8778, loss: 0.8778, grad_norm: 3.7211, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7809, loss/aux0: 0.7809 2020-10-21 04:27:32,896 - mmaction - INFO - Epoch [247][240/396] lr: 1.128e-03, eta: 1:51:41, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7810, top5_acc: 0.9128, loss_cls: 0.8778, loss: 0.8778, grad_norm: 3.7255, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.7809, loss/aux0: 0.7809 2020-10-21 04:28:09,563 - mmaction - INFO - Epoch [247][260/396] lr: 1.128e-03, eta: 1:51:04, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7682, top5_acc: 0.9154, loss_cls: 0.8883, loss: 0.8883, grad_norm: 3.8204, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7627, loss/aux0: 0.7627 2020-10-21 04:28:10,535 - mmaction - INFO - Epoch [247][260/396] lr: 1.128e-03, eta: 1:51:05, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7682, top5_acc: 0.9154, loss_cls: 0.8883, loss: 0.8883, grad_norm: 3.8800, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7680, loss/aux0: 0.7680 2020-10-21 04:28:47,138 - mmaction - INFO - Epoch [247][280/396] lr: 1.128e-03, eta: 1:50:28, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9141, loss_cls: 0.8898, loss: 0.8898, grad_norm: 3.8307, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7951, loss/aux0: 0.7951 2020-10-21 04:28:48,083 - mmaction - INFO - Epoch [247][280/396] lr: 1.128e-03, eta: 1:50:29, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9141, loss_cls: 0.8898, loss: 0.8898, grad_norm: 3.8022, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-21 04:29:24,772 - mmaction - INFO - Epoch [247][300/396] lr: 1.128e-03, eta: 1:49:52, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9120, loss_cls: 0.8991, loss: 0.8991, grad_norm: 3.8724, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8011, loss/aux0: 0.8011 2020-10-21 04:29:25,701 - mmaction - INFO - Epoch [247][300/396] lr: 1.128e-03, eta: 1:49:53, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9120, loss_cls: 0.8991, loss: 0.8991, grad_norm: 3.8850, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8037, loss/aux0: 0.8037 2020-10-21 04:30:02,320 - mmaction - INFO - Epoch [247][320/396] lr: 1.128e-03, eta: 1:49:16, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9122, loss_cls: 0.9176, loss: 0.9176, grad_norm: 3.8136, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7936, loss/aux0: 0.7936 2020-10-21 04:30:03,280 - mmaction - INFO - Epoch [247][320/396] lr: 1.128e-03, eta: 1:49:17, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7693, top5_acc: 0.9122, loss_cls: 0.9176, loss: 0.9176, grad_norm: 3.8460, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7930, loss/aux0: 0.7930 2020-10-21 04:30:39,788 - mmaction - INFO - Epoch [247][340/396] lr: 1.128e-03, eta: 1:48:40, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9089, loss_cls: 0.9090, loss: 0.9090, grad_norm: 3.8301, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7740, loss/aux0: 0.7740 2020-10-21 04:30:40,755 - mmaction - INFO - Epoch [247][340/396] lr: 1.128e-03, eta: 1:48:41, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9089, loss_cls: 0.9090, loss: 0.9090, grad_norm: 3.8211, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7593, loss/aux0: 0.7593 2020-10-21 04:31:17,438 - mmaction - INFO - Epoch [247][360/396] lr: 1.128e-03, eta: 1:48:04, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9167, loss_cls: 0.8929, loss: 0.8929, grad_norm: 3.8341, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7645, loss/aux0: 0.7645 2020-10-21 04:31:18,411 - mmaction - INFO - Epoch [247][360/396] lr: 1.128e-03, eta: 1:48:05, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9167, loss_cls: 0.8929, loss: 0.8929, grad_norm: 3.8604, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7794, loss/aux0: 0.7794 2020-10-21 04:31:55,045 - mmaction - INFO - Epoch [247][380/396] lr: 1.128e-03, eta: 1:47:28, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9216, loss_cls: 0.8455, loss: 0.8455, grad_norm: 3.7387, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7890, loss/aux0: 0.7890 2020-10-21 04:31:56,009 - mmaction - INFO - Epoch [247][380/396] lr: 1.128e-03, eta: 1:47:29, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9216, loss_cls: 0.8455, loss: 0.8455, grad_norm: 3.7675, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7899, loss/aux0: 0.7899 2020-10-21 04:37:10,980 - mmaction - INFO - Epoch [248][20/396] lr: 9.140e-04, eta: 1:46:22, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9065, loss_cls: 0.9319, loss: 0.9319, grad_norm: 3.8739, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.7596, loss/aux0: 0.7596 2020-10-21 04:37:11,947 - mmaction - INFO - Epoch [248][20/396] lr: 9.140e-04, eta: 1:46:23, time: 0.930, data_time: 0.001, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9065, loss_cls: 0.9319, loss: 0.9319, grad_norm: 3.8391, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7560, loss/aux0: 0.7560 2020-10-21 04:37:48,313 - mmaction - INFO - Epoch [248][40/396] lr: 9.140e-04, eta: 1:45:46, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9237, loss_cls: 0.8453, loss: 0.8453, grad_norm: 3.6591, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7519, loss/aux0: 0.7519 2020-10-21 04:37:49,253 - mmaction - INFO - Epoch [248][40/396] lr: 9.140e-04, eta: 1:45:47, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9237, loss_cls: 0.8453, loss: 0.8453, grad_norm: 3.7177, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7663, loss/aux0: 0.7663 2020-10-21 04:38:25,822 - mmaction - INFO - Epoch [248][60/396] lr: 9.140e-04, eta: 1:45:10, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9102, loss_cls: 0.9119, loss: 0.9119, grad_norm: 3.8292, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7729, loss/aux0: 0.7729 2020-10-21 04:38:26,795 - mmaction - INFO - Epoch [248][60/396] lr: 9.140e-04, eta: 1:45:11, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7659, top5_acc: 0.9102, loss_cls: 0.9119, loss: 0.9119, grad_norm: 3.8069, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7576, loss/aux0: 0.7576 2020-10-21 04:39:03,418 - mmaction - INFO - Epoch [248][80/396] lr: 9.140e-04, eta: 1:44:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9138, loss_cls: 0.8915, loss: 0.8915, grad_norm: 3.8282, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7582, loss/aux0: 0.7582 2020-10-21 04:39:04,365 - mmaction - INFO - Epoch [248][80/396] lr: 9.140e-04, eta: 1:44:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7674, top5_acc: 0.9138, loss_cls: 0.8915, loss: 0.8915, grad_norm: 3.8390, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7668, loss/aux0: 0.7668 2020-10-21 04:39:40,988 - mmaction - INFO - Epoch [248][100/396] lr: 9.140e-04, eta: 1:43:58, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7870, top5_acc: 0.9141, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.6915, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7334, loss/aux0: 0.7334 2020-10-21 04:39:41,965 - mmaction - INFO - Epoch [248][100/396] lr: 9.140e-04, eta: 1:43:59, time: 0.950, data_time: 0.002, memory: 8466, top1_acc: 0.7870, top5_acc: 0.9141, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.7177, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7390, loss/aux0: 0.7390 2020-10-21 04:40:18,633 - mmaction - INFO - Epoch [248][120/396] lr: 9.140e-04, eta: 1:43:23, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9078, loss_cls: 0.9223, loss: 0.9223, grad_norm: 3.7265, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-21 04:40:19,584 - mmaction - INFO - Epoch [248][120/396] lr: 9.140e-04, eta: 1:43:23, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9078, loss_cls: 0.9223, loss: 0.9223, grad_norm: 3.7724, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7785, loss/aux0: 0.7785 2020-10-21 04:40:56,157 - mmaction - INFO - Epoch [248][140/396] lr: 9.140e-04, eta: 1:42:47, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9182, loss_cls: 0.8580, loss: 0.8580, grad_norm: 3.7051, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7802, loss/aux0: 0.7802 2020-10-21 04:40:57,113 - mmaction - INFO - Epoch [248][140/396] lr: 9.140e-04, eta: 1:42:47, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9182, loss_cls: 0.8580, loss: 0.8580, grad_norm: 3.6924, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7704, loss/aux0: 0.7704 2020-10-21 04:41:33,820 - mmaction - INFO - Epoch [248][160/396] lr: 9.140e-04, eta: 1:42:11, time: 0.944, data_time: 0.000, memory: 8466, top1_acc: 0.7784, top5_acc: 0.9182, loss_cls: 0.8754, loss: 0.8754, grad_norm: 3.8131, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7492, loss/aux0: 0.7492 2020-10-21 04:41:34,765 - mmaction - INFO - Epoch [248][160/396] lr: 9.140e-04, eta: 1:42:11, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.7784, top5_acc: 0.9182, loss_cls: 0.8754, loss: 0.8754, grad_norm: 3.8093, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7451, loss/aux0: 0.7451 2020-10-21 04:42:11,300 - mmaction - INFO - Epoch [248][180/396] lr: 9.140e-04, eta: 1:41:35, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9161, loss_cls: 0.8804, loss: 0.8804, grad_norm: 3.7543, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.7782, loss/aux0: 0.7782 2020-10-21 04:42:12,254 - mmaction - INFO - Epoch [248][180/396] lr: 9.140e-04, eta: 1:41:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9161, loss_cls: 0.8804, loss: 0.8804, grad_norm: 3.7731, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7831, loss/aux0: 0.7831 2020-10-21 04:42:48,946 - mmaction - INFO - Epoch [248][200/396] lr: 9.140e-04, eta: 1:40:59, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9193, loss_cls: 0.8911, loss: 0.8911, grad_norm: 3.8154, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7812, loss/aux0: 0.7812 2020-10-21 04:42:49,911 - mmaction - INFO - Epoch [248][200/396] lr: 9.140e-04, eta: 1:40:59, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9193, loss_cls: 0.8911, loss: 0.8911, grad_norm: 3.8523, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7914, loss/aux0: 0.7914 2020-10-21 04:43:26,514 - mmaction - INFO - Epoch [248][220/396] lr: 9.140e-04, eta: 1:40:23, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9125, loss_cls: 0.8669, loss: 0.8669, grad_norm: 3.7875, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8281, loss/aux0: 0.8281 2020-10-21 04:43:27,459 - mmaction - INFO - Epoch [248][220/396] lr: 9.140e-04, eta: 1:40:23, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9125, loss_cls: 0.8669, loss: 0.8669, grad_norm: 3.7724, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8174, loss/aux0: 0.8174 2020-10-21 04:44:03,999 - mmaction - INFO - Epoch [248][240/396] lr: 9.140e-04, eta: 1:39:47, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9216, loss_cls: 0.8628, loss: 0.8628, grad_norm: 3.7944, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7349, loss/aux0: 0.7349 2020-10-21 04:44:05,013 - mmaction - INFO - Epoch [248][240/396] lr: 9.140e-04, eta: 1:39:47, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9216, loss_cls: 0.8628, loss: 0.8628, grad_norm: 3.8252, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7445, loss/aux0: 0.7445 2020-10-21 04:44:41,771 - mmaction - INFO - Epoch [248][260/396] lr: 9.140e-04, eta: 1:39:11, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9135, loss_cls: 0.9021, loss: 0.9021, grad_norm: 3.8768, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8030, loss/aux0: 0.8030 2020-10-21 04:44:42,726 - mmaction - INFO - Epoch [248][260/396] lr: 9.140e-04, eta: 1:39:11, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9135, loss_cls: 0.9021, loss: 0.9021, grad_norm: 3.8708, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7929, loss/aux0: 0.7929 2020-10-21 04:45:19,285 - mmaction - INFO - Epoch [248][280/396] lr: 9.140e-04, eta: 1:38:35, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9133, loss_cls: 0.9141, loss: 0.9141, grad_norm: 3.7932, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7632, loss/aux0: 0.7632 2020-10-21 04:45:20,241 - mmaction - INFO - Epoch [248][280/396] lr: 9.140e-04, eta: 1:38:35, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7646, top5_acc: 0.9133, loss_cls: 0.9141, loss: 0.9141, grad_norm: 3.7915, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7680, loss/aux0: 0.7680 2020-10-21 04:45:56,928 - mmaction - INFO - Epoch [248][300/396] lr: 9.140e-04, eta: 1:37:59, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7870, top5_acc: 0.9229, loss_cls: 0.8304, loss: 0.8304, grad_norm: 3.8340, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7764, loss/aux0: 0.7764 2020-10-21 04:45:57,881 - mmaction - INFO - Epoch [248][300/396] lr: 9.140e-04, eta: 1:37:59, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7870, top5_acc: 0.9229, loss_cls: 0.8304, loss: 0.8304, grad_norm: 3.8331, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7681, loss/aux0: 0.7681 2020-10-21 04:46:34,413 - mmaction - INFO - Epoch [248][320/396] lr: 9.140e-04, eta: 1:37:23, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9021, loss_cls: 0.9358, loss: 0.9358, grad_norm: 3.8180, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7336, loss/aux0: 0.7336 2020-10-21 04:46:35,334 - mmaction - INFO - Epoch [248][320/396] lr: 9.140e-04, eta: 1:37:23, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7594, top5_acc: 0.9021, loss_cls: 0.9358, loss: 0.9358, grad_norm: 3.7814, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7283, loss/aux0: 0.7283 2020-10-21 04:47:11,967 - mmaction - INFO - Epoch [248][340/396] lr: 9.140e-04, eta: 1:36:47, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9190, loss_cls: 0.8678, loss: 0.8678, grad_norm: 3.7656, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7452, loss/aux0: 0.7452 2020-10-21 04:47:12,900 - mmaction - INFO - Epoch [248][340/396] lr: 9.140e-04, eta: 1:36:47, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9190, loss_cls: 0.8678, loss: 0.8678, grad_norm: 3.7690, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7567, loss/aux0: 0.7567 2020-10-21 04:47:49,417 - mmaction - INFO - Epoch [248][360/396] lr: 9.140e-04, eta: 1:36:11, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7628, top5_acc: 0.9060, loss_cls: 0.9228, loss: 0.9228, grad_norm: 3.9109, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8187, loss/aux0: 0.8187 2020-10-21 04:47:50,399 - mmaction - INFO - Epoch [248][360/396] lr: 9.140e-04, eta: 1:36:11, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7628, top5_acc: 0.9060, loss_cls: 0.9228, loss: 0.9228, grad_norm: 3.9121, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8232, loss/aux0: 0.8232 2020-10-21 04:48:27,013 - mmaction - INFO - Epoch [248][380/396] lr: 9.140e-04, eta: 1:35:35, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9096, loss_cls: 0.8957, loss: 0.8957, grad_norm: 3.8908, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7947, loss/aux0: 0.7947 2020-10-21 04:48:27,972 - mmaction - INFO - Epoch [248][380/396] lr: 9.140e-04, eta: 1:35:35, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9096, loss_cls: 0.8957, loss: 0.8957, grad_norm: 3.8629, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7897, loss/aux0: 0.7897 2020-10-21 04:48:59,916 - mmaction - INFO - Saving checkpoint at 248 epochs 2020-10-21 04:50:49,019 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 04:50:49,139 - mmaction - INFO - top1_acc 0.7691 top5_acc 0.9314 2020-10-21 04:50:49,140 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 04:50:49,195 - mmaction - INFO - mean_acc 0.7695 2020-10-21 04:50:49,195 - mmaction - INFO - Now best checkpoint is epoch_248.pth 2020-10-21 04:50:49,201 - mmaction - INFO - Epoch(val) [248][396] top1_acc: 0.7691, top5_acc: 0.9314, mean_class_accuracy: 0.7695 2020-10-21 04:55:07,191 - mmaction - INFO - Epoch [249][20/396] lr: 7.223e-04, eta: 1:34:29, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9096, loss_cls: 0.9122, loss: 0.9122, grad_norm: 3.9057, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.8113, loss/aux0: 0.8113 2020-10-21 04:55:08,127 - mmaction - INFO - Epoch [249][20/396] lr: 7.223e-04, eta: 1:34:30, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9096, loss_cls: 0.9122, loss: 0.9122, grad_norm: 3.9089, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8071, loss/aux0: 0.8071 2020-10-21 04:55:44,574 - mmaction - INFO - Epoch [249][40/396] lr: 7.223e-04, eta: 1:33:53, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7633, top5_acc: 0.9076, loss_cls: 0.9266, loss: 0.9266, grad_norm: 3.7851, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7886, loss/aux0: 0.7886 2020-10-21 04:55:45,513 - mmaction - INFO - Epoch [249][40/396] lr: 7.223e-04, eta: 1:33:54, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7633, top5_acc: 0.9076, loss_cls: 0.9266, loss: 0.9266, grad_norm: 3.8031, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7989, loss/aux0: 0.7989 2020-10-21 04:56:21,920 - mmaction - INFO - Epoch [249][60/396] lr: 7.223e-04, eta: 1:33:17, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9099, loss_cls: 0.9135, loss: 0.9135, grad_norm: 3.8155, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7976, loss/aux0: 0.7976 2020-10-21 04:56:22,871 - mmaction - INFO - Epoch [249][60/396] lr: 7.223e-04, eta: 1:33:18, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9099, loss_cls: 0.9135, loss: 0.9135, grad_norm: 3.7770, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7863, loss/aux0: 0.7863 2020-10-21 04:56:59,411 - mmaction - INFO - Epoch [249][80/396] lr: 7.223e-04, eta: 1:32:41, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7810, top5_acc: 0.9141, loss_cls: 0.8906, loss: 0.8906, grad_norm: 3.7391, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7965, loss/aux0: 0.7965 2020-10-21 04:57:00,388 - mmaction - INFO - Epoch [249][80/396] lr: 7.223e-04, eta: 1:32:42, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7810, top5_acc: 0.9141, loss_cls: 0.8906, loss: 0.8906, grad_norm: 3.7089, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8027, loss/aux0: 0.8027 2020-10-21 04:57:36,778 - mmaction - INFO - Epoch [249][100/396] lr: 7.223e-04, eta: 1:32:05, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9117, loss_cls: 0.8826, loss: 0.8826, grad_norm: 3.7489, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7831, loss/aux0: 0.7831 2020-10-21 04:57:37,738 - mmaction - INFO - Epoch [249][100/396] lr: 7.223e-04, eta: 1:32:06, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9117, loss_cls: 0.8826, loss: 0.8826, grad_norm: 3.7652, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7817, loss/aux0: 0.7817 2020-10-21 04:58:14,475 - mmaction - INFO - Epoch [249][120/396] lr: 7.223e-04, eta: 1:31:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9115, loss_cls: 0.9217, loss: 0.9217, grad_norm: 3.8347, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7649, loss/aux0: 0.7649 2020-10-21 04:58:15,463 - mmaction - INFO - Epoch [249][120/396] lr: 7.223e-04, eta: 1:31:30, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.7625, top5_acc: 0.9115, loss_cls: 0.9217, loss: 0.9217, grad_norm: 3.8707, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7733, loss/aux0: 0.7733 2020-10-21 04:58:52,011 - mmaction - INFO - Epoch [249][140/396] lr: 7.223e-04, eta: 1:30:53, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9112, loss_cls: 0.8847, loss: 0.8847, grad_norm: 3.8459, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8219, loss/aux0: 0.8219 2020-10-21 04:58:52,935 - mmaction - INFO - Epoch [249][140/396] lr: 7.223e-04, eta: 1:30:54, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9112, loss_cls: 0.8847, loss: 0.8847, grad_norm: 3.8208, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8098, loss/aux0: 0.8098 2020-10-21 04:59:29,585 - mmaction - INFO - Epoch [249][160/396] lr: 7.223e-04, eta: 1:30:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9266, loss_cls: 0.8347, loss: 0.8347, grad_norm: 3.8149, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7289, loss/aux0: 0.7289 2020-10-21 04:59:30,550 - mmaction - INFO - Epoch [249][160/396] lr: 7.223e-04, eta: 1:30:18, time: 0.940, data_time: 0.004, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9266, loss_cls: 0.8347, loss: 0.8347, grad_norm: 3.7940, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7274, loss/aux0: 0.7274 2020-10-21 05:00:06,991 - mmaction - INFO - Epoch [249][180/396] lr: 7.223e-04, eta: 1:29:41, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9206, loss_cls: 0.8627, loss: 0.8627, grad_norm: 3.7603, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.7795, loss/aux0: 0.7795 2020-10-21 05:00:07,938 - mmaction - INFO - Epoch [249][180/396] lr: 7.223e-04, eta: 1:29:42, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9206, loss_cls: 0.8627, loss: 0.8627, grad_norm: 3.7780, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-21 05:00:44,484 - mmaction - INFO - Epoch [249][200/396] lr: 7.223e-04, eta: 1:29:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9159, loss_cls: 0.8709, loss: 0.8709, grad_norm: 3.7172, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7453, loss/aux0: 0.7453 2020-10-21 05:00:45,430 - mmaction - INFO - Epoch [249][200/396] lr: 7.223e-04, eta: 1:29:06, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7789, top5_acc: 0.9159, loss_cls: 0.8709, loss: 0.8709, grad_norm: 3.7107, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7395, loss/aux0: 0.7395 2020-10-21 05:01:21,999 - mmaction - INFO - Epoch [249][220/396] lr: 7.223e-04, eta: 1:28:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7810, top5_acc: 0.9146, loss_cls: 0.8875, loss: 0.8875, grad_norm: 3.8388, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8214, loss/aux0: 0.8214 2020-10-21 05:01:22,935 - mmaction - INFO - Epoch [249][220/396] lr: 7.223e-04, eta: 1:28:30, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7810, top5_acc: 0.9146, loss_cls: 0.8875, loss: 0.8875, grad_norm: 3.8453, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9247, loss_cls/aux0: 0.8245, loss/aux0: 0.8245 2020-10-21 05:01:59,373 - mmaction - INFO - Epoch [249][240/396] lr: 7.223e-04, eta: 1:27:53, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9216, loss_cls: 0.8461, loss: 0.8461, grad_norm: 3.6898, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7500, loss/aux0: 0.7500 2020-10-21 05:02:00,350 - mmaction - INFO - Epoch [249][240/396] lr: 7.223e-04, eta: 1:27:54, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9216, loss_cls: 0.8461, loss: 0.8461, grad_norm: 3.7151, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7659, loss/aux0: 0.7659 2020-10-21 05:02:36,816 - mmaction - INFO - Epoch [249][260/396] lr: 7.223e-04, eta: 1:27:17, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9198, loss_cls: 0.8679, loss: 0.8679, grad_norm: 3.7384, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7597, loss/aux0: 0.7597 2020-10-21 05:02:37,780 - mmaction - INFO - Epoch [249][260/396] lr: 7.223e-04, eta: 1:27:18, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9198, loss_cls: 0.8679, loss: 0.8679, grad_norm: 3.7480, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7528, loss/aux0: 0.7528 2020-10-21 05:03:14,397 - mmaction - INFO - Epoch [249][280/396] lr: 7.223e-04, eta: 1:26:41, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9122, loss_cls: 0.9067, loss: 0.9067, grad_norm: 3.8812, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7556, loss/aux0: 0.7556 2020-10-21 05:03:15,355 - mmaction - INFO - Epoch [249][280/396] lr: 7.223e-04, eta: 1:26:42, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7703, top5_acc: 0.9122, loss_cls: 0.9067, loss: 0.9067, grad_norm: 3.8732, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7546, loss/aux0: 0.7546 2020-10-21 05:03:52,016 - mmaction - INFO - Epoch [249][300/396] lr: 7.223e-04, eta: 1:26:05, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9107, loss_cls: 0.9027, loss: 0.9027, grad_norm: 3.8355, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7783, loss/aux0: 0.7783 2020-10-21 05:03:52,958 - mmaction - INFO - Epoch [249][300/396] lr: 7.223e-04, eta: 1:26:06, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7685, top5_acc: 0.9107, loss_cls: 0.9027, loss: 0.9027, grad_norm: 3.8373, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7711, loss/aux0: 0.7711 2020-10-21 05:04:29,541 - mmaction - INFO - Epoch [249][320/396] lr: 7.223e-04, eta: 1:25:29, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9094, loss_cls: 0.9161, loss: 0.9161, grad_norm: 3.7614, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7403, loss/aux0: 0.7403 2020-10-21 05:04:30,466 - mmaction - INFO - Epoch [249][320/396] lr: 7.223e-04, eta: 1:25:30, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7708, top5_acc: 0.9094, loss_cls: 0.9161, loss: 0.9161, grad_norm: 3.7793, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7494, loss/aux0: 0.7494 2020-10-21 05:05:07,070 - mmaction - INFO - Epoch [249][340/396] lr: 7.223e-04, eta: 1:24:53, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9180, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.7780, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7754, loss/aux0: 0.7754 2020-10-21 05:05:07,986 - mmaction - INFO - Epoch [249][340/396] lr: 7.223e-04, eta: 1:24:54, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9180, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.7776, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7805, loss/aux0: 0.7805 2020-10-21 05:05:44,572 - mmaction - INFO - Epoch [249][360/396] lr: 7.223e-04, eta: 1:24:18, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9156, loss_cls: 0.8896, loss: 0.8896, grad_norm: 3.7321, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7470, loss/aux0: 0.7470 2020-10-21 05:05:45,536 - mmaction - INFO - Epoch [249][360/396] lr: 7.223e-04, eta: 1:24:18, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7698, top5_acc: 0.9156, loss_cls: 0.8896, loss: 0.8896, grad_norm: 3.7839, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7468, loss/aux0: 0.7468 2020-10-21 05:06:22,179 - mmaction - INFO - Epoch [249][380/396] lr: 7.223e-04, eta: 1:23:42, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7818, top5_acc: 0.9151, loss_cls: 0.8614, loss: 0.8614, grad_norm: 3.6995, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7644, loss/aux0: 0.7644 2020-10-21 05:06:23,156 - mmaction - INFO - Epoch [249][380/396] lr: 7.223e-04, eta: 1:23:42, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7818, top5_acc: 0.9151, loss_cls: 0.8614, loss: 0.8614, grad_norm: 3.7317, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7564, loss/aux0: 0.7564 2020-10-21 05:11:19,851 - mmaction - INFO - Epoch [250][20/396] lr: 5.531e-04, eta: 1:22:36, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9148, loss_cls: 0.8706, loss: 0.8706, grad_norm: 3.8191, top1_acc/aux0: 0.7985, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7745, loss/aux0: 0.7745 2020-10-21 05:11:20,792 - mmaction - INFO - Epoch [250][20/396] lr: 5.531e-04, eta: 1:22:36, time: 0.927, data_time: 0.002, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9148, loss_cls: 0.8706, loss: 0.8706, grad_norm: 3.8325, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7731, loss/aux0: 0.7731 2020-10-21 05:11:57,172 - mmaction - INFO - Epoch [250][40/396] lr: 5.531e-04, eta: 1:22:00, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9190, loss_cls: 0.8820, loss: 0.8820, grad_norm: 3.8799, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7437, loss/aux0: 0.7437 2020-10-21 05:11:58,139 - mmaction - INFO - Epoch [250][40/396] lr: 5.531e-04, eta: 1:22:00, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9190, loss_cls: 0.8820, loss: 0.8820, grad_norm: 3.8589, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7472, loss/aux0: 0.7472 2020-10-21 05:12:34,555 - mmaction - INFO - Epoch [250][60/396] lr: 5.531e-04, eta: 1:21:24, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7852, top5_acc: 0.9214, loss_cls: 0.8574, loss: 0.8574, grad_norm: 3.8405, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7269, loss/aux0: 0.7269 2020-10-21 05:12:35,527 - mmaction - INFO - Epoch [250][60/396] lr: 5.531e-04, eta: 1:21:24, time: 0.932, data_time: 0.001, memory: 8466, top1_acc: 0.7852, top5_acc: 0.9214, loss_cls: 0.8574, loss: 0.8574, grad_norm: 3.8509, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7218, loss/aux0: 0.7218 2020-10-21 05:13:12,046 - mmaction - INFO - Epoch [250][80/396] lr: 5.531e-04, eta: 1:20:48, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9161, loss_cls: 0.8825, loss: 0.8825, grad_norm: 3.8192, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7489, loss/aux0: 0.7489 2020-10-21 05:13:12,988 - mmaction - INFO - Epoch [250][80/396] lr: 5.531e-04, eta: 1:20:48, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9161, loss_cls: 0.8825, loss: 0.8825, grad_norm: 3.8173, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7553, loss/aux0: 0.7553 2020-10-21 05:13:49,548 - mmaction - INFO - Epoch [250][100/396] lr: 5.531e-04, eta: 1:20:12, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9120, loss_cls: 0.8861, loss: 0.8861, grad_norm: 3.8644, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7724, loss/aux0: 0.7724 2020-10-21 05:13:50,516 - mmaction - INFO - Epoch [250][100/396] lr: 5.531e-04, eta: 1:20:12, time: 0.940, data_time: 0.005, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9120, loss_cls: 0.8861, loss: 0.8861, grad_norm: 3.8458, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7652, loss/aux0: 0.7652 2020-10-21 05:14:27,029 - mmaction - INFO - Epoch [250][120/396] lr: 5.531e-04, eta: 1:19:36, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9195, loss_cls: 0.8797, loss: 0.8797, grad_norm: 3.8531, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7575, loss/aux0: 0.7575 2020-10-21 05:14:27,981 - mmaction - INFO - Epoch [250][120/396] lr: 5.531e-04, eta: 1:19:36, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9195, loss_cls: 0.8797, loss: 0.8797, grad_norm: 3.8402, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7591, loss/aux0: 0.7591 2020-10-21 05:15:04,641 - mmaction - INFO - Epoch [250][140/396] lr: 5.531e-04, eta: 1:19:00, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9122, loss_cls: 0.8788, loss: 0.8788, grad_norm: 3.7927, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7818, loss/aux0: 0.7818 2020-10-21 05:15:05,612 - mmaction - INFO - Epoch [250][140/396] lr: 5.531e-04, eta: 1:19:01, time: 0.938, data_time: 0.003, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9122, loss_cls: 0.8788, loss: 0.8788, grad_norm: 3.7833, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7791, loss/aux0: 0.7791 2020-10-21 05:15:42,160 - mmaction - INFO - Epoch [250][160/396] lr: 5.531e-04, eta: 1:18:24, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7812, top5_acc: 0.9161, loss_cls: 0.8634, loss: 0.8634, grad_norm: 3.7792, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7469, loss/aux0: 0.7469 2020-10-21 05:15:43,099 - mmaction - INFO - Epoch [250][160/396] lr: 5.531e-04, eta: 1:18:25, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7812, top5_acc: 0.9161, loss_cls: 0.8634, loss: 0.8634, grad_norm: 3.8251, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7595, loss/aux0: 0.7595 2020-10-21 05:16:19,674 - mmaction - INFO - Epoch [250][180/396] lr: 5.531e-04, eta: 1:17:48, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9117, loss_cls: 0.8836, loss: 0.8836, grad_norm: 3.8071, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7639, loss/aux0: 0.7639 2020-10-21 05:16:20,647 - mmaction - INFO - Epoch [250][180/396] lr: 5.531e-04, eta: 1:17:49, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7862, top5_acc: 0.9117, loss_cls: 0.8836, loss: 0.8836, grad_norm: 3.7856, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7533, loss/aux0: 0.7533 2020-10-21 05:16:57,319 - mmaction - INFO - Epoch [250][200/396] lr: 5.531e-04, eta: 1:17:12, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9135, loss_cls: 0.9189, loss: 0.9189, grad_norm: 3.8121, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7980, loss/aux0: 0.7980 2020-10-21 05:16:58,274 - mmaction - INFO - Epoch [250][200/396] lr: 5.531e-04, eta: 1:17:13, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9135, loss_cls: 0.9189, loss: 0.9189, grad_norm: 3.7774, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7987, loss/aux0: 0.7987 2020-10-21 05:17:34,958 - mmaction - INFO - Epoch [250][220/396] lr: 5.531e-04, eta: 1:16:36, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9133, loss_cls: 0.8911, loss: 0.8911, grad_norm: 3.8072, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7612, loss/aux0: 0.7612 2020-10-21 05:17:35,913 - mmaction - INFO - Epoch [250][220/396] lr: 5.531e-04, eta: 1:16:37, time: 0.946, data_time: 0.001, memory: 8466, top1_acc: 0.7773, top5_acc: 0.9133, loss_cls: 0.8911, loss: 0.8911, grad_norm: 3.7989, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7645, loss/aux0: 0.7645 2020-10-21 05:18:12,536 - mmaction - INFO - Epoch [250][240/396] lr: 5.531e-04, eta: 1:16:00, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9135, loss_cls: 0.8765, loss: 0.8765, grad_norm: 3.8448, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8034, loss/aux0: 0.8034 2020-10-21 05:18:13,503 - mmaction - INFO - Epoch [250][240/396] lr: 5.531e-04, eta: 1:16:01, time: 0.939, data_time: 0.004, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9135, loss_cls: 0.8765, loss: 0.8765, grad_norm: 3.8460, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.8019, loss/aux0: 0.8019 2020-10-21 05:18:49,964 - mmaction - INFO - Epoch [250][260/396] lr: 5.531e-04, eta: 1:15:24, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9135, loss_cls: 0.8978, loss: 0.8978, grad_norm: 3.8614, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7603, loss/aux0: 0.7603 2020-10-21 05:18:50,886 - mmaction - INFO - Epoch [250][260/396] lr: 5.531e-04, eta: 1:15:25, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7661, top5_acc: 0.9135, loss_cls: 0.8978, loss: 0.8978, grad_norm: 3.8745, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7636, loss/aux0: 0.7636 2020-10-21 05:19:27,375 - mmaction - INFO - Epoch [250][280/396] lr: 5.531e-04, eta: 1:14:48, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9177, loss_cls: 0.8491, loss: 0.8491, grad_norm: 3.8013, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7952, loss/aux0: 0.7952 2020-10-21 05:19:28,318 - mmaction - INFO - Epoch [250][280/396] lr: 5.531e-04, eta: 1:14:49, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9177, loss_cls: 0.8491, loss: 0.8491, grad_norm: 3.8215, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7867, loss/aux0: 0.7867 2020-10-21 05:20:04,944 - mmaction - INFO - Epoch [250][300/396] lr: 5.531e-04, eta: 1:14:12, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7607, top5_acc: 0.9021, loss_cls: 0.9493, loss: 0.9493, grad_norm: 3.6644, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7712, loss/aux0: 0.7712 2020-10-21 05:20:05,870 - mmaction - INFO - Epoch [250][300/396] lr: 5.531e-04, eta: 1:14:13, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7607, top5_acc: 0.9021, loss_cls: 0.9493, loss: 0.9493, grad_norm: 3.6994, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7771, loss/aux0: 0.7771 2020-10-21 05:20:42,465 - mmaction - INFO - Epoch [250][320/396] lr: 5.531e-04, eta: 1:13:36, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9159, loss_cls: 0.8947, loss: 0.8947, grad_norm: 3.7487, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-21 05:20:43,411 - mmaction - INFO - Epoch [250][320/396] lr: 5.531e-04, eta: 1:13:37, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7714, top5_acc: 0.9159, loss_cls: 0.8947, loss: 0.8947, grad_norm: 3.7420, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7636, loss/aux0: 0.7636 2020-10-21 05:21:20,138 - mmaction - INFO - Epoch [250][340/396] lr: 5.531e-04, eta: 1:13:00, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7909, top5_acc: 0.9195, loss_cls: 0.8304, loss: 0.8304, grad_norm: 3.6736, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7523, loss/aux0: 0.7523 2020-10-21 05:21:21,117 - mmaction - INFO - Epoch [250][340/396] lr: 5.531e-04, eta: 1:13:01, time: 0.947, data_time: 0.001, memory: 8466, top1_acc: 0.7909, top5_acc: 0.9195, loss_cls: 0.8304, loss: 0.8304, grad_norm: 3.6758, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7462, loss/aux0: 0.7462 2020-10-21 05:21:57,621 - mmaction - INFO - Epoch [250][360/396] lr: 5.531e-04, eta: 1:12:24, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9164, loss_cls: 0.8971, loss: 0.8971, grad_norm: 3.7858, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7392, loss/aux0: 0.7392 2020-10-21 05:21:58,589 - mmaction - INFO - Epoch [250][360/396] lr: 5.531e-04, eta: 1:12:25, time: 0.937, data_time: 0.004, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9164, loss_cls: 0.8971, loss: 0.8971, grad_norm: 3.7956, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7439, loss/aux0: 0.7439 2020-10-21 05:22:35,209 - mmaction - INFO - Epoch [250][380/396] lr: 5.531e-04, eta: 1:11:48, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7812, top5_acc: 0.9104, loss_cls: 0.8778, loss: 0.8778, grad_norm: 3.8118, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7899, loss/aux0: 0.7899 2020-10-21 05:22:36,176 - mmaction - INFO - Epoch [250][380/396] lr: 5.531e-04, eta: 1:11:49, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7812, top5_acc: 0.9104, loss_cls: 0.8778, loss: 0.8778, grad_norm: 3.8003, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7843, loss/aux0: 0.7843 2020-10-21 05:28:15,481 - mmaction - INFO - Epoch [251][20/396] lr: 4.064e-04, eta: 1:10:43, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9161, loss_cls: 0.8478, loss: 0.8478, grad_norm: 3.7455, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7619, loss/aux0: 0.7619 2020-10-21 05:28:16,444 - mmaction - INFO - Epoch [251][20/396] lr: 4.064e-04, eta: 1:10:43, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9161, loss_cls: 0.8478, loss: 0.8478, grad_norm: 3.8070, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7815, loss/aux0: 0.7815 2020-10-21 05:28:52,847 - mmaction - INFO - Epoch [251][40/396] lr: 4.064e-04, eta: 1:10:07, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9169, loss_cls: 0.8683, loss: 0.8683, grad_norm: 3.7947, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7786, loss/aux0: 0.7786 2020-10-21 05:28:53,798 - mmaction - INFO - Epoch [251][40/396] lr: 4.064e-04, eta: 1:10:07, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9169, loss_cls: 0.8683, loss: 0.8683, grad_norm: 3.7976, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7618, loss/aux0: 0.7618 2020-10-21 05:29:30,545 - mmaction - INFO - Epoch [251][60/396] lr: 4.064e-04, eta: 1:09:31, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9201, loss_cls: 0.8488, loss: 0.8488, grad_norm: 3.8263, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7808, loss/aux0: 0.7808 2020-10-21 05:29:31,525 - mmaction - INFO - Epoch [251][60/396] lr: 4.064e-04, eta: 1:09:31, time: 0.944, data_time: 0.002, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9201, loss_cls: 0.8488, loss: 0.8488, grad_norm: 3.7969, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7701, loss/aux0: 0.7701 2020-10-21 05:30:08,097 - mmaction - INFO - Epoch [251][80/396] lr: 4.064e-04, eta: 1:08:55, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7706, top5_acc: 0.9146, loss_cls: 0.8984, loss: 0.8984, grad_norm: 3.8351, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7896, loss/aux0: 0.7896 2020-10-21 05:30:09,042 - mmaction - INFO - Epoch [251][80/396] lr: 4.064e-04, eta: 1:08:55, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7706, top5_acc: 0.9146, loss_cls: 0.8984, loss: 0.8984, grad_norm: 3.8295, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7944, loss/aux0: 0.7944 2020-10-21 05:30:45,444 - mmaction - INFO - Epoch [251][100/396] lr: 4.064e-04, eta: 1:08:19, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7818, top5_acc: 0.9214, loss_cls: 0.8417, loss: 0.8417, grad_norm: 3.8309, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8002, loss/aux0: 0.8002 2020-10-21 05:30:46,405 - mmaction - INFO - Epoch [251][100/396] lr: 4.064e-04, eta: 1:08:19, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7818, top5_acc: 0.9214, loss_cls: 0.8417, loss: 0.8417, grad_norm: 3.8280, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8075, loss/aux0: 0.8075 2020-10-21 05:31:22,951 - mmaction - INFO - Epoch [251][120/396] lr: 4.064e-04, eta: 1:07:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9135, loss_cls: 0.8812, loss: 0.8812, grad_norm: 3.8363, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8003, loss/aux0: 0.8003 2020-10-21 05:31:23,891 - mmaction - INFO - Epoch [251][120/396] lr: 4.064e-04, eta: 1:07:43, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9135, loss_cls: 0.8812, loss: 0.8812, grad_norm: 3.8608, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7927, loss/aux0: 0.7927 2020-10-21 05:32:00,413 - mmaction - INFO - Epoch [251][140/396] lr: 4.064e-04, eta: 1:07:07, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9102, loss_cls: 0.9097, loss: 0.9097, grad_norm: 3.9667, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7963, loss/aux0: 0.7963 2020-10-21 05:32:01,429 - mmaction - INFO - Epoch [251][140/396] lr: 4.064e-04, eta: 1:07:07, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7719, top5_acc: 0.9102, loss_cls: 0.9097, loss: 0.9097, grad_norm: 3.9721, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7974, loss/aux0: 0.7974 2020-10-21 05:32:37,981 - mmaction - INFO - Epoch [251][160/396] lr: 4.064e-04, eta: 1:06:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9224, loss_cls: 0.8532, loss: 0.8532, grad_norm: 3.8524, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7878, loss/aux0: 0.7878 2020-10-21 05:32:38,936 - mmaction - INFO - Epoch [251][160/396] lr: 4.064e-04, eta: 1:06:31, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9224, loss_cls: 0.8532, loss: 0.8532, grad_norm: 3.8576, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7990, loss/aux0: 0.7990 2020-10-21 05:33:15,548 - mmaction - INFO - Epoch [251][180/396] lr: 4.064e-04, eta: 1:05:55, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9203, loss_cls: 0.8444, loss: 0.8444, grad_norm: 3.7458, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7637, loss/aux0: 0.7637 2020-10-21 05:33:16,510 - mmaction - INFO - Epoch [251][180/396] lr: 4.064e-04, eta: 1:05:55, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9203, loss_cls: 0.8444, loss: 0.8444, grad_norm: 3.7589, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7598, loss/aux0: 0.7598 2020-10-21 05:33:53,068 - mmaction - INFO - Epoch [251][200/396] lr: 4.064e-04, eta: 1:05:19, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9253, loss_cls: 0.8410, loss: 0.8410, grad_norm: 3.8102, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7653, loss/aux0: 0.7653 2020-10-21 05:33:54,004 - mmaction - INFO - Epoch [251][200/396] lr: 4.064e-04, eta: 1:05:19, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9253, loss_cls: 0.8410, loss: 0.8410, grad_norm: 3.8216, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7659, loss/aux0: 0.7659 2020-10-21 05:34:30,534 - mmaction - INFO - Epoch [251][220/396] lr: 4.064e-04, eta: 1:04:43, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9211, loss_cls: 0.8688, loss: 0.8688, grad_norm: 3.6977, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7551, loss/aux0: 0.7551 2020-10-21 05:34:31,467 - mmaction - INFO - Epoch [251][220/396] lr: 4.064e-04, eta: 1:04:43, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9211, loss_cls: 0.8688, loss: 0.8688, grad_norm: 3.7206, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7515, loss/aux0: 0.7515 2020-10-21 05:35:08,036 - mmaction - INFO - Epoch [251][240/396] lr: 4.064e-04, eta: 1:04:07, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9089, loss_cls: 0.9186, loss: 0.9186, grad_norm: 3.8849, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7366, loss/aux0: 0.7366 2020-10-21 05:35:09,016 - mmaction - INFO - Epoch [251][240/396] lr: 4.064e-04, eta: 1:04:07, time: 0.938, data_time: 0.004, memory: 8466, top1_acc: 0.7711, top5_acc: 0.9089, loss_cls: 0.9186, loss: 0.9186, grad_norm: 3.9546, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7381, loss/aux0: 0.7381 2020-10-21 05:35:45,511 - mmaction - INFO - Epoch [251][260/396] lr: 4.064e-04, eta: 1:03:31, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9130, loss_cls: 0.8825, loss: 0.8825, grad_norm: 3.7397, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7263, loss/aux0: 0.7263 2020-10-21 05:35:46,509 - mmaction - INFO - Epoch [251][260/396] lr: 4.064e-04, eta: 1:03:31, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7734, top5_acc: 0.9130, loss_cls: 0.8825, loss: 0.8825, grad_norm: 3.7351, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7190, loss/aux0: 0.7190 2020-10-21 05:36:22,923 - mmaction - INFO - Epoch [251][280/396] lr: 4.064e-04, eta: 1:02:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7896, top5_acc: 0.9182, loss_cls: 0.8615, loss: 0.8615, grad_norm: 3.8145, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7594, loss/aux0: 0.7594 2020-10-21 05:36:23,864 - mmaction - INFO - Epoch [251][280/396] lr: 4.064e-04, eta: 1:02:55, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7896, top5_acc: 0.9182, loss_cls: 0.8615, loss: 0.8615, grad_norm: 3.8214, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7671, loss/aux0: 0.7671 2020-10-21 05:37:00,342 - mmaction - INFO - Epoch [251][300/396] lr: 4.064e-04, eta: 1:02:19, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9115, loss_cls: 0.8871, loss: 0.8871, grad_norm: 3.8809, top1_acc/aux0: 0.7904, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8055, loss/aux0: 0.8055 2020-10-21 05:37:01,322 - mmaction - INFO - Epoch [251][300/396] lr: 4.064e-04, eta: 1:02:19, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7737, top5_acc: 0.9115, loss_cls: 0.8871, loss: 0.8871, grad_norm: 3.8623, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-21 05:37:38,129 - mmaction - INFO - Epoch [251][320/396] lr: 4.064e-04, eta: 1:01:43, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7898, top5_acc: 0.9172, loss_cls: 0.8351, loss: 0.8351, grad_norm: 3.8157, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8220, loss/aux0: 0.8220 2020-10-21 05:37:39,062 - mmaction - INFO - Epoch [251][320/396] lr: 4.064e-04, eta: 1:01:43, time: 0.946, data_time: 0.002, memory: 8466, top1_acc: 0.7898, top5_acc: 0.9172, loss_cls: 0.8351, loss: 0.8351, grad_norm: 3.8289, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9232, loss_cls/aux0: 0.8307, loss/aux0: 0.8307 2020-10-21 05:38:15,620 - mmaction - INFO - Epoch [251][340/396] lr: 4.064e-04, eta: 1:01:07, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7919, top5_acc: 0.9234, loss_cls: 0.8181, loss: 0.8181, grad_norm: 3.7342, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9294, loss_cls/aux0: 0.7601, loss/aux0: 0.7601 2020-10-21 05:38:16,579 - mmaction - INFO - Epoch [251][340/396] lr: 4.064e-04, eta: 1:01:07, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7919, top5_acc: 0.9234, loss_cls: 0.8181, loss: 0.8181, grad_norm: 3.7738, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7610, loss/aux0: 0.7610 2020-10-21 05:38:53,177 - mmaction - INFO - Epoch [251][360/396] lr: 4.064e-04, eta: 1:00:31, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9107, loss_cls: 0.8828, loss: 0.8828, grad_norm: 3.7222, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7325, loss/aux0: 0.7325 2020-10-21 05:38:54,132 - mmaction - INFO - Epoch [251][360/396] lr: 4.064e-04, eta: 1:00:31, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9107, loss_cls: 0.8828, loss: 0.8828, grad_norm: 3.7057, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7168, loss/aux0: 0.7168 2020-10-21 05:39:30,691 - mmaction - INFO - Epoch [251][380/396] lr: 4.064e-04, eta: 0:59:55, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9208, loss_cls: 0.8475, loss: 0.8475, grad_norm: 3.6762, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7651, loss/aux0: 0.7651 2020-10-21 05:39:31,667 - mmaction - INFO - Epoch [251][380/396] lr: 4.064e-04, eta: 0:59:55, time: 0.937, data_time: 0.003, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9208, loss_cls: 0.8475, loss: 0.8475, grad_norm: 3.6924, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7723, loss/aux0: 0.7723 2020-10-21 05:45:47,751 - mmaction - INFO - Epoch [252][20/396] lr: 2.823e-04, eta: 0:58:49, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9146, loss_cls: 0.8652, loss: 0.8652, grad_norm: 3.7545, top1_acc/aux0: 0.7933, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7873, loss/aux0: 0.7873 2020-10-21 05:45:48,710 - mmaction - INFO - Epoch [252][20/396] lr: 2.823e-04, eta: 0:58:50, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9146, loss_cls: 0.8652, loss: 0.8652, grad_norm: 3.7903, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7960, loss/aux0: 0.7960 2020-10-21 05:46:25,247 - mmaction - INFO - Epoch [252][40/396] lr: 2.823e-04, eta: 0:58:13, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9229, loss_cls: 0.8413, loss: 0.8413, grad_norm: 3.7734, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7966, loss/aux0: 0.7966 2020-10-21 05:46:26,249 - mmaction - INFO - Epoch [252][40/396] lr: 2.823e-04, eta: 0:58:14, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9229, loss_cls: 0.8413, loss: 0.8413, grad_norm: 3.7730, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7812, loss/aux0: 0.7812 2020-10-21 05:47:02,755 - mmaction - INFO - Epoch [252][60/396] lr: 2.823e-04, eta: 0:57:37, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9133, loss_cls: 0.8870, loss: 0.8870, grad_norm: 3.7745, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7476, loss/aux0: 0.7476 2020-10-21 05:47:03,716 - mmaction - INFO - Epoch [252][60/396] lr: 2.823e-04, eta: 0:57:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7753, top5_acc: 0.9133, loss_cls: 0.8870, loss: 0.8870, grad_norm: 3.7990, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7577, loss/aux0: 0.7577 2020-10-21 05:47:40,408 - mmaction - INFO - Epoch [252][80/396] lr: 2.823e-04, eta: 0:57:02, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9117, loss_cls: 0.9011, loss: 0.9011, grad_norm: 3.7999, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7637, loss/aux0: 0.7637 2020-10-21 05:47:41,355 - mmaction - INFO - Epoch [252][80/396] lr: 2.823e-04, eta: 0:57:02, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7732, top5_acc: 0.9117, loss_cls: 0.9011, loss: 0.9011, grad_norm: 3.8294, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7618, loss/aux0: 0.7618 2020-10-21 05:48:17,852 - mmaction - INFO - Epoch [252][100/396] lr: 2.823e-04, eta: 0:56:26, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9180, loss_cls: 0.8790, loss: 0.8790, grad_norm: 3.7949, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7815, loss/aux0: 0.7815 2020-10-21 05:48:18,822 - mmaction - INFO - Epoch [252][100/396] lr: 2.823e-04, eta: 0:56:26, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9180, loss_cls: 0.8790, loss: 0.8790, grad_norm: 3.7741, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7711, loss/aux0: 0.7711 2020-10-21 05:48:55,430 - mmaction - INFO - Epoch [252][120/396] lr: 2.823e-04, eta: 0:55:50, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9167, loss_cls: 0.8825, loss: 0.8825, grad_norm: 3.8620, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7360, loss/aux0: 0.7360 2020-10-21 05:48:56,395 - mmaction - INFO - Epoch [252][120/396] lr: 2.823e-04, eta: 0:55:50, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9167, loss_cls: 0.8825, loss: 0.8825, grad_norm: 3.8160, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7468, loss/aux0: 0.7468 2020-10-21 05:49:32,907 - mmaction - INFO - Epoch [252][140/396] lr: 2.823e-04, eta: 0:55:14, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9151, loss_cls: 0.8732, loss: 0.8732, grad_norm: 3.8757, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7845, loss/aux0: 0.7845 2020-10-21 05:49:33,887 - mmaction - INFO - Epoch [252][140/396] lr: 2.823e-04, eta: 0:55:14, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9151, loss_cls: 0.8732, loss: 0.8732, grad_norm: 3.8765, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7860, loss/aux0: 0.7860 2020-10-21 05:50:10,549 - mmaction - INFO - Epoch [252][160/396] lr: 2.823e-04, eta: 0:54:38, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9182, loss_cls: 0.8345, loss: 0.8345, grad_norm: 3.7088, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7421, loss/aux0: 0.7421 2020-10-21 05:50:11,478 - mmaction - INFO - Epoch [252][160/396] lr: 2.823e-04, eta: 0:54:38, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9182, loss_cls: 0.8345, loss: 0.8345, grad_norm: 3.7405, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7384, loss/aux0: 0.7384 2020-10-21 05:50:48,158 - mmaction - INFO - Epoch [252][180/396] lr: 2.823e-04, eta: 0:54:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9182, loss_cls: 0.8540, loss: 0.8540, grad_norm: 3.8676, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.7943, loss/aux0: 0.7943 2020-10-21 05:50:49,122 - mmaction - INFO - Epoch [252][180/396] lr: 2.823e-04, eta: 0:54:02, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9182, loss_cls: 0.8540, loss: 0.8540, grad_norm: 3.8922, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7928, loss/aux0: 0.7928 2020-10-21 05:51:25,663 - mmaction - INFO - Epoch [252][200/396] lr: 2.823e-04, eta: 0:53:26, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9130, loss_cls: 0.8914, loss: 0.8914, grad_norm: 3.8470, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7696, loss/aux0: 0.7696 2020-10-21 05:51:26,601 - mmaction - INFO - Epoch [252][200/396] lr: 2.823e-04, eta: 0:53:26, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9130, loss_cls: 0.8914, loss: 0.8914, grad_norm: 3.8468, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7629, loss/aux0: 0.7629 2020-10-21 05:52:03,200 - mmaction - INFO - Epoch [252][220/396] lr: 2.823e-04, eta: 0:52:50, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7867, top5_acc: 0.9174, loss_cls: 0.8643, loss: 0.8643, grad_norm: 3.8212, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7788, loss/aux0: 0.7788 2020-10-21 05:52:04,156 - mmaction - INFO - Epoch [252][220/396] lr: 2.823e-04, eta: 0:52:50, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7867, top5_acc: 0.9174, loss_cls: 0.8643, loss: 0.8643, grad_norm: 3.7842, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7861, loss/aux0: 0.7861 2020-10-21 05:52:40,780 - mmaction - INFO - Epoch [252][240/396] lr: 2.823e-04, eta: 0:52:14, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9141, loss_cls: 0.8787, loss: 0.8787, grad_norm: 3.8076, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7390, loss/aux0: 0.7390 2020-10-21 05:52:41,756 - mmaction - INFO - Epoch [252][240/396] lr: 2.823e-04, eta: 0:52:14, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9141, loss_cls: 0.8787, loss: 0.8787, grad_norm: 3.8038, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7380, loss/aux0: 0.7380 2020-10-21 05:53:18,418 - mmaction - INFO - Epoch [252][260/396] lr: 2.823e-04, eta: 0:51:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9234, loss_cls: 0.8311, loss: 0.8311, grad_norm: 3.7795, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7449, loss/aux0: 0.7449 2020-10-21 05:53:19,391 - mmaction - INFO - Epoch [252][260/396] lr: 2.823e-04, eta: 0:51:38, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9234, loss_cls: 0.8311, loss: 0.8311, grad_norm: 3.7351, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7401, loss/aux0: 0.7401 2020-10-21 05:53:55,897 - mmaction - INFO - Epoch [252][280/396] lr: 2.823e-04, eta: 0:51:02, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9182, loss_cls: 0.8645, loss: 0.8645, grad_norm: 3.7106, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7134, loss/aux0: 0.7134 2020-10-21 05:53:56,869 - mmaction - INFO - Epoch [252][280/396] lr: 2.823e-04, eta: 0:51:02, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9182, loss_cls: 0.8645, loss: 0.8645, grad_norm: 3.6778, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7133, loss/aux0: 0.7133 2020-10-21 05:54:33,448 - mmaction - INFO - Epoch [252][300/396] lr: 2.823e-04, eta: 0:50:26, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9148, loss_cls: 0.8800, loss: 0.8800, grad_norm: 3.8416, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7485, loss/aux0: 0.7485 2020-10-21 05:54:34,416 - mmaction - INFO - Epoch [252][300/396] lr: 2.823e-04, eta: 0:50:26, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9148, loss_cls: 0.8800, loss: 0.8800, grad_norm: 3.8246, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7572, loss/aux0: 0.7572 2020-10-21 05:55:10,848 - mmaction - INFO - Epoch [252][320/396] lr: 2.823e-04, eta: 0:49:50, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7742, top5_acc: 0.9120, loss_cls: 0.8941, loss: 0.8941, grad_norm: 3.8493, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7658, loss/aux0: 0.7658 2020-10-21 05:55:11,761 - mmaction - INFO - Epoch [252][320/396] lr: 2.823e-04, eta: 0:49:50, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7742, top5_acc: 0.9120, loss_cls: 0.8941, loss: 0.8941, grad_norm: 3.8251, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7625, loss/aux0: 0.7625 2020-10-21 05:55:48,611 - mmaction - INFO - Epoch [252][340/396] lr: 2.823e-04, eta: 0:49:14, time: 0.949, data_time: 0.000, memory: 8466, top1_acc: 0.7810, top5_acc: 0.9167, loss_cls: 0.8584, loss: 0.8584, grad_norm: 3.8810, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.8032, loss/aux0: 0.8032 2020-10-21 05:55:49,560 - mmaction - INFO - Epoch [252][340/396] lr: 2.823e-04, eta: 0:49:14, time: 0.949, data_time: 0.002, memory: 8466, top1_acc: 0.7810, top5_acc: 0.9167, loss_cls: 0.8584, loss: 0.8584, grad_norm: 3.8666, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.8009, loss/aux0: 0.8009 2020-10-21 05:56:26,162 - mmaction - INFO - Epoch [252][360/396] lr: 2.823e-04, eta: 0:48:38, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9120, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.8781, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7922, loss/aux0: 0.7922 2020-10-21 05:56:27,126 - mmaction - INFO - Epoch [252][360/396] lr: 2.823e-04, eta: 0:48:38, time: 0.941, data_time: 0.003, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9120, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.8733, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.8032, loss/aux0: 0.8032 2020-10-21 05:57:03,730 - mmaction - INFO - Epoch [252][380/396] lr: 2.823e-04, eta: 0:48:02, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7836, top5_acc: 0.9187, loss_cls: 0.8663, loss: 0.8663, grad_norm: 3.6719, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7529, loss/aux0: 0.7529 2020-10-21 05:57:04,650 - mmaction - INFO - Epoch [252][380/396] lr: 2.823e-04, eta: 0:48:02, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7836, top5_acc: 0.9187, loss_cls: 0.8663, loss: 0.8663, grad_norm: 3.6863, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7548, loss/aux0: 0.7548 2020-10-21 06:03:13,026 - mmaction - INFO - Epoch [253][20/396] lr: 1.807e-04, eta: 0:46:56, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7893, top5_acc: 0.9206, loss_cls: 0.8333, loss: 0.8333, grad_norm: 3.6912, top1_acc/aux0: 0.8040, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7744, loss/aux0: 0.7744 2020-10-21 06:03:14,102 - mmaction - INFO - Epoch [253][20/396] lr: 1.807e-04, eta: 0:46:57, time: 0.941, data_time: 0.009, memory: 8466, top1_acc: 0.7893, top5_acc: 0.9206, loss_cls: 0.8333, loss: 0.8333, grad_norm: 3.7132, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7785, loss/aux0: 0.7785 2020-10-21 06:03:50,632 - mmaction - INFO - Epoch [253][40/396] lr: 1.807e-04, eta: 0:46:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9167, loss_cls: 0.8712, loss: 0.8712, grad_norm: 3.8083, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7629, loss/aux0: 0.7629 2020-10-21 06:03:51,562 - mmaction - INFO - Epoch [253][40/396] lr: 1.807e-04, eta: 0:46:21, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9167, loss_cls: 0.8712, loss: 0.8712, grad_norm: 3.8138, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7614, loss/aux0: 0.7614 2020-10-21 06:04:28,291 - mmaction - INFO - Epoch [253][60/396] lr: 1.807e-04, eta: 0:45:44, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9146, loss_cls: 0.8926, loss: 0.8926, grad_norm: 3.9050, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7559, loss/aux0: 0.7559 2020-10-21 06:04:29,261 - mmaction - INFO - Epoch [253][60/396] lr: 1.807e-04, eta: 0:45:45, time: 0.945, data_time: 0.001, memory: 8466, top1_acc: 0.7740, top5_acc: 0.9146, loss_cls: 0.8926, loss: 0.8926, grad_norm: 3.8939, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7514, loss/aux0: 0.7514 2020-10-21 06:05:05,760 - mmaction - INFO - Epoch [253][80/396] lr: 1.807e-04, eta: 0:45:08, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9221, loss_cls: 0.8594, loss: 0.8594, grad_norm: 3.8570, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7700, loss/aux0: 0.7700 2020-10-21 06:05:06,721 - mmaction - INFO - Epoch [253][80/396] lr: 1.807e-04, eta: 0:45:09, time: 0.934, data_time: 0.001, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9221, loss_cls: 0.8594, loss: 0.8594, grad_norm: 3.8949, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7767, loss/aux0: 0.7767 2020-10-21 06:05:43,117 - mmaction - INFO - Epoch [253][100/396] lr: 1.807e-04, eta: 0:44:32, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9227, loss_cls: 0.8377, loss: 0.8377, grad_norm: 3.9334, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7656, loss/aux0: 0.7656 2020-10-21 06:05:44,085 - mmaction - INFO - Epoch [253][100/396] lr: 1.807e-04, eta: 0:44:33, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9227, loss_cls: 0.8377, loss: 0.8377, grad_norm: 3.9659, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7647, loss/aux0: 0.7647 2020-10-21 06:06:20,812 - mmaction - INFO - Epoch [253][120/396] lr: 1.807e-04, eta: 0:43:56, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9185, loss_cls: 0.8653, loss: 0.8653, grad_norm: 3.8808, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7846, loss/aux0: 0.7846 2020-10-21 06:06:21,775 - mmaction - INFO - Epoch [253][120/396] lr: 1.807e-04, eta: 0:43:57, time: 0.948, data_time: 0.003, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9185, loss_cls: 0.8653, loss: 0.8653, grad_norm: 3.8506, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7770, loss/aux0: 0.7770 2020-10-21 06:06:58,241 - mmaction - INFO - Epoch [253][140/396] lr: 1.807e-04, eta: 0:43:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9133, loss_cls: 0.8776, loss: 0.8776, grad_norm: 3.8872, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7955, loss/aux0: 0.7955 2020-10-21 06:06:59,248 - mmaction - INFO - Epoch [253][140/396] lr: 1.807e-04, eta: 0:43:21, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9133, loss_cls: 0.8776, loss: 0.8776, grad_norm: 3.8749, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.7946, loss/aux0: 0.7946 2020-10-21 06:07:35,744 - mmaction - INFO - Epoch [253][160/396] lr: 1.807e-04, eta: 0:42:44, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9185, loss_cls: 0.8949, loss: 0.8949, grad_norm: 3.9681, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7711, loss/aux0: 0.7711 2020-10-21 06:07:36,686 - mmaction - INFO - Epoch [253][160/396] lr: 1.807e-04, eta: 0:42:45, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7672, top5_acc: 0.9185, loss_cls: 0.8949, loss: 0.8949, grad_norm: 3.9999, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7728, loss/aux0: 0.7728 2020-10-21 06:08:13,186 - mmaction - INFO - Epoch [253][180/396] lr: 1.807e-04, eta: 0:42:08, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9167, loss_cls: 0.8631, loss: 0.8631, grad_norm: 3.8814, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7544, loss/aux0: 0.7544 2020-10-21 06:08:14,117 - mmaction - INFO - Epoch [253][180/396] lr: 1.807e-04, eta: 0:42:09, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9167, loss_cls: 0.8631, loss: 0.8631, grad_norm: 3.8767, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7515, loss/aux0: 0.7515 2020-10-21 06:08:50,673 - mmaction - INFO - Epoch [253][200/396] lr: 1.807e-04, eta: 0:41:32, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9094, loss_cls: 0.8881, loss: 0.8881, grad_norm: 3.6823, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7592, loss/aux0: 0.7592 2020-10-21 06:08:51,632 - mmaction - INFO - Epoch [253][200/396] lr: 1.807e-04, eta: 0:41:33, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7680, top5_acc: 0.9094, loss_cls: 0.8881, loss: 0.8881, grad_norm: 3.7142, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7716, loss/aux0: 0.7716 2020-10-21 06:09:28,743 - mmaction - INFO - Epoch [253][220/396] lr: 1.807e-04, eta: 0:40:56, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9211, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.6874, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7473, loss/aux0: 0.7473 2020-10-21 06:09:29,767 - mmaction - INFO - Epoch [253][220/396] lr: 1.807e-04, eta: 0:40:57, time: 0.955, data_time: 0.006, memory: 8466, top1_acc: 0.7802, top5_acc: 0.9211, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.6758, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7450, loss/aux0: 0.7450 2020-10-21 06:10:06,627 - mmaction - INFO - Epoch [253][240/396] lr: 1.807e-04, eta: 0:40:20, time: 0.952, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9169, loss_cls: 0.8488, loss: 0.8488, grad_norm: 3.7633, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7797, loss/aux0: 0.7797 2020-10-21 06:10:07,570 - mmaction - INFO - Epoch [253][240/396] lr: 1.807e-04, eta: 0:40:21, time: 0.953, data_time: 0.002, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9169, loss_cls: 0.8488, loss: 0.8488, grad_norm: 3.7967, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7819, loss/aux0: 0.7819 2020-10-21 06:10:44,190 - mmaction - INFO - Epoch [253][260/396] lr: 1.807e-04, eta: 0:39:44, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9133, loss_cls: 0.8861, loss: 0.8861, grad_norm: 3.8983, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7528, loss/aux0: 0.7528 2020-10-21 06:10:45,145 - mmaction - INFO - Epoch [253][260/396] lr: 1.807e-04, eta: 0:39:45, time: 0.934, data_time: 0.002, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9133, loss_cls: 0.8861, loss: 0.8861, grad_norm: 3.9048, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7368, loss/aux0: 0.7368 2020-10-21 06:11:22,399 - mmaction - INFO - Epoch [253][280/396] lr: 1.807e-04, eta: 0:39:08, time: 0.964, data_time: 0.000, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9161, loss_cls: 0.8992, loss: 0.8992, grad_norm: 3.9425, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7642, loss/aux0: 0.7642 2020-10-21 06:11:23,614 - mmaction - INFO - Epoch [253][280/396] lr: 1.807e-04, eta: 0:39:09, time: 0.975, data_time: 0.011, memory: 8466, top1_acc: 0.7651, top5_acc: 0.9161, loss_cls: 0.8992, loss: 0.8992, grad_norm: 3.9368, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7719, loss/aux0: 0.7719 2020-10-21 06:12:00,795 - mmaction - INFO - Epoch [253][300/396] lr: 1.807e-04, eta: 0:38:32, time: 0.958, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9167, loss_cls: 0.8676, loss: 0.8676, grad_norm: 3.7309, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7356, loss/aux0: 0.7356 2020-10-21 06:12:01,860 - mmaction - INFO - Epoch [253][300/396] lr: 1.807e-04, eta: 0:38:33, time: 0.965, data_time: 0.009, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9167, loss_cls: 0.8676, loss: 0.8676, grad_norm: 3.7547, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7419, loss/aux0: 0.7419 2020-10-21 06:12:38,375 - mmaction - INFO - Epoch [253][320/396] lr: 1.807e-04, eta: 0:37:56, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7919, top5_acc: 0.9281, loss_cls: 0.8289, loss: 0.8289, grad_norm: 3.7969, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9284, loss_cls/aux0: 0.8116, loss/aux0: 0.8116 2020-10-21 06:12:39,328 - mmaction - INFO - Epoch [253][320/396] lr: 1.807e-04, eta: 0:37:57, time: 0.935, data_time: 0.002, memory: 8466, top1_acc: 0.7919, top5_acc: 0.9281, loss_cls: 0.8289, loss: 0.8289, grad_norm: 3.7876, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7949, loss/aux0: 0.7949 2020-10-21 06:13:15,866 - mmaction - INFO - Epoch [253][340/396] lr: 1.807e-04, eta: 0:37:20, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9167, loss_cls: 0.8711, loss: 0.8711, grad_norm: 3.8150, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7476, loss/aux0: 0.7476 2020-10-21 06:13:16,826 - mmaction - INFO - Epoch [253][340/396] lr: 1.807e-04, eta: 0:37:21, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7797, top5_acc: 0.9167, loss_cls: 0.8711, loss: 0.8711, grad_norm: 3.8601, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7679, loss/aux0: 0.7679 2020-10-21 06:13:53,505 - mmaction - INFO - Epoch [253][360/396] lr: 1.807e-04, eta: 0:36:44, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9167, loss_cls: 0.8713, loss: 0.8713, grad_norm: 3.9021, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7608, loss/aux0: 0.7608 2020-10-21 06:13:54,676 - mmaction - INFO - Epoch [253][360/396] lr: 1.807e-04, eta: 0:36:45, time: 0.956, data_time: 0.013, memory: 8466, top1_acc: 0.7745, top5_acc: 0.9167, loss_cls: 0.8713, loss: 0.8713, grad_norm: 3.8814, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7503, loss/aux0: 0.7503 2020-10-21 06:14:31,639 - mmaction - INFO - Epoch [253][380/396] lr: 1.807e-04, eta: 0:36:08, time: 0.954, data_time: 0.000, memory: 8466, top1_acc: 0.7878, top5_acc: 0.9182, loss_cls: 0.8485, loss: 0.8485, grad_norm: 3.8219, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7511, loss/aux0: 0.7511 2020-10-21 06:14:32,586 - mmaction - INFO - Epoch [253][380/396] lr: 1.807e-04, eta: 0:36:09, time: 0.955, data_time: 0.002, memory: 8466, top1_acc: 0.7878, top5_acc: 0.9182, loss_cls: 0.8485, loss: 0.8485, grad_norm: 3.8112, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7529, loss/aux0: 0.7529 2020-10-21 06:20:50,340 - mmaction - INFO - Epoch [254][20/396] lr: 1.016e-04, eta: 0:35:03, time: 0.927, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9148, loss_cls: 0.8732, loss: 0.8732, grad_norm: 3.8641, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7794, loss/aux0: 0.7794 2020-10-21 06:20:51,325 - mmaction - INFO - Epoch [254][20/396] lr: 1.016e-04, eta: 0:35:03, time: 0.931, data_time: 0.004, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9148, loss_cls: 0.8732, loss: 0.8732, grad_norm: 3.8409, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7773, loss/aux0: 0.7773 2020-10-21 06:21:27,581 - mmaction - INFO - Epoch [254][40/396] lr: 1.016e-04, eta: 0:34:27, time: 0.931, data_time: 0.000, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9214, loss_cls: 0.8462, loss: 0.8462, grad_norm: 3.8182, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7516, loss/aux0: 0.7516 2020-10-21 06:21:28,536 - mmaction - INFO - Epoch [254][40/396] lr: 1.016e-04, eta: 0:34:27, time: 0.933, data_time: 0.002, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9214, loss_cls: 0.8462, loss: 0.8462, grad_norm: 3.8350, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7557, loss/aux0: 0.7557 2020-10-21 06:22:05,046 - mmaction - INFO - Epoch [254][60/396] lr: 1.016e-04, eta: 0:33:51, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9221, loss_cls: 0.8346, loss: 0.8346, grad_norm: 3.7304, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7392, loss/aux0: 0.7392 2020-10-21 06:22:06,001 - mmaction - INFO - Epoch [254][60/396] lr: 1.016e-04, eta: 0:33:51, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7859, top5_acc: 0.9221, loss_cls: 0.8346, loss: 0.8346, grad_norm: 3.7474, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7338, loss/aux0: 0.7338 2020-10-21 06:22:42,437 - mmaction - INFO - Epoch [254][80/396] lr: 1.016e-04, eta: 0:33:15, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9161, loss_cls: 0.8686, loss: 0.8686, grad_norm: 3.7884, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.7365, loss/aux0: 0.7365 2020-10-21 06:22:43,369 - mmaction - INFO - Epoch [254][80/396] lr: 1.016e-04, eta: 0:33:15, time: 0.936, data_time: 0.002, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9161, loss_cls: 0.8686, loss: 0.8686, grad_norm: 3.7948, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7370, loss/aux0: 0.7370 2020-10-21 06:23:19,857 - mmaction - INFO - Epoch [254][100/396] lr: 1.016e-04, eta: 0:32:39, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9138, loss_cls: 0.8785, loss: 0.8785, grad_norm: 3.8742, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7729, loss/aux0: 0.7729 2020-10-21 06:23:20,825 - mmaction - INFO - Epoch [254][100/396] lr: 1.016e-04, eta: 0:32:39, time: 0.942, data_time: 0.003, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9138, loss_cls: 0.8785, loss: 0.8785, grad_norm: 3.8697, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7751, loss/aux0: 0.7751 2020-10-21 06:23:57,373 - mmaction - INFO - Epoch [254][120/396] lr: 1.016e-04, eta: 0:32:03, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9169, loss_cls: 0.8544, loss: 0.8544, grad_norm: 3.7863, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7593, loss/aux0: 0.7593 2020-10-21 06:23:58,290 - mmaction - INFO - Epoch [254][120/396] lr: 1.016e-04, eta: 0:32:03, time: 0.935, data_time: 0.001, memory: 8466, top1_acc: 0.7831, top5_acc: 0.9169, loss_cls: 0.8544, loss: 0.8544, grad_norm: 3.7624, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7579, loss/aux0: 0.7579 2020-10-21 06:24:34,910 - mmaction - INFO - Epoch [254][140/396] lr: 1.016e-04, eta: 0:31:27, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9182, loss_cls: 0.8469, loss: 0.8469, grad_norm: 3.7526, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7326, loss/aux0: 0.7326 2020-10-21 06:24:35,844 - mmaction - INFO - Epoch [254][140/396] lr: 1.016e-04, eta: 0:31:27, time: 0.940, data_time: 0.003, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9182, loss_cls: 0.8469, loss: 0.8469, grad_norm: 3.7507, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7274, loss/aux0: 0.7274 2020-10-21 06:25:12,420 - mmaction - INFO - Epoch [254][160/396] lr: 1.016e-04, eta: 0:30:51, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9125, loss_cls: 0.8993, loss: 0.8993, grad_norm: 3.9277, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7595, loss/aux0: 0.7595 2020-10-21 06:25:13,379 - mmaction - INFO - Epoch [254][160/396] lr: 1.016e-04, eta: 0:30:51, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9125, loss_cls: 0.8993, loss: 0.8993, grad_norm: 3.9347, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7672, loss/aux0: 0.7672 2020-10-21 06:25:50,041 - mmaction - INFO - Epoch [254][180/396] lr: 1.016e-04, eta: 0:30:15, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9143, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.7964, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7899, loss/aux0: 0.7899 2020-10-21 06:25:51,006 - mmaction - INFO - Epoch [254][180/396] lr: 1.016e-04, eta: 0:30:15, time: 0.943, data_time: 0.003, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9143, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.7782, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.7801, loss/aux0: 0.7801 2020-10-21 06:26:27,595 - mmaction - INFO - Epoch [254][200/396] lr: 1.016e-04, eta: 0:29:39, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7742, top5_acc: 0.9154, loss_cls: 0.8656, loss: 0.8656, grad_norm: 3.8838, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7439, loss/aux0: 0.7439 2020-10-21 06:26:28,577 - mmaction - INFO - Epoch [254][200/396] lr: 1.016e-04, eta: 0:29:39, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7742, top5_acc: 0.9154, loss_cls: 0.8656, loss: 0.8656, grad_norm: 3.8809, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7486, loss/aux0: 0.7486 2020-10-21 06:27:05,116 - mmaction - INFO - Epoch [254][220/396] lr: 1.016e-04, eta: 0:29:03, time: 0.933, data_time: 0.000, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9167, loss_cls: 0.8600, loss: 0.8600, grad_norm: 3.6512, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7101, loss/aux0: 0.7101 2020-10-21 06:27:06,080 - mmaction - INFO - Epoch [254][220/396] lr: 1.016e-04, eta: 0:29:03, time: 0.935, data_time: 0.004, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9167, loss_cls: 0.8600, loss: 0.8600, grad_norm: 3.6554, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7140, loss/aux0: 0.7140 2020-10-21 06:27:42,626 - mmaction - INFO - Epoch [254][240/396] lr: 1.016e-04, eta: 0:28:27, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9138, loss_cls: 0.8718, loss: 0.8718, grad_norm: 3.9133, top1_acc/aux0: 0.7909, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.7993, loss/aux0: 0.7993 2020-10-21 06:27:43,573 - mmaction - INFO - Epoch [254][240/396] lr: 1.016e-04, eta: 0:28:27, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7768, top5_acc: 0.9138, loss_cls: 0.8718, loss: 0.8718, grad_norm: 3.9096, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9268, loss_cls/aux0: 0.8072, loss/aux0: 0.8072 2020-10-21 06:28:20,004 - mmaction - INFO - Epoch [254][260/396] lr: 1.016e-04, eta: 0:27:51, time: 0.932, data_time: 0.000, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9187, loss_cls: 0.8483, loss: 0.8483, grad_norm: 3.7850, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7666, loss/aux0: 0.7666 2020-10-21 06:28:20,971 - mmaction - INFO - Epoch [254][260/396] lr: 1.016e-04, eta: 0:27:51, time: 0.932, data_time: 0.002, memory: 8466, top1_acc: 0.7854, top5_acc: 0.9187, loss_cls: 0.8483, loss: 0.8483, grad_norm: 3.7917, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7577, loss/aux0: 0.7577 2020-10-21 06:28:57,498 - mmaction - INFO - Epoch [254][280/396] lr: 1.016e-04, eta: 0:27:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7852, top5_acc: 0.9156, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.7651, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.7701, loss/aux0: 0.7701 2020-10-21 06:28:58,460 - mmaction - INFO - Epoch [254][280/396] lr: 1.016e-04, eta: 0:27:15, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7852, top5_acc: 0.9156, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.7781, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7650, loss/aux0: 0.7650 2020-10-21 06:29:35,249 - mmaction - INFO - Epoch [254][300/396] lr: 1.016e-04, eta: 0:26:39, time: 0.948, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9169, loss_cls: 0.8789, loss: 0.8789, grad_norm: 3.8194, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9258, loss_cls/aux0: 0.8158, loss/aux0: 0.8158 2020-10-21 06:29:36,218 - mmaction - INFO - Epoch [254][300/396] lr: 1.016e-04, eta: 0:26:39, time: 0.948, data_time: 0.002, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9169, loss_cls: 0.8789, loss: 0.8789, grad_norm: 3.7874, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9242, loss_cls/aux0: 0.8201, loss/aux0: 0.8201 2020-10-21 06:30:12,854 - mmaction - INFO - Epoch [254][320/396] lr: 1.016e-04, eta: 0:26:03, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9167, loss_cls: 0.8567, loss: 0.8567, grad_norm: 3.7848, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7985, loss/aux0: 0.7985 2020-10-21 06:30:13,788 - mmaction - INFO - Epoch [254][320/396] lr: 1.016e-04, eta: 0:26:03, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7839, top5_acc: 0.9167, loss_cls: 0.8567, loss: 0.8567, grad_norm: 3.7969, top1_acc/aux0: 0.7872, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8049, loss/aux0: 0.8049 2020-10-21 06:30:50,469 - mmaction - INFO - Epoch [254][340/396] lr: 1.016e-04, eta: 0:25:27, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9125, loss_cls: 0.8706, loss: 0.8706, grad_norm: 3.8617, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7484, loss/aux0: 0.7484 2020-10-21 06:30:51,495 - mmaction - INFO - Epoch [254][340/396] lr: 1.016e-04, eta: 0:25:27, time: 0.947, data_time: 0.002, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9125, loss_cls: 0.8706, loss: 0.8706, grad_norm: 3.8700, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7419, loss/aux0: 0.7419 2020-10-21 06:31:28,092 - mmaction - INFO - Epoch [254][360/396] lr: 1.016e-04, eta: 0:24:51, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9198, loss_cls: 0.8436, loss: 0.8436, grad_norm: 3.7923, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7939, loss/aux0: 0.7939 2020-10-21 06:31:29,057 - mmaction - INFO - Epoch [254][360/396] lr: 1.016e-04, eta: 0:24:51, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7828, top5_acc: 0.9198, loss_cls: 0.8436, loss: 0.8436, grad_norm: 3.8008, top1_acc/aux0: 0.7919, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7918, loss/aux0: 0.7918 2020-10-21 06:32:05,663 - mmaction - INFO - Epoch [254][380/396] lr: 1.016e-04, eta: 0:24:15, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7729, top5_acc: 0.9130, loss_cls: 0.8833, loss: 0.8833, grad_norm: 3.8113, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7212, loss/aux0: 0.7212 2020-10-21 06:32:06,685 - mmaction - INFO - Epoch [254][380/396] lr: 1.016e-04, eta: 0:24:15, time: 0.944, data_time: 0.003, memory: 8466, top1_acc: 0.7729, top5_acc: 0.9130, loss_cls: 0.8833, loss: 0.8833, grad_norm: 3.7934, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7178, loss/aux0: 0.7178 2020-10-21 06:37:25,412 - mmaction - INFO - Epoch [255][20/396] lr: 4.518e-05, eta: 0:23:10, time: 0.930, data_time: 0.000, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9159, loss_cls: 0.8629, loss: 0.8629, grad_norm: 3.7855, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7618, loss/aux0: 0.7618 2020-10-21 06:37:26,398 - mmaction - INFO - Epoch [255][20/396] lr: 4.518e-05, eta: 0:23:10, time: 0.937, data_time: 0.011, memory: 8466, top1_acc: 0.7841, top5_acc: 0.9159, loss_cls: 0.8629, loss: 0.8629, grad_norm: 3.7822, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7571, loss/aux0: 0.7571 2020-10-21 06:38:02,747 - mmaction - INFO - Epoch [255][40/396] lr: 4.518e-05, eta: 0:22:34, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7776, top5_acc: 0.9187, loss_cls: 0.8650, loss: 0.8650, grad_norm: 3.9627, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7409, loss/aux0: 0.7409 2020-10-21 06:38:03,718 - mmaction - INFO - Epoch [255][40/396] lr: 4.518e-05, eta: 0:22:34, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7776, top5_acc: 0.9187, loss_cls: 0.8650, loss: 0.8650, grad_norm: 3.9557, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7424, loss/aux0: 0.7424 2020-10-21 06:38:40,200 - mmaction - INFO - Epoch [255][60/396] lr: 4.518e-05, eta: 0:21:58, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9182, loss_cls: 0.8446, loss: 0.8446, grad_norm: 3.6782, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7482, loss/aux0: 0.7482 2020-10-21 06:38:41,157 - mmaction - INFO - Epoch [255][60/396] lr: 4.518e-05, eta: 0:21:58, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7813, top5_acc: 0.9182, loss_cls: 0.8446, loss: 0.8446, grad_norm: 3.7206, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7545, loss/aux0: 0.7545 2020-10-21 06:39:17,765 - mmaction - INFO - Epoch [255][80/396] lr: 4.518e-05, eta: 0:21:22, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9104, loss_cls: 0.8792, loss: 0.8792, grad_norm: 3.9108, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7893, loss/aux0: 0.7893 2020-10-21 06:39:18,736 - mmaction - INFO - Epoch [255][80/396] lr: 4.518e-05, eta: 0:21:22, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7792, top5_acc: 0.9104, loss_cls: 0.8792, loss: 0.8792, grad_norm: 3.9221, top1_acc/aux0: 0.7883, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7982, loss/aux0: 0.7982 2020-10-21 06:39:55,277 - mmaction - INFO - Epoch [255][100/396] lr: 4.518e-05, eta: 0:20:46, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7935, top5_acc: 0.9146, loss_cls: 0.8415, loss: 0.8415, grad_norm: 3.7773, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7706, loss/aux0: 0.7706 2020-10-21 06:39:56,196 - mmaction - INFO - Epoch [255][100/396] lr: 4.518e-05, eta: 0:20:46, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7935, top5_acc: 0.9146, loss_cls: 0.8415, loss: 0.8415, grad_norm: 3.7961, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7616, loss/aux0: 0.7616 2020-10-21 06:40:32,733 - mmaction - INFO - Epoch [255][120/396] lr: 4.518e-05, eta: 0:20:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7846, top5_acc: 0.9094, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.8850, top1_acc/aux0: 0.7956, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7821, loss/aux0: 0.7821 2020-10-21 06:40:33,715 - mmaction - INFO - Epoch [255][120/396] lr: 4.518e-05, eta: 0:20:10, time: 0.942, data_time: 0.002, memory: 8466, top1_acc: 0.7846, top5_acc: 0.9094, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.8544, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7690, loss/aux0: 0.7690 2020-10-21 06:41:10,314 - mmaction - INFO - Epoch [255][140/396] lr: 4.518e-05, eta: 0:19:34, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9174, loss_cls: 0.8838, loss: 0.8838, grad_norm: 3.7629, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7322, loss/aux0: 0.7322 2020-10-21 06:41:11,283 - mmaction - INFO - Epoch [255][140/396] lr: 4.518e-05, eta: 0:19:34, time: 0.941, data_time: 0.002, memory: 8466, top1_acc: 0.7786, top5_acc: 0.9174, loss_cls: 0.8838, loss: 0.8838, grad_norm: 3.7483, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7361, loss/aux0: 0.7361 2020-10-21 06:41:47,785 - mmaction - INFO - Epoch [255][160/396] lr: 4.518e-05, eta: 0:18:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9169, loss_cls: 0.8461, loss: 0.8461, grad_norm: 3.8280, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.7093, loss/aux0: 0.7093 2020-10-21 06:41:48,736 - mmaction - INFO - Epoch [255][160/396] lr: 4.518e-05, eta: 0:18:58, time: 0.936, data_time: 0.001, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9169, loss_cls: 0.8461, loss: 0.8461, grad_norm: 3.8520, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7229, loss/aux0: 0.7229 2020-10-21 06:42:25,420 - mmaction - INFO - Epoch [255][180/396] lr: 4.518e-05, eta: 0:18:22, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9198, loss_cls: 0.8501, loss: 0.8501, grad_norm: 3.8443, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7536, loss/aux0: 0.7536 2020-10-21 06:42:26,388 - mmaction - INFO - Epoch [255][180/396] lr: 4.518e-05, eta: 0:18:22, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7849, top5_acc: 0.9198, loss_cls: 0.8501, loss: 0.8501, grad_norm: 3.8543, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7524, loss/aux0: 0.7524 2020-10-21 06:43:02,916 - mmaction - INFO - Epoch [255][200/396] lr: 4.518e-05, eta: 0:17:46, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7865, top5_acc: 0.9185, loss_cls: 0.8433, loss: 0.8433, grad_norm: 3.9260, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7660, loss/aux0: 0.7660 2020-10-21 06:43:03,864 - mmaction - INFO - Epoch [255][200/396] lr: 4.518e-05, eta: 0:17:46, time: 0.937, data_time: 0.001, memory: 8466, top1_acc: 0.7865, top5_acc: 0.9185, loss_cls: 0.8433, loss: 0.8433, grad_norm: 3.8945, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7556, loss/aux0: 0.7556 2020-10-21 06:43:40,445 - mmaction - INFO - Epoch [255][220/396] lr: 4.518e-05, eta: 0:17:10, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9172, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.8885, top1_acc/aux0: 0.7893, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8178, loss/aux0: 0.8178 2020-10-21 06:43:41,406 - mmaction - INFO - Epoch [255][220/396] lr: 4.518e-05, eta: 0:17:10, time: 0.939, data_time: 0.003, memory: 8466, top1_acc: 0.7763, top5_acc: 0.9172, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.8824, top1_acc/aux0: 0.7888, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8153, loss/aux0: 0.8153 2020-10-21 06:44:17,936 - mmaction - INFO - Epoch [255][240/396] lr: 4.518e-05, eta: 0:16:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9276, loss_cls: 0.8284, loss: 0.8284, grad_norm: 3.8336, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7535, loss/aux0: 0.7535 2020-10-21 06:44:18,911 - mmaction - INFO - Epoch [255][240/396] lr: 4.518e-05, eta: 0:16:34, time: 0.940, data_time: 0.002, memory: 8466, top1_acc: 0.7875, top5_acc: 0.9276, loss_cls: 0.8284, loss: 0.8284, grad_norm: 3.8312, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7558, loss/aux0: 0.7558 2020-10-21 06:44:55,605 - mmaction - INFO - Epoch [255][260/396] lr: 4.518e-05, eta: 0:15:58, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9154, loss_cls: 0.8800, loss: 0.8800, grad_norm: 3.8078, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7578, loss/aux0: 0.7578 2020-10-21 06:44:56,556 - mmaction - INFO - Epoch [255][260/396] lr: 4.518e-05, eta: 0:15:58, time: 0.942, data_time: 0.001, memory: 8466, top1_acc: 0.7758, top5_acc: 0.9154, loss_cls: 0.8800, loss: 0.8800, grad_norm: 3.7842, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7562, loss/aux0: 0.7562 2020-10-21 06:45:33,303 - mmaction - INFO - Epoch [255][280/396] lr: 4.518e-05, eta: 0:15:22, time: 0.943, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9198, loss_cls: 0.8405, loss: 0.8405, grad_norm: 3.7591, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7636, loss/aux0: 0.7636 2020-10-21 06:45:34,266 - mmaction - INFO - Epoch [255][280/396] lr: 4.518e-05, eta: 0:15:22, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9198, loss_cls: 0.8405, loss: 0.8405, grad_norm: 3.8025, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7710, loss/aux0: 0.7710 2020-10-21 06:46:11,012 - mmaction - INFO - Epoch [255][300/396] lr: 4.518e-05, eta: 0:14:46, time: 0.945, data_time: 0.000, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9174, loss_cls: 0.8379, loss: 0.8379, grad_norm: 3.7942, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9279, loss_cls/aux0: 0.8129, loss/aux0: 0.8129 2020-10-21 06:46:11,971 - mmaction - INFO - Epoch [255][300/396] lr: 4.518e-05, eta: 0:14:46, time: 0.944, data_time: 0.001, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9174, loss_cls: 0.8379, loss: 0.8379, grad_norm: 3.7713, top1_acc/aux0: 0.7930, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8125, loss/aux0: 0.8125 2020-10-21 06:46:48,523 - mmaction - INFO - Epoch [255][320/396] lr: 4.518e-05, eta: 0:14:10, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7919, top5_acc: 0.9219, loss_cls: 0.8141, loss: 0.8141, grad_norm: 3.6991, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7888, loss/aux0: 0.7888 2020-10-21 06:46:49,488 - mmaction - INFO - Epoch [255][320/396] lr: 4.518e-05, eta: 0:14:10, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7919, top5_acc: 0.9219, loss_cls: 0.8141, loss: 0.8141, grad_norm: 3.7145, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7969, loss/aux0: 0.7969 2020-10-21 06:47:26,158 - mmaction - INFO - Epoch [255][340/396] lr: 4.518e-05, eta: 0:13:34, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9245, loss_cls: 0.8452, loss: 0.8452, grad_norm: 3.7557, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7779, loss/aux0: 0.7779 2020-10-21 06:47:27,163 - mmaction - INFO - Epoch [255][340/396] lr: 4.518e-05, eta: 0:13:34, time: 0.940, data_time: 0.001, memory: 8466, top1_acc: 0.7755, top5_acc: 0.9245, loss_cls: 0.8452, loss: 0.8452, grad_norm: 3.7606, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7656, loss/aux0: 0.7656 2020-10-21 06:48:03,708 - mmaction - INFO - Epoch [255][360/396] lr: 4.518e-05, eta: 0:12:58, time: 0.935, data_time: 0.000, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9221, loss_cls: 0.8726, loss: 0.8726, grad_norm: 3.8344, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7575, loss/aux0: 0.7575 2020-10-21 06:48:04,671 - mmaction - INFO - Epoch [255][360/396] lr: 4.518e-05, eta: 0:12:58, time: 0.936, data_time: 0.003, memory: 8466, top1_acc: 0.7721, top5_acc: 0.9221, loss_cls: 0.8726, loss: 0.8726, grad_norm: 3.8284, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7546, loss/aux0: 0.7546 2020-10-21 06:48:41,332 - mmaction - INFO - Epoch [255][380/396] lr: 4.518e-05, eta: 0:12:22, time: 0.940, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9148, loss_cls: 0.8784, loss: 0.8784, grad_norm: 3.8252, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7647, loss/aux0: 0.7647 2020-10-21 06:48:42,334 - mmaction - INFO - Epoch [255][380/396] lr: 4.518e-05, eta: 0:12:22, time: 0.945, data_time: 0.002, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9148, loss_cls: 0.8784, loss: 0.8784, grad_norm: 3.7897, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7707, loss/aux0: 0.7707 2020-10-21 06:54:20,780 - mmaction - INFO - Epoch [256][20/396] lr: 1.129e-05, eta: 0:11:17, time: 0.929, data_time: 0.000, memory: 8466, top1_acc: 0.7867, top5_acc: 0.9219, loss_cls: 0.8310, loss: 0.8310, grad_norm: 3.8421, top1_acc/aux0: 0.8103, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7516, loss/aux0: 0.7516 2020-10-21 06:54:21,763 - mmaction - INFO - Epoch [256][20/396] lr: 1.129e-05, eta: 0:11:17, time: 0.931, data_time: 0.002, memory: 8466, top1_acc: 0.7867, top5_acc: 0.9219, loss_cls: 0.8310, loss: 0.8310, grad_norm: 3.8083, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7545, loss/aux0: 0.7545 2020-10-21 06:54:58,229 - mmaction - INFO - Epoch [256][40/396] lr: 1.129e-05, eta: 0:10:41, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9208, loss_cls: 0.8319, loss: 0.8319, grad_norm: 3.9012, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7690, loss/aux0: 0.7690 2020-10-21 06:54:59,166 - mmaction - INFO - Epoch [256][40/396] lr: 1.129e-05, eta: 0:10:41, time: 0.933, data_time: 0.001, memory: 8466, top1_acc: 0.7885, top5_acc: 0.9208, loss_cls: 0.8319, loss: 0.8319, grad_norm: 3.8992, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7670, loss/aux0: 0.7670 2020-10-21 06:55:35,707 - mmaction - INFO - Epoch [256][60/396] lr: 1.129e-05, eta: 0:10:05, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9141, loss_cls: 0.9041, loss: 0.9041, grad_norm: 3.8629, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7242, loss/aux0: 0.7242 2020-10-21 06:55:36,669 - mmaction - INFO - Epoch [256][60/396] lr: 1.129e-05, eta: 0:10:05, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7701, top5_acc: 0.9141, loss_cls: 0.9041, loss: 0.9041, grad_norm: 3.8859, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7304, loss/aux0: 0.7304 2020-10-21 06:56:13,271 - mmaction - INFO - Epoch [256][80/396] lr: 1.129e-05, eta: 0:09:29, time: 0.934, data_time: 0.000, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9237, loss_cls: 0.8553, loss: 0.8553, grad_norm: 3.8484, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7711, loss/aux0: 0.7711 2020-10-21 06:56:14,287 - mmaction - INFO - Epoch [256][80/396] lr: 1.129e-05, eta: 0:09:29, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7799, top5_acc: 0.9237, loss_cls: 0.8553, loss: 0.8553, grad_norm: 3.8400, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7642, loss/aux0: 0.7642 2020-10-21 06:56:50,665 - mmaction - INFO - Epoch [256][100/396] lr: 1.129e-05, eta: 0:08:53, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9091, loss_cls: 0.9046, loss: 0.9046, grad_norm: 3.9399, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7749, loss/aux0: 0.7749 2020-10-21 06:56:51,620 - mmaction - INFO - Epoch [256][100/396] lr: 1.129e-05, eta: 0:08:53, time: 0.938, data_time: 0.002, memory: 8466, top1_acc: 0.7727, top5_acc: 0.9091, loss_cls: 0.9046, loss: 0.9046, grad_norm: 3.9676, top1_acc/aux0: 0.7878, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7821, loss/aux0: 0.7821 2020-10-21 06:57:28,139 - mmaction - INFO - Epoch [256][120/396] lr: 1.129e-05, eta: 0:08:17, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9180, loss_cls: 0.8589, loss: 0.8589, grad_norm: 3.8306, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7849, loss/aux0: 0.7849 2020-10-21 06:57:29,101 - mmaction - INFO - Epoch [256][120/396] lr: 1.129e-05, eta: 0:08:17, time: 0.939, data_time: 0.002, memory: 8466, top1_acc: 0.7779, top5_acc: 0.9180, loss_cls: 0.8589, loss: 0.8589, grad_norm: 3.8340, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7717, loss/aux0: 0.7717 2020-10-21 06:58:05,786 - mmaction - INFO - Epoch [256][140/396] lr: 1.129e-05, eta: 0:07:41, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7909, top5_acc: 0.9268, loss_cls: 0.8295, loss: 0.8295, grad_norm: 3.6968, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7184, loss/aux0: 0.7184 2020-10-21 06:58:06,734 - mmaction - INFO - Epoch [256][140/396] lr: 1.129e-05, eta: 0:07:41, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7909, top5_acc: 0.9268, loss_cls: 0.8295, loss: 0.8295, grad_norm: 3.7211, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7299, loss/aux0: 0.7299 2020-10-21 06:58:43,363 - mmaction - INFO - Epoch [256][160/396] lr: 1.129e-05, eta: 0:07:05, time: 0.937, data_time: 0.000, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9154, loss_cls: 0.8609, loss: 0.8609, grad_norm: 3.9109, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9190, loss_cls/aux0: 0.8312, loss/aux0: 0.8312 2020-10-21 06:58:44,308 - mmaction - INFO - Epoch [256][160/396] lr: 1.129e-05, eta: 0:07:05, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7823, top5_acc: 0.9154, loss_cls: 0.8609, loss: 0.8609, grad_norm: 3.8856, top1_acc/aux0: 0.7867, top5_acc/aux0: 0.9216, loss_cls/aux0: 0.8206, loss/aux0: 0.8206 2020-10-21 06:59:20,926 - mmaction - INFO - Epoch [256][180/396] lr: 1.129e-05, eta: 0:06:29, time: 0.942, data_time: 0.000, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9138, loss_cls: 0.8736, loss: 0.8736, grad_norm: 3.8724, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7609, loss/aux0: 0.7609 2020-10-21 06:59:21,876 - mmaction - INFO - Epoch [256][180/396] lr: 1.129e-05, eta: 0:06:29, time: 0.941, data_time: 0.001, memory: 8466, top1_acc: 0.7750, top5_acc: 0.9138, loss_cls: 0.8736, loss: 0.8736, grad_norm: 3.8477, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7623, loss/aux0: 0.7623 2020-10-21 06:59:58,548 - mmaction - INFO - Epoch [256][200/396] lr: 1.129e-05, eta: 0:05:53, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9156, loss_cls: 0.8582, loss: 0.8582, grad_norm: 3.7671, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7458, loss/aux0: 0.7458 2020-10-21 06:59:59,536 - mmaction - INFO - Epoch [256][200/396] lr: 1.129e-05, eta: 0:05:53, time: 0.943, data_time: 0.001, memory: 8466, top1_acc: 0.7826, top5_acc: 0.9156, loss_cls: 0.8582, loss: 0.8582, grad_norm: 3.7782, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7441, loss/aux0: 0.7441 2020-10-21 07:00:36,191 - mmaction - INFO - Epoch [256][220/396] lr: 1.129e-05, eta: 0:05:17, time: 0.946, data_time: 0.000, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9102, loss_cls: 0.8925, loss: 0.8925, grad_norm: 3.8024, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7312, loss/aux0: 0.7312 2020-10-21 07:00:37,196 - mmaction - INFO - Epoch [256][220/396] lr: 1.129e-05, eta: 0:05:17, time: 0.949, data_time: 0.001, memory: 8466, top1_acc: 0.7781, top5_acc: 0.9102, loss_cls: 0.8925, loss: 0.8925, grad_norm: 3.8273, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7327, loss/aux0: 0.7327 2020-10-21 07:01:13,745 - mmaction - INFO - Epoch [256][240/396] lr: 1.129e-05, eta: 0:04:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9151, loss_cls: 0.8748, loss: 0.8748, grad_norm: 3.8983, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7738, loss/aux0: 0.7738 2020-10-21 07:01:14,714 - mmaction - INFO - Epoch [256][240/396] lr: 1.129e-05, eta: 0:04:41, time: 0.938, data_time: 0.001, memory: 8466, top1_acc: 0.7794, top5_acc: 0.9151, loss_cls: 0.8748, loss: 0.8748, grad_norm: 3.8969, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7742, loss/aux0: 0.7742 2020-10-21 07:01:51,648 - mmaction - INFO - Epoch [256][260/396] lr: 1.129e-05, eta: 0:04:04, time: 0.951, data_time: 0.000, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9156, loss_cls: 0.8677, loss: 0.8677, grad_norm: 3.7887, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7674, loss/aux0: 0.7674 2020-10-21 07:01:52,745 - mmaction - INFO - Epoch [256][260/396] lr: 1.129e-05, eta: 0:04:04, time: 0.958, data_time: 0.006, memory: 8466, top1_acc: 0.7747, top5_acc: 0.9156, loss_cls: 0.8677, loss: 0.8677, grad_norm: 3.7685, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7620, loss/aux0: 0.7620 2020-10-21 07:02:29,778 - mmaction - INFO - Epoch [256][280/396] lr: 1.129e-05, eta: 0:03:28, time: 0.947, data_time: 0.000, memory: 8466, top1_acc: 0.7911, top5_acc: 0.9214, loss_cls: 0.8257, loss: 0.8257, grad_norm: 3.6930, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7576, loss/aux0: 0.7576 2020-10-21 07:02:30,842 - mmaction - INFO - Epoch [256][280/396] lr: 1.129e-05, eta: 0:03:28, time: 0.953, data_time: 0.009, memory: 8466, top1_acc: 0.7911, top5_acc: 0.9214, loss_cls: 0.8257, loss: 0.8257, grad_norm: 3.7375, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7730, loss/aux0: 0.7730 2020-10-21 07:03:07,707 - mmaction - INFO - Epoch [256][300/396] lr: 1.129e-05, eta: 0:02:52, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7901, top5_acc: 0.9219, loss_cls: 0.8383, loss: 0.8383, grad_norm: 3.7764, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.7674, loss/aux0: 0.7674 2020-10-21 07:03:08,636 - mmaction - INFO - Epoch [256][300/396] lr: 1.129e-05, eta: 0:02:52, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7901, top5_acc: 0.9219, loss_cls: 0.8383, loss: 0.8383, grad_norm: 3.7561, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7543, loss/aux0: 0.7543 2020-10-21 07:03:45,215 - mmaction - INFO - Epoch [256][320/396] lr: 1.129e-05, eta: 0:02:16, time: 0.941, data_time: 0.000, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9167, loss_cls: 0.8573, loss: 0.8573, grad_norm: 3.8665, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7489, loss/aux0: 0.7489 2020-10-21 07:03:46,185 - mmaction - INFO - Epoch [256][320/396] lr: 1.129e-05, eta: 0:02:16, time: 0.943, data_time: 0.002, memory: 8466, top1_acc: 0.7880, top5_acc: 0.9167, loss_cls: 0.8573, loss: 0.8573, grad_norm: 3.8708, top1_acc/aux0: 0.7927, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7603, loss/aux0: 0.7603 2020-10-21 07:04:22,758 - mmaction - INFO - Epoch [256][340/396] lr: 1.129e-05, eta: 0:01:40, time: 0.938, data_time: 0.000, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9237, loss_cls: 0.8342, loss: 0.8342, grad_norm: 3.8455, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7732, loss/aux0: 0.7732 2020-10-21 07:04:23,737 - mmaction - INFO - Epoch [256][340/396] lr: 1.129e-05, eta: 0:01:40, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7891, top5_acc: 0.9237, loss_cls: 0.8342, loss: 0.8342, grad_norm: 3.8690, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7691, loss/aux0: 0.7691 2020-10-21 07:05:00,347 - mmaction - INFO - Epoch [256][360/396] lr: 1.129e-05, eta: 0:01:04, time: 0.939, data_time: 0.000, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9151, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.8476, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7875, loss/aux0: 0.7875 2020-10-21 07:05:01,280 - mmaction - INFO - Epoch [256][360/396] lr: 1.129e-05, eta: 0:01:04, time: 0.939, data_time: 0.001, memory: 8466, top1_acc: 0.7857, top5_acc: 0.9151, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.8137, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7844, loss/aux0: 0.7844 2020-10-21 07:05:37,891 - mmaction - INFO - Epoch [256][380/396] lr: 1.129e-05, eta: 0:00:28, time: 0.936, data_time: 0.000, memory: 8466, top1_acc: 0.7888, top5_acc: 0.9211, loss_cls: 0.8395, loss: 0.8395, grad_norm: 3.8020, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8014, loss/aux0: 0.8014 2020-10-21 07:05:38,840 - mmaction - INFO - Epoch [256][380/396] lr: 1.129e-05, eta: 0:00:28, time: 0.937, data_time: 0.002, memory: 8466, top1_acc: 0.7888, top5_acc: 0.9211, loss_cls: 0.8395, loss: 0.8395, grad_norm: 3.8077, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9273, loss_cls/aux0: 0.8055, loss/aux0: 0.8055 2020-10-21 07:06:18,559 - mmaction - INFO - Saving checkpoint at 256 epochs 2020-10-21 07:09:22,136 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-21 07:09:22,325 - mmaction - INFO - top1_acc 0.7706 top5_acc 0.9347 2020-10-21 07:09:22,325 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-21 07:09:22,390 - mmaction - INFO - mean_acc 0.7709 2020-10-21 07:09:22,390 - mmaction - INFO - Now best checkpoint is epoch_256.pth 2020-10-21 07:09:22,397 - mmaction - INFO - Epoch(val) [256][396] top1_acc: 0.7706, top5_acc: 0.9347, mean_class_accuracy: 0.7709